[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-254-month-runs-two-custom-ai-vps-handling-ops-summary":3,"summaries-facets-categories":103,"summary-related-254-month-runs-two-custom-ai-vps-handling-ops-summary":4508},{"id":4,"title":5,"ai":6,"body":13,"categories":54,"created_at":56,"date_modified":56,"description":47,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":59,"navigation":84,"path":85,"published_at":86,"question":56,"scraped_at":87,"seo":88,"sitemap":89,"source_id":90,"source_name":91,"source_type":92,"source_url":93,"stem":94,"tags":95,"thumbnail_url":56,"tldr":100,"tweet":56,"unknown_tags":101,"__hash__":102},"summaries\u002Fsummaries\u002F254-month-runs-two-custom-ai-vps-handling-ops-summary.md","$254\u002FMonth Runs Two Custom AI VPs Handling Ops",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",6860,1642,26679,0.0021705,{"type":14,"value":15,"toc":46},"minimark",[16,21,25,29,32,36,39,43],[17,18,20],"h2",{"id":19},"custom-ai-agents-automate-60-70-of-vp-operational-work-at-1-cost","Custom AI Agents Automate 60-70% of VP Operational Work at 1% Cost",[22,23,24],"p",{},"Build AI agents on Replit for variable invocation pricing—$95 for 10K (marketing ops) and $159 for Qbee (customer success)—totaling $254\u002Fmonth including negligible infra ($50 spread across apps). Qbee manages 100+ sponsors: booth assignments, deadlines, real-time replies, issue flagging, status reports, cutting human hours 70% (retaining judgment tasks like escalations). 10K runs standups, GTM updates, campaign tracking, content briefs, registration trends, surfacing priorities—handling the 60-70% \"running the machine\" layer. Humans retain strategy, relationships, taste. Agents work 24\u002F7 without ramp, churn, or PTO, flipping economics from OpEx-heavy to near-zero marginal cost post-build.",[17,26,28],{"id":27},"build-in-house-cheaply-buy-enterprise-for-scalemix-both","Build In-House Cheaply, Buy Enterprise for Scale—Mix Both",[22,30,31],{},"In-house agents like these (14K+ lines for 10K) cost $100-300\u002Fmonth but require engineering (weeks of iteration) and suit custom workflows. Third-party like Artisan ($25K+\u002Fmonth), Agentforce, Qualified, Momentum deliver CRM integrations, compliance, domain expertise, support, SLAs—still 1\u002F3-1\u002F10 human team cost (e.g., Artisan matches 5 SDRs at $400K-750K\u002Fyear, Qualified drove $1M revenue). Full agent stack runs $50K-200K\u002Fmonth or $2.3K for SaaStr's 20+ agents (revenue +47% YoY). Strategy: build gaps, buy shelf products; replace in-house when better options emerge.",[17,33,35],{"id":34},"agent-maintenance-equals-productive-management-beats-human-overhead","Agent Maintenance Equals Productive Management, Beats Human Overhead",[22,37,38],{},"Budget 0.5 FTE per agent: daily tweaks for 10K (creative drift, model updates), weekly for Qbee (data\u002FKB changes). Total 3-5 hours\u002Fweek for two agents—directly improves output vs. human VP's 5-10 hours\u002Fweek overhead (1:1s, reviews, hiring, PIPs, recruiting). No comp, severance, or poaching risks. Leverage scales with humans tuning: 3 people run 20+ agents. Constraint isn't cost—it's shipping reliable agents via dedicated expert.",[17,40,42],{"id":41},"start-with-boring-back-office-functions-for-quick-wins","Start with Boring Back-Office Functions for Quick Wins",[22,44,45],{},"Target grind work first: sponsor ops, standups, reports, coordination—no judgment needed. Ignore token worries; build production agents. Hire agent expert over next AE. Result: org charts flatten, baseline shifts to AI ops at scale.",{"title":47,"searchDepth":48,"depth":48,"links":49},"",2,[50,51,52,53],{"id":19,"depth":48,"text":20},{"id":27,"depth":48,"text":28},{"id":34,"depth":48,"text":35},{"id":41,"depth":48,"text":42},[55],"AI Automation",null,"md",false,{"content_references":60,"triage":79},[61,65,67,70,72,74,76],{"type":62,"title":63,"context":64},"tool","Replit","mentioned",{"type":62,"title":66,"context":64},"Artisan",{"type":62,"title":68,"author":69,"context":64},"Agentforce","Salesforce",{"type":62,"title":71,"context":64},"Monaco",{"type":62,"title":73,"context":64},"Qualified",{"type":62,"title":75,"context":64},"Momentum",{"type":77,"title":78,"context":64},"event","SaaStr AI Annual 2026",{"relevance":80,"novelty":81,"quality":81,"actionability":81,"composite":82,"reasoning":83},5,4,4.35,"Category: AI Automation. The article provides a detailed case study on using custom AI agents to automate significant operational tasks, addressing the pain point of cost efficiency in operations for product builders. It offers actionable insights on building in-house AI solutions versus purchasing enterprise options, which is directly relevant to the audience's needs.",true,"\u002Fsummaries\u002F254-month-runs-two-custom-ai-vps-handling-ops-summary","2026-05-03 23:09:41","2026-05-08 11:28:10",{"title":5,"description":47},{"loc":85},"dcdfa13b31afbb4d","SaaStr AI (Jason Lemkin Substack)","article","https:\u002F\u002Fcloud.substack.com\u002Fp\u002F254-thats-what-it-cost-us-to-run","summaries\u002F254-month-runs-two-custom-ai-vps-handling-ops-summary",[96,97,98,99],"agents","saas","ai-automation","business","SaaStr's in-house AI VPs Qbee ($160\u002Fmo) and 10K ($95\u002Fmo) automate 60-70% of customer success and marketing ops, costing $3K\u002Fyear vs. $500K-800K for humans, with maintenance under human management overhead.",[98,99],"Zxc8zhoAnpa4zJWdSGpJ7uBeppLa1BfqorrD1erTVFg",[104,107,109,112,114,116,119,122,125,127,129,131,133,135,137,139,142,144,146,148,150,152,154,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,284,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,549,551,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796,3798,3800,3802,3804,3806,3808,3810,3812,3814,3816,3818,3820,3822,3824,3826,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860,3862,3864,3866,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896,3898,3900,3902,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946,3948,3950,3952,3954,3956,3958,3960,3962,3964,3966,3968,3970,3972,3974,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006,4008,4010,4012,4014,4016,4018,4020,4022,4024,4026,4028,4030,4032,4034,4036,4038,4040,4042,4044,4046,4048,4050,4052,4054,4056,4058,4060,4062,4064,4066,4068,4070,4072,4074,4076,4078,4080,4082,4084,4086,4088,4090,4092,4094,4096,4098,4100,4102,4104,4106,4108,4110,4112,4114,4116,4118,4120,4122,4124,4126,4128,4130,4132,4134,4136,4138,4140,4142,4144,4146,4148,4150,4152,4154,4156,4158,4160,4162,4164,4166,4168,4170,4172,4174,4176,4178,4180,4182,4184,4186,4188,4190,4192,4194,4196,4198,4200,4202,4204,4206,4208,4210,4212,4214,4216,4218,4220,4222,4224,4226,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506],{"categories":105},[106],"Business & SaaS",{"categories":108},[106],{"categories":110},[111],"AI News & Trends",{"categories":113},[],{"categories":115},[55],{"categories":117},[118],"Marketing & Growth",{"categories":120},[121],"Design & Frontend",{"categories":123},[124],"Software Engineering",{"categories":126},[55],{"categories":128},[],{"categories":130},[121],{"categories":132},[121],{"categories":134},[55],{"categories":136},[121],{"categories":138},[121],{"categories":140},[141],"AI & LLMs",{"categories":143},[121],{"categories":145},[121],{"categories":147},[],{"categories":149},[121],{"categories":151},[121],{"categories":153},[141],{"categories":155},[156],"Developer Productivity",{"categories":158},[141],{"categories":160},[141],{"categories":162},[141],{"categories":164},[111],{"categories":166},[141],{"categories":168},[55],{"categories":170},[106],{"categories":172},[111],{"categories":174},[118],{"categories":176},[],{"categories":178},[],{"categories":180},[55],{"categories":182},[55],{"categories":184},[55],{"categories":186},[118],{"categories":188},[141],{"categories":190},[156],{"categories":192},[111],{"categories":194},[],{"categories":196},[],{"categories":198},[],{"categories":200},[201],"Data Science & Visualization",{"categories":203},[],{"categories":205},[55],{"categories":207},[124],{"categories":209},[55],{"categories":211},[55],{"categories":213},[141],{"categories":215},[118],{"categories":217},[55],{"categories":219},[],{"categories":221},[],{"categories":223},[],{"categories":225},[121],{"categories":227},[121],{"categories":229},[55],{"categories":231},[118],{"categories":233},[156],{"categories":235},[121],{"categories":237},[141],{"categories":239},[124],{"categories":241},[141],{"categories":243},[],{"categories":245},[55],{"categories":247},[141],{"categories":249},[156],{"categories":251},[156],{"categories":253},[],{"categories":255},[118],{"categories":257},[106],{"categories":259},[141],{"categories":261},[106],{"categories":263},[106],{"categories":265},[55],{"categories":267},[118],{"categories":269},[55],{"categories":271},[106],{"categories":273},[55],{"categories":275},[121],{"categories":277},[141],{"categories":279},[121],{"categories":281},[141],{"categories":283},[106],{"categories":285},[141],{"categories":287},[118],{"categories":289},[],{"categories":291},[141],{"categories":293},[106],{"categories":295},[],{"categories":297},[111],{"categories":299},[124],{"categories":301},[],{"categories":303},[141],{"categories":305},[121],{"categories":307},[141],{"categories":309},[121],{"categories":311},[],{"categories":313},[55],{"categories":315},[],{"categories":317},[],{"categories":319},[],{"categories":321},[141],{"categories":323},[],{"categories":325},[141],{"categories":327},[141],{"categories":329},[121],{"categories":331},[141],{"categories":333},[156],{"categories":335},[55],{"categories":337},[118],{"categories":339},[156],{"categories":341},[156],{"categories":343},[156],{"categories":345},[118],{"categories":347},[118],{"categories":349},[141],{"categories":351},[141],{"categories":353},[121],{"categories":355},[106],{"categories":357},[121],{"categories":359},[124],{"categories":361},[106],{"categories":363},[106],{"categories":365},[106],{"categories":367},[121],{"categories":369},[],{"categories":371},[],{"categories":373},[141],{"categories":375},[141],{"categories":377},[124],{"categories":379},[141],{"categories":381},[141],{"categories":383},[],{"categories":385},[141],{"categories":387},[141],{"categories":389},[],{"categories":391},[141],{"categories":393},[111],{"categories":395},[111],{"categories":397},[],{"categories":399},[],{"categories":401},[118],{"categories":403},[118],{"categories":405},[124],{"categories":407},[141],{"categories":409},[],{"categories":411},[],{"categories":413},[55],{"categories":415},[141],{"categories":417},[141],{"categories":419},[],{"categories":421},[141,106],{"categories":423},[141],{"categories":425},[],{"categories":427},[141],{"categories":429},[141],{"categories":431},[],{"categories":433},[],{"categories":435},[55],{"categories":437},[141],{"categories":439},[141],{"categories":441},[55],{"categories":443},[141],{"categories":445},[],{"categories":447},[],{"categories":449},[141],{"categories":451},[],{"categories":453},[141],{"categories":455},[141],{"categories":457},[],{"categories":459},[55],{"categories":461},[121],{"categories":463},[],{"categories":465},[55,466],"DevOps & Cloud",{"categories":468},[141],{"categories":470},[55],{"categories":472},[141],{"categories":474},[],{"categories":476},[],{"categories":478},[],{"categories":480},[],{"categories":482},[141],{"categories":484},[55],{"categories":486},[],{"categories":488},[55],{"categories":490},[],{"categories":492},[141],{"categories":494},[],{"categories":496},[],{"categories":498},[],{"categories":500},[],{"categories":502},[55],{"categories":504},[121],{"categories":506},[141],{"categories":508},[118],{"categories":510},[111],{"categories":512},[106],{"categories":514},[156],{"categories":516},[],{"categories":518},[55],{"categories":520},[55],{"categories":522},[141],{"categories":524},[],{"categories":526},[],{"categories":528},[],{"categories":530},[55],{"categories":532},[],{"categories":534},[55],{"categories":536},[55],{"categories":538},[111],{"categories":540},[55],{"categories":542},[141],{"categories":544},[],{"categories":546},[141],{"categories":548},[],{"categories":550},[111],{"categories":552},[55,553],"Product Strategy",{"categories":555},[124],{"categories":557},[466],{"categories":559},[553],{"categories":561},[141],{"categories":563},[55],{"categories":565},[],{"categories":567},[111],{"categories":569},[111],{"categories":571},[55],{"categories":573},[],{"categories":575},[55],{"categories":577},[141],{"categories":579},[141],{"categories":581},[156],{"categories":583},[141],{"categories":585},[],{"categories":587},[141,124],{"categories":589},[111],{"categories":591},[141],{"categories":593},[111],{"categories":595},[55],{"categories":597},[111],{"categories":599},[],{"categories":601},[124],{"categories":603},[106],{"categories":605},[],{"categories":607},[55],{"categories":609},[55],{"categories":611},[55],{"categories":613},[55],{"categories":615},[106],{"categories":617},[121],{"categories":619},[118],{"categories":621},[],{"categories":623},[55],{"categories":625},[],{"categories":627},[111],{"categories":629},[111],{"categories":631},[111],{"categories":633},[55],{"categories":635},[111],{"categories":637},[141],{"categories":639},[156],{"categories":641},[141],{"categories":643},[124],{"categories":645},[141,156],{"categories":647},[156],{"categories":649},[156],{"categories":651},[156],{"categories":653},[156],{"categories":655},[141],{"categories":657},[],{"categories":659},[],{"categories":661},[118],{"categories":663},[],{"categories":665},[141],{"categories":667},[156],{"categories":669},[141],{"categories":671},[121],{"categories":673},[124],{"categories":675},[],{"categories":677},[141],{"categories":679},[156],{"categories":681},[118],{"categories":683},[111],{"categories":685},[124],{"categories":687},[141],{"categories":689},[],{"categories":691},[124],{"categories":693},[121],{"categories":695},[106],{"categories":697},[106],{"categories":699},[],{"categories":701},[121],{"categories":703},[106],{"categories":705},[111],{"categories":707},[156],{"categories":709},[55],{"categories":711},[55],{"categories":713},[141],{"categories":715},[141],{"categories":717},[111],{"categories":719},[111],{"categories":721},[156],{"categories":723},[111],{"categories":725},[],{"categories":727},[553],{"categories":729},[55],{"categories":731},[111],{"categories":733},[111],{"categories":735},[111],{"categories":737},[141],{"categories":739},[55],{"categories":741},[55],{"categories":743},[106],{"categories":745},[106],{"categories":747},[141],{"categories":749},[111],{"categories":751},[],{"categories":753},[141],{"categories":755},[106],{"categories":757},[55],{"categories":759},[55],{"categories":761},[55],{"categories":763},[121],{"categories":765},[55],{"categories":767},[156],{"categories":769},[111],{"categories":771},[111],{"categories":773},[111],{"categories":775},[111],{"categories":777},[111],{"categories":779},[],{"categories":781},[],{"categories":783},[156],{"categories":785},[111],{"categories":787},[111],{"categories":789},[111],{"categories":791},[],{"categories":793},[141],{"categories":795},[],{"categories":797},[],{"categories":799},[121],{"categories":801},[106],{"categories":803},[],{"categories":805},[111],{"categories":807},[55],{"categories":809},[55],{"categories":811},[55],{"categories":813},[118],{"categories":815},[55],{"categories":817},[],{"categories":819},[111],{"categories":821},[111],{"categories":823},[141],{"categories":825},[],{"categories":827},[118],{"categories":829},[118],{"categories":831},[141],{"categories":833},[111],{"categories":835},[106],{"categories":837},[124],{"categories":839},[141],{"categories":841},[],{"categories":843},[141],{"categories":845},[141],{"categories":847},[124],{"categories":849},[141],{"categories":851},[141],{"categories":853},[141],{"categories":855},[118],{"categories":857},[111],{"categories":859},[141],{"categories":861},[141],{"categories":863},[111],{"categories":865},[55],{"categories":867},[156],{"categories":869},[106],{"categories":871},[141],{"categories":873},[156],{"categories":875},[156],{"categories":877},[],{"categories":879},[118],{"categories":881},[111],{"categories":883},[111],{"categories":885},[156],{"categories":887},[55],{"categories":889},[55],{"categories":891},[55],{"categories":893},[55],{"categories":895},[121],{"categories":897},[141],{"categories":899},[141],{"categories":901},[553],{"categories":903},[141],{"categories":905},[141],{"categories":907},[55],{"categories":909},[106],{"categories":911},[118],{"categories":913},[],{"categories":915},[106],{"categories":917},[106],{"categories":919},[],{"categories":921},[121],{"categories":923},[141],{"categories":925},[],{"categories":927},[],{"categories":929},[111],{"categories":931},[111],{"categories":933},[111],{"categories":935},[111],{"categories":937},[],{"categories":939},[111],{"categories":941},[141],{"categories":943},[141],{"categories":945},[],{"categories":947},[111],{"categories":949},[111],{"categories":951},[106],{"categories":953},[141],{"categories":955},[],{"categories":957},[],{"categories":959},[111],{"categories":961},[111],{"categories":963},[111],{"categories":965},[141],{"categories":967},[111],{"categories":969},[111],{"categories":971},[111],{"categories":973},[111],{"categories":975},[111],{"categories":977},[],{"categories":979},[55],{"categories":981},[141],{"categories":983},[118],{"categories":985},[106],{"categories":987},[55],{"categories":989},[141],{"categories":991},[],{"categories":993},[118],{"categories":995},[111],{"categories":997},[111],{"categories":999},[111],{"categories":1001},[111],{"categories":1003},[156],{"categories":1005},[124],{"categories":1007},[],{"categories":1009},[141],{"categories":1011},[55],{"categories":1013},[55],{"categories":1015},[55],{"categories":1017},[466],{"categories":1019},[55],{"categories":1021},[141],{"categories":1023},[141],{"categories":1025},[124],{"categories":1027},[466],{"categories":1029},[201],{"categories":1031},[141],{"categories":1033},[201],{"categories":1035},[],{"categories":1037},[118],{"categories":1039},[118],{"categories":1041},[121],{"categories":1043},[466],{"categories":1045},[55],{"categories":1047},[141],{"categories":1049},[141],{"categories":1051},[55],{"categories":1053},[55],{"categories":1055},[55],{"categories":1057},[156],{"categories":1059},[156],{"categories":1061},[55],{"categories":1063},[55],{"categories":1065},[],{"categories":1067},[55],{"categories":1069},[55],{"categories":1071},[141],{"categories":1073},[201],{"categories":1075},[55],{"categories":1077},[55],{"categories":1079},[55],{"categories":1081},[55],{"categories":1083},[106],{"categories":1085},[121],{"categories":1087},[111],{"categories":1089},[124],{"categories":1091},[466],{"categories":1093},[124],{"categories":1095},[201],{"categories":1097},[],{"categories":1099},[124],{"categories":1101},[],{"categories":1103},[],{"categories":1105},[124],{"categories":1107},[141],{"categories":1109},[],{"categories":1111},[],{"categories":1113},[],{"categories":1115},[106],{"categories":1117},[],{"categories":1119},[],{"categories":1121},[201],{"categories":1123},[141],{"categories":1125},[466],{"categories":1127},[141],{"categories":1129},[],{"categories":1131},[55],{"categories":1133},[156],{"categories":1135},[156],{"categories":1137},[118],{"categories":1139},[118],{"categories":1141},[118],{"categories":1143},[466],{"categories":1145},[124],{"categories":1147},[55],{"categories":1149},[106],{"categories":1151},[106],{"categories":1153},[124],{"categories":1155},[121],{"categories":1157},[201],{"categories":1159},[121],{"categories":1161},[],{"categories":1163},[141],{"categories":1165},[55],{"categories":1167},[55],{"categories":1169},[156],{"categories":1171},[55],{"categories":1173},[55],{"categories":1175},[121],{"categories":1177},[121],{"categories":1179},[55],{"categories":1181},[466],{"categories":1183},[141],{"categories":1185},[],{"categories":1187},[118],{"categories":1189},[55],{"categories":1191},[106],{"categories":1193},[55],{"categories":1195},[55],{"categories":1197},[],{"categories":1199},[141],{"categories":1201},[55],{"categories":1203},[55],{"categories":1205},[156],{"categories":1207},[55],{"categories":1209},[141],{"categories":1211},[],{"categories":1213},[55],{"categories":1215},[],{"categories":1217},[121],{"categories":1219},[156],{"categories":1221},[141],{"categories":1223},[124],{"categories":1225},[121],{"categories":1227},[156],{"categories":1229},[201],{"categories":1231},[156],{"categories":1233},[],{"categories":1235},[141],{"categories":1237},[141],{"categories":1239},[553],{"categories":1241},[124],{"categories":1243},[141,55],{"categories":1245},[55],{"categories":1247},[141],{"categories":1249},[55],{"categories":1251},[55,124],{"categories":1253},[55],{"categories":1255},[141],{"categories":1257},[],{"categories":1259},[156],{"categories":1261},[141],{"categories":1263},[55],{"categories":1265},[141],{"categories":1267},[],{"categories":1269},[124],{"categories":1271},[106],{"categories":1273},[55],{"categories":1275},[],{"categories":1277},[201],{"categories":1279},[124],{"categories":1281},[55],{"categories":1283},[124],{"categories":1285},[],{"categories":1287},[55],{"categories":1289},[],{"categories":1291},[55],{"categories":1293},[],{"categories":1295},[],{"categories":1297},[121],{"categories":1299},[156],{"categories":1301},[141],{"categories":1303},[55],{"categories":1305},[],{"categories":1307},[55],{"categories":1309},[124],{"categories":1311},[141],{"categories":1313},[141],{"categories":1315},[124],{"categories":1317},[124],{"categories":1319},[156],{"categories":1321},[106],{"categories":1323},[],{"categories":1325},[141],{"categories":1327},[141],{"categories":1329},[141],{"categories":1331},[55],{"categories":1333},[141],{"categories":1335},[],{"categories":1337},[121],{"categories":1339},[141],{"categories":1341},[55],{"categories":1343},[],{"categories":1345},[141],{"categories":1347},[],{"categories":1349},[141],{"categories":1351},[],{"categories":1353},[],{"categories":1355},[],{"categories":1357},[141],{"categories":1359},[141],{"categories":1361},[141],{"categories":1363},[141],{"categories":1365},[],{"categories":1367},[141],{"categories":1369},[141],{"categories":1371},[141],{"categories":1373},[],{"categories":1375},[141],{"categories":1377},[],{"categories":1379},[118],{"categories":1381},[141],{"categories":1383},[],{"categories":1385},[],{"categories":1387},[],{"categories":1389},[141],{"categories":1391},[111],{"categories":1393},[111],{"categories":1395},[],{"categories":1397},[55],{"categories":1399},[141],{"categories":1401},[],{"categories":1403},[141],{"categories":1405},[141],{"categories":1407},[111],{"categories":1409},[],{"categories":1411},[141],{"categories":1413},[111],{"categories":1415},[55],{"categories":1417},[141],{"categories":1419},[],{"categories":1421},[],{"categories":1423},[],{"categories":1425},[55],{"categories":1427},[55],{"categories":1429},[55],{"categories":1431},[55],{"categories":1433},[141],{"categories":1435},[121],{"categories":1437},[121],{"categories":1439},[55],{"categories":1441},[55],{"categories":1443},[156],{"categories":1445},[553],{"categories":1447},[156],{"categories":1449},[156],{"categories":1451},[141],{"categories":1453},[55],{"categories":1455},[141],{"categories":1457},[156],{"categories":1459},[141],{"categories":1461},[55],{"categories":1463},[55],{"categories":1465},[55],{"categories":1467},[55],{"categories":1469},[55],{"categories":1471},[141],{"categories":1473},[156],{"categories":1475},[156],{"categories":1477},[118],{"categories":1479},[55],{"categories":1481},[],{"categories":1483},[55],{"categories":1485},[],{"categories":1487},[111],{"categories":1489},[141],{"categories":1491},[],{"categories":1493},[106],{"categories":1495},[121],{"categories":1497},[121],{"categories":1499},[55],{"categories":1501},[55],{"categories":1503},[141],{"categories":1505},[141],{"categories":1507},[111],{"categories":1509},[111],{"categories":1511},[466],{"categories":1513},[55],{"categories":1515},[111],{"categories":1517},[],{"categories":1519},[141],{"categories":1521},[55],{"categories":1523},[55],{"categories":1525},[55],{"categories":1527},[55],{"categories":1529},[141],{"categories":1531},[141],{"categories":1533},[141],{"categories":1535},[141],{"categories":1537},[55],{"categories":1539},[55],{"categories":1541},[55],{"categories":1543},[55],{"categories":1545},[],{"categories":1547},[121],{"categories":1549},[141],{"categories":1551},[141],{"categories":1553},[141],{"categories":1555},[],{"categories":1557},[118],{"categories":1559},[],{"categories":1561},[156],{"categories":1563},[],{"categories":1565},[55],{"categories":1567},[156],{"categories":1569},[121],{"categories":1571},[156],{"categories":1573},[],{"categories":1575},[156],{"categories":1577},[156],{"categories":1579},[],{"categories":1581},[121],{"categories":1583},[55],{"categories":1585},[55],{"categories":1587},[156],{"categories":1589},[141],{"categories":1591},[141],{"categories":1593},[],{"categories":1595},[111],{"categories":1597},[],{"categories":1599},[118],{"categories":1601},[],{"categories":1603},[121],{"categories":1605},[111],{"categories":1607},[121],{"categories":1609},[121],{"categories":1611},[121],{"categories":1613},[121],{"categories":1615},[121],{"categories":1617},[121],{"categories":1619},[121],{"categories":1621},[121],{"categories":1623},[121],{"categories":1625},[121],{"categories":1627},[],{"categories":1629},[55],{"categories":1631},[121],{"categories":1633},[141],{"categories":1635},[141],{"categories":1637},[121],{"categories":1639},[121],{"categories":1641},[121],{"categories":1643},[121],{"categories":1645},[121],{"categories":1647},[121],{"categories":1649},[121],{"categories":1651},[141,121],{"categories":1653},[121],{"categories":1655},[121],{"categories":1657},[121],{"categories":1659},[121],{"categories":1661},[],{"categories":1663},[121],{"categories":1665},[121],{"categories":1667},[121],{"categories":1669},[121],{"categories":1671},[121],{"categories":1673},[121],{"categories":1675},[121],{"categories":1677},[121],{"categories":1679},[121],{"categories":1681},[121,141],{"categories":1683},[121],{"categories":1685},[121],{"categories":1687},[],{"categories":1689},[111],{"categories":1691},[],{"categories":1693},[141],{"categories":1695},[],{"categories":1697},[55],{"categories":1699},[466],{"categories":1701},[553],{"categories":1703},[55],{"categories":1705},[55],{"categories":1707},[],{"categories":1709},[55],{"categories":1711},[],{"categories":1713},[55],{"categories":1715},[],{"categories":1717},[],{"categories":1719},[141],{"categories":1721},[141],{"categories":1723},[141],{"categories":1725},[111],{"categories":1727},[111],{"categories":1729},[111],{"categories":1731},[111],{"categories":1733},[],{"categories":1735},[111],{"categories":1737},[],{"categories":1739},[111],{"categories":1741},[141],{"categories":1743},[111],{"categories":1745},[111],{"categories":1747},[111],{"categories":1749},[111],{"categories":1751},[141],{"categories":1753},[111],{"categories":1755},[55],{"categories":1757},[],{"categories":1759},[55],{"categories":1761},[111],{"categories":1763},[141],{"categories":1765},[111],{"categories":1767},[111],{"categories":1769},[111],{"categories":1771},[141],{"categories":1773},[141],{"categories":1775},[141],{"categories":1777},[],{"categories":1779},[],{"categories":1781},[141],{"categories":1783},[111],{"categories":1785},[],{"categories":1787},[141],{"categories":1789},[55],{"categories":1791},[141],{"categories":1793},[55],{"categories":1795},[55],{"categories":1797},[141],{"categories":1799},[],{"categories":1801},[],{"categories":1803},[55],{"categories":1805},[55],{"categories":1807},[55],{"categories":1809},[55],{"categories":1811},[55],{"categories":1813},[55],{"categories":1815},[55],{"categories":1817},[55],{"categories":1819},[],{"categories":1821},[55],{"categories":1823},[55],{"categories":1825},[55],{"categories":1827},[141],{"categories":1829},[141],{"categories":1831},[141],{"categories":1833},[111],{"categories":1835},[141],{"categories":1837},[141],{"categories":1839},[141],{"categories":1841},[55],{"categories":1843},[118],{"categories":1845},[118],{"categories":1847},[118],{"categories":1849},[55],{"categories":1851},[],{"categories":1853},[141],{"categories":1855},[],{"categories":1857},[],{"categories":1859},[141],{"categories":1861},[],{"categories":1863},[55],{"categories":1865},[121],{"categories":1867},[156],{"categories":1869},[201],{"categories":1871},[141],{"categories":1873},[55],{"categories":1875},[121],{"categories":1877},[],{"categories":1879},[55],{"categories":1881},[118,106],{"categories":1883},[55],{"categories":1885},[55],{"categories":1887},[466],{"categories":1889},[124],{"categories":1891},[118],{"categories":1893},[156],{"categories":1895},[141],{"categories":1897},[],{"categories":1899},[141],{"categories":1901},[],{"categories":1903},[141],{"categories":1905},[141],{"categories":1907},[55],{"categories":1909},[],{"categories":1911},[141],{"categories":1913},[55],{"categories":1915},[141],{"categories":1917},[156],{"categories":1919},[55],{"categories":1921},[141],{"categories":1923},[141,156],{"categories":1925},[156],{"categories":1927},[],{"categories":1929},[141],{"categories":1931},[141],{"categories":1933},[141],{"categories":1935},[],{"categories":1937},[],{"categories":1939},[55],{"categories":1941},[118],{"categories":1943},[111],{"categories":1945},[55],{"categories":1947},[141],{"categories":1949},[111],{"categories":1951},[],{"categories":1953},[156],{"categories":1955},[111],{"categories":1957},[],{"categories":1959},[201],{"categories":1961},[118],{"categories":1963},[106],{"categories":1965},[111],{"categories":1967},[141],{"categories":1969},[55],{"categories":1971},[141],{"categories":1973},[55],{"categories":1975},[55],{"categories":1977},[111],{"categories":1979},[156],{"categories":1981},[121],{"categories":1983},[106],{"categories":1985},[141],{"categories":1987},[141],{"categories":1989},[],{"categories":1991},[],{"categories":1993},[141],{"categories":1995},[],{"categories":1997},[141],{"categories":1999},[111],{"categories":2001},[],{"categories":2003},[55],{"categories":2005},[156],{"categories":2007},[111],{"categories":2009},[156],{"categories":2011},[55],{"categories":2013},[141],{"categories":2015},[],{"categories":2017},[55],{"categories":2019},[55],{"categories":2021},[121],{"categories":2023},[55],{"categories":2025},[121],{"categories":2027},[55],{"categories":2029},[55],{"categories":2031},[121],{"categories":2033},[],{"categories":2035},[],{"categories":2037},[121],{"categories":2039},[121],{"categories":2041},[121],{"categories":2043},[124],{"categories":2045},[156],{"categories":2047},[156],{"categories":2049},[55],{"categories":2051},[111],{"categories":2053},[156],{"categories":2055},[156],{"categories":2057},[118],{"categories":2059},[121],{"categories":2061},[55],{"categories":2063},[55],{"categories":2065},[141],{"categories":2067},[156],{"categories":2069},[141],{"categories":2071},[],{"categories":2073},[466],{"categories":2075},[553],{"categories":2077},[],{"categories":2079},[],{"categories":2081},[55],{"categories":2083},[111],{"categories":2085},[118],{"categories":2087},[118],{"categories":2089},[201],{"categories":2091},[121],{"categories":2093},[201],{"categories":2095},[201],{"categories":2097},[55],{"categories":2099},[],{"categories":2101},[],{"categories":2103},[201],{"categories":2105},[124],{"categories":2107},[141],{"categories":2109},[124],{"categories":2111},[201],{"categories":2113},[124],{"categories":2115},[201],{"categories":2117},[106],{"categories":2119},[124],{"categories":2121},[156],{"categories":2123},[141],{"categories":2125},[],{"categories":2127},[201],{"categories":2129},[466],{"categories":2131},[],{"categories":2133},[141],{"categories":2135},[141],{"categories":2137},[],{"categories":2139},[],{"categories":2141},[141],{"categories":2143},[141],{"categories":2145},[111],{"categories":2147},[141],{"categories":2149},[],{"categories":2151},[111],{"categories":2153},[],{"categories":2155},[],{"categories":2157},[111],{"categories":2159},[111],{"categories":2161},[141],{"categories":2163},[141],{"categories":2165},[141],{"categories":2167},[141],{"categories":2169},[141],{"categories":2171},[141],{"categories":2173},[118],{"categories":2175},[],{"categories":2177},[141],{"categories":2179},[],{"categories":2181},[],{"categories":2183},[55],{"categories":2185},[156],{"categories":2187},[],{"categories":2189},[466],{"categories":2191},[141,466],{"categories":2193},[141],{"categories":2195},[],{"categories":2197},[121],{"categories":2199},[121],{"categories":2201},[121],{"categories":2203},[121],{"categories":2205},[121],{"categories":2207},[],{"categories":2209},[],{"categories":2211},[],{"categories":2213},[124],{"categories":2215},[55],{"categories":2217},[106],{"categories":2219},[124],{"categories":2221},[156],{"categories":2223},[121],{"categories":2225},[],{"categories":2227},[118],{"categories":2229},[553],{"categories":2231},[201],{"categories":2233},[201],{"categories":2235},[201],{"categories":2237},[156],{"categories":2239},[553],{"categories":2241},[156],{"categories":2243},[],{"categories":2245},[106],{"categories":2247},[124],{"categories":2249},[141],{"categories":2251},[121],{"categories":2253},[118],{"categories":2255},[124],{"categories":2257},[118],{"categories":2259},[141],{"categories":2261},[121],{"categories":2263},[124],{"categories":2265},[466],{"categories":2267},[141],{"categories":2269},[111],{"categories":2271},[124],{"categories":2273},[],{"categories":2275},[141],{"categories":2277},[124],{"categories":2279},[124],{"categories":2281},[55],{"categories":2283},[],{"categories":2285},[118],{"categories":2287},[118],{"categories":2289},[118],{"categories":2291},[55],{"categories":2293},[141],{"categories":2295},[],{"categories":2297},[106],{"categories":2299},[156],{"categories":2301},[156],{"categories":2303},[201],{"categories":2305},[106],{"categories":2307},[111],{"categories":2309},[201],{"categories":2311},[],{"categories":2313},[111],{"categories":2315},[111],{"categories":2317},[111],{"categories":2319},[141],{"categories":2321},[106],{"categories":2323},[141],{"categories":2325},[],{"categories":2327},[],{"categories":2329},[],{"categories":2331},[124],{"categories":2333},[55],{"categories":2335},[],{"categories":2337},[156],{"categories":2339},[121],{"categories":2341},[],{"categories":2343},[118],{"categories":2345},[],{"categories":2347},[121],{"categories":2349},[141],{"categories":2351},[156],{"categories":2353},[106],{"categories":2355},[],{"categories":2357},[121],{"categories":2359},[121],{"categories":2361},[141],{"categories":2363},[],{"categories":2365},[],{"categories":2367},[124],{"categories":2369},[141],{"categories":2371},[],{"categories":2373},[55],{"categories":2375},[141],{"categories":2377},[],{"categories":2379},[124],{"categories":2381},[55],{"categories":2383},[141],{"categories":2385},[201],{"categories":2387},[141],{"categories":2389},[],{"categories":2391},[201],{"categories":2393},[141],{"categories":2395},[124],{"categories":2397},[141],{"categories":2399},[201],{"categories":2401},[55],{"categories":2403},[141],{"categories":2405},[141],{"categories":2407},[141,55],{"categories":2409},[55],{"categories":2411},[55],{"categories":2413},[55],{"categories":2415},[121],{"categories":2417},[156],{"categories":2419},[141],{"categories":2421},[156],{"categories":2423},[121],{"categories":2425},[141],{"categories":2427},[],{"categories":2429},[],{"categories":2431},[141],{"categories":2433},[141],{"categories":2435},[141],{"categories":2437},[55],{"categories":2439},[141],{"categories":2441},[],{"categories":2443},[141],{"categories":2445},[141],{"categories":2447},[55],{"categories":2449},[55],{"categories":2451},[141],{"categories":2453},[141],{"categories":2455},[],{"categories":2457},[141],{"categories":2459},[],{"categories":2461},[141],{"categories":2463},[141],{"categories":2465},[141],{"categories":2467},[141],{"categories":2469},[141],{"categories":2471},[141],{"categories":2473},[141],{"categories":2475},[],{"categories":2477},[141],{"categories":2479},[111],{"categories":2481},[111],{"categories":2483},[],{"categories":2485},[],{"categories":2487},[141],{"categories":2489},[],{"categories":2491},[141],{"categories":2493},[141,466],{"categories":2495},[],{"categories":2497},[111],{"categories":2499},[],{"categories":2501},[141],{"categories":2503},[],{"categories":2505},[],{"categories":2507},[],{"categories":2509},[141],{"categories":2511},[],{"categories":2513},[141],{"categories":2515},[],{"categories":2517},[141],{"categories":2519},[141],{"categories":2521},[],{"categories":2523},[],{"categories":2525},[141,466],{"categories":2527},[466,141],{"categories":2529},[111],{"categories":2531},[],{"categories":2533},[141],{"categories":2535},[],{"categories":2537},[141],{"categories":2539},[141],{"categories":2541},[],{"categories":2543},[111],{"categories":2545},[141,106],{"categories":2547},[111],{"categories":2549},[124],{"categories":2551},[],{"categories":2553},[55],{"categories":2555},[141],{"categories":2557},[118],{"categories":2559},[141],{"categories":2561},[156],{"categories":2563},[156],{"categories":2565},[466],{"categories":2567},[111],{"categories":2569},[141],{"categories":2571},[466],{"categories":2573},[124],{"categories":2575},[141],{"categories":2577},[156],{"categories":2579},[],{"categories":2581},[141],{"categories":2583},[],{"categories":2585},[],{"categories":2587},[141],{"categories":2589},[],{"categories":2591},[141],{"categories":2593},[124],{"categories":2595},[106],{"categories":2597},[156],{"categories":2599},[118],{"categories":2601},[55],{"categories":2603},[156],{"categories":2605},[],{"categories":2607},[118],{"categories":2609},[],{"categories":2611},[],{"categories":2613},[141],{"categories":2615},[111],{"categories":2617},[118],{"categories":2619},[],{"categories":2621},[141],{"categories":2623},[111],{"categories":2625},[111],{"categories":2627},[118],{"categories":2629},[111],{"categories":2631},[141],{"categories":2633},[111],{"categories":2635},[141],{"categories":2637},[],{"categories":2639},[141],{"categories":2641},[141],{"categories":2643},[141],{"categories":2645},[111],{"categories":2647},[],{"categories":2649},[],{"categories":2651},[121],{"categories":2653},[111],{"categories":2655},[],{"categories":2657},[141],{"categories":2659},[141],{"categories":2661},[141],{"categories":2663},[141],{"categories":2665},[141],{"categories":2667},[141],{"categories":2669},[141],{"categories":2671},[141],{"categories":2673},[141],{"categories":2675},[118],{"categories":2677},[141,121],{"categories":2679},[111],{"categories":2681},[111],{"categories":2683},[141],{"categories":2685},[124],{"categories":2687},[201],{"categories":2689},[141],{"categories":2691},[141],{"categories":2693},[],{"categories":2695},[],{"categories":2697},[141],{"categories":2699},[141],{"categories":2701},[],{"categories":2703},[121],{"categories":2705},[121],{"categories":2707},[156],{"categories":2709},[141],{"categories":2711},[156],{"categories":2713},[141],{"categories":2715},[141],{"categories":2717},[],{"categories":2719},[141],{"categories":2721},[],{"categories":2723},[],{"categories":2725},[141],{"categories":2727},[],{"categories":2729},[],{"categories":2731},[111],{"categories":2733},[],{"categories":2735},[141],{"categories":2737},[141],{"categories":2739},[141],{"categories":2741},[],{"categories":2743},[141],{"categories":2745},[111],{"categories":2747},[553],{"categories":2749},[55],{"categories":2751},[141],{"categories":2753},[],{"categories":2755},[55],{"categories":2757},[141],{"categories":2759},[],{"categories":2761},[141],{"categories":2763},[],{"categories":2765},[55],{"categories":2767},[],{"categories":2769},[],{"categories":2771},[55],{"categories":2773},[55],{"categories":2775},[55],{"categories":2777},[141],{"categories":2779},[],{"categories":2781},[55],{"categories":2783},[55],{"categories":2785},[],{"categories":2787},[],{"categories":2789},[55],{"categories":2791},[141],{"categories":2793},[111],{"categories":2795},[553],{"categories":2797},[118],{"categories":2799},[],{"categories":2801},[121],{"categories":2803},[141],{"categories":2805},[141],{"categories":2807},[106],{"categories":2809},[111],{"categories":2811},[111],{"categories":2813},[111],{"categories":2815},[111],{"categories":2817},[],{"categories":2819},[55],{"categories":2821},[55],{"categories":2823},[55],{"categories":2825},[55],{"categories":2827},[156],{"categories":2829},[141],{"categories":2831},[106],{"categories":2833},[],{"categories":2835},[156],{"categories":2837},[55],{"categories":2839},[121],{"categories":2841},[121],{"categories":2843},[121],{"categories":2845},[121],{"categories":2847},[121],{"categories":2849},[121],{"categories":2851},[141,106],{"categories":2853},[55],{"categories":2855},[106],{"categories":2857},[111],{"categories":2859},[111],{"categories":2861},[156],{"categories":2863},[],{"categories":2865},[],{"categories":2867},[118],{"categories":2869},[],{"categories":2871},[141],{"categories":2873},[118],{"categories":2875},[141],{"categories":2877},[124],{"categories":2879},[55],{"categories":2881},[106],{"categories":2883},[55],{"categories":2885},[124],{"categories":2887},[156],{"categories":2889},[55],{"categories":2891},[],{"categories":2893},[156],{"categories":2895},[],{"categories":2897},[],{"categories":2899},[55],{"categories":2901},[55],{"categories":2903},[55],{"categories":2905},[141],{"categories":2907},[141],{"categories":2909},[141],{"categories":2911},[141],{"categories":2913},[141],{"categories":2915},[],{"categories":2917},[466],{"categories":2919},[141],{"categories":2921},[],{"categories":2923},[],{"categories":2925},[],{"categories":2927},[156],{"categories":2929},[],{"categories":2931},[141],{"categories":2933},[],{"categories":2935},[111],{"categories":2937},[141],{"categories":2939},[111],{"categories":2941},[141],{"categories":2943},[55],{"categories":2945},[],{"categories":2947},[141],{"categories":2949},[141],{"categories":2951},[],{"categories":2953},[201],{"categories":2955},[201],{"categories":2957},[124],{"categories":2959},[121],{"categories":2961},[],{"categories":2963},[141],{"categories":2965},[55],{"categories":2967},[],{"categories":2969},[],{"categories":2971},[141],{"categories":2973},[124],{"categories":2975},[55],{"categories":2977},[106],{"categories":2979},[156,124],{"categories":2981},[124],{"categories":2983},[141],{"categories":2985},[55],{"categories":2987},[],{"categories":2989},[],{"categories":2991},[],{"categories":2993},[],{"categories":2995},[],{"categories":2997},[],{"categories":2999},[141],{"categories":3001},[],{"categories":3003},[],{"categories":3005},[141],{"categories":3007},[],{"categories":3009},[],{"categories":3011},[],{"categories":3013},[141],{"categories":3015},[111],{"categories":3017},[],{"categories":3019},[],{"categories":3021},[],{"categories":3023},[141],{"categories":3025},[],{"categories":3027},[141],{"categories":3029},[141],{"categories":3031},[],{"categories":3033},[141],{"categories":3035},[124],{"categories":3037},[],{"categories":3039},[156],{"categories":3041},[156],{"categories":3043},[],{"categories":3045},[118],{"categories":3047},[],{"categories":3049},[],{"categories":3051},[],{"categories":3053},[121],{"categories":3055},[111],{"categories":3057},[55],{"categories":3059},[141],{"categories":3061},[106],{"categories":3063},[141],{"categories":3065},[],{"categories":3067},[],{"categories":3069},[106],{"categories":3071},[118],{"categories":3073},[55],{"categories":3075},[],{"categories":3077},[466],{"categories":3079},[],{"categories":3081},[118],{"categories":3083},[141],{"categories":3085},[141],{"categories":3087},[118],{"categories":3089},[141],{"categories":3091},[121],{"categories":3093},[55],{"categories":3095},[141],{"categories":3097},[55],{"categories":3099},[141],{"categories":3101},[55],{"categories":3103},[156],{"categories":3105},[156],{"categories":3107},[121],{"categories":3109},[],{"categories":3111},[141],{"categories":3113},[141],{"categories":3115},[118],{"categories":3117},[553],{"categories":3119},[156],{"categories":3121},[111],{"categories":3123},[141],{"categories":3125},[111],{"categories":3127},[141],{"categories":3129},[141],{"categories":3131},[],{"categories":3133},[141],{"categories":3135},[],{"categories":3137},[141],{"categories":3139},[118],{"categories":3141},[141],{"categories":3143},[141],{"categories":3145},[141],{"categories":3147},[],{"categories":3149},[141],{"categories":3151},[141],{"categories":3153},[553],{"categories":3155},[],{"categories":3157},[111],{"categories":3159},[466],{"categories":3161},[124],{"categories":3163},[],{"categories":3165},[201],{"categories":3167},[],{"categories":3169},[],{"categories":3171},[111],{"categories":3173},[141],{"categories":3175},[],{"categories":3177},[141],{"categories":3179},[141],{"categories":3181},[55],{"categories":3183},[141],{"categories":3185},[111],{"categories":3187},[111],{"categories":3189},[121],{"categories":3191},[121],{"categories":3193},[121],{"categories":3195},[141],{"categories":3197},[201],{"categories":3199},[111],{"categories":3201},[156],{"categories":3203},[],{"categories":3205},[121],{"categories":3207},[121],{"categories":3209},[466],{"categories":3211},[121],{"categories":3213},[121],{"categories":3215},[55],{"categories":3217},[111],{"categories":3219},[466],{"categories":3221},[141],{"categories":3223},[141],{"categories":3225},[141],{"categories":3227},[141],{"categories":3229},[],{"categories":3231},[55],{"categories":3233},[141],{"categories":3235},[121],{"categories":3237},[],{"categories":3239},[],{"categories":3241},[111],{"categories":3243},[],{"categories":3245},[55],{"categories":3247},[55],{"categories":3249},[55],{"categories":3251},[55],{"categories":3253},[55],{"categories":3255},[55],{"categories":3257},[55],{"categories":3259},[55],{"categories":3261},[],{"categories":3263},[],{"categories":3265},[141],{"categories":3267},[],{"categories":3269},[55],{"categories":3271},[156],{"categories":3273},[156],{"categories":3275},[201],{"categories":3277},[106],{"categories":3279},[],{"categories":3281},[],{"categories":3283},[],{"categories":3285},[121],{"categories":3287},[141],{"categories":3289},[],{"categories":3291},[106],{"categories":3293},[106],{"categories":3295},[121],{"categories":3297},[156],{"categories":3299},[201],{"categories":3301},[121],{"categories":3303},[121],{"categories":3305},[],{"categories":3307},[55],{"categories":3309},[106],{"categories":3311},[106],{"categories":3313},[141],{"categories":3315},[55],{"categories":3317},[124],{"categories":3319},[121],{"categories":3321},[],{"categories":3323},[118],{"categories":3325},[201],{"categories":3327},[111],{"categories":3329},[111],{"categories":3331},[111],{"categories":3333},[466],{"categories":3335},[],{"categories":3337},[55],{"categories":3339},[],{"categories":3341},[55],{"categories":3343},[55],{"categories":3345},[141],{"categories":3347},[141],{"categories":3349},[124],{"categories":3351},[55],{"categories":3353},[124],{"categories":3355},[],{"categories":3357},[55],{"categories":3359},[121],{"categories":3361},[121],{"categories":3363},[121],{"categories":3365},[141],{"categories":3367},[55],{"categories":3369},[141],{"categories":3371},[106],{"categories":3373},[111],{"categories":3375},[121],{"categories":3377},[111],{"categories":3379},[141],{"categories":3381},[],{"categories":3383},[111],{"categories":3385},[55],{"categories":3387},[111],{"categories":3389},[111],{"categories":3391},[111],{"categories":3393},[111],{"categories":3395},[],{"categories":3397},[],{"categories":3399},[111],{"categories":3401},[111],{"categories":3403},[],{"categories":3405},[111],{"categories":3407},[111],{"categories":3409},[141],{"categories":3411},[141],{"categories":3413},[111],{"categories":3415},[111],{"categories":3417},[141],{"categories":3419},[],{"categories":3421},[141],{"categories":3423},[55],{"categories":3425},[141],{"categories":3427},[141],{"categories":3429},[],{"categories":3431},[141],{"categories":3433},[141],{"categories":3435},[141],{"categories":3437},[111],{"categories":3439},[],{"categories":3441},[],{"categories":3443},[],{"categories":3445},[],{"categories":3447},[141],{"categories":3449},[141],{"categories":3451},[],{"categories":3453},[118],{"categories":3455},[111],{"categories":3457},[],{"categories":3459},[],{"categories":3461},[],{"categories":3463},[],{"categories":3465},[],{"categories":3467},[141],{"categories":3469},[],{"categories":3471},[],{"categories":3473},[141],{"categories":3475},[],{"categories":3477},[55],{"categories":3479},[55],{"categories":3481},[55],{"categories":3483},[106],{"categories":3485},[],{"categories":3487},[118],{"categories":3489},[124],{"categories":3491},[124],{"categories":3493},[466],{"categories":3495},[111],{"categories":3497},[],{"categories":3499},[141],{"categories":3501},[141],{"categories":3503},[106],{"categories":3505},[],{"categories":3507},[106],{"categories":3509},[],{"categories":3511},[],{"categories":3513},[],{"categories":3515},[124],{"categories":3517},[55],{"categories":3519},[55],{"categories":3521},[55],{"categories":3523},[55],{"categories":3525},[55],{"categories":3527},[],{"categories":3529},[111],{"categories":3531},[141],{"categories":3533},[141],{"categories":3535},[141],{"categories":3537},[],{"categories":3539},[106],{"categories":3541},[],{"categories":3543},[121],{"categories":3545},[201],{"categories":3547},[121],{"categories":3549},[],{"categories":3551},[],{"categories":3553},[141],{"categories":3555},[55],{"categories":3557},[],{"categories":3559},[141],{"categories":3561},[141],{"categories":3563},[141],{"categories":3565},[55],{"categories":3567},[55],{"categories":3569},[141],{"categories":3571},[201],{"categories":3573},[55],{"categories":3575},[],{"categories":3577},[141],{"categories":3579},[],{"categories":3581},[553],{"categories":3583},[124],{"categories":3585},[201],{"categories":3587},[124],{"categories":3589},[466],{"categories":3591},[141],{"categories":3593},[124],{"categories":3595},[111],{"categories":3597},[466],{"categories":3599},[124],{"categories":3601},[121],{"categories":3603},[121],{"categories":3605},[],{"categories":3607},[124],{"categories":3609},[],{"categories":3611},[156],{"categories":3613},[124],{"categories":3615},[],{"categories":3617},[201],{"categories":3619},[201],{"categories":3621},[553],{"categories":3623},[],{"categories":3625},[141],{"categories":3627},[124],{"categories":3629},[466],{"categories":3631},[55],{"categories":3633},[55],{"categories":3635},[201],{"categories":3637},[141],{"categories":3639},[156],{"categories":3641},[141],{"categories":3643},[],{"categories":3645},[],{"categories":3647},[],{"categories":3649},[118],{"categories":3651},[141],{"categories":3653},[121],{"categories":3655},[124],{"categories":3657},[124],{"categories":3659},[141],{"categories":3661},[118],{"categories":3663},[156],{"categories":3665},[141],{"categories":3667},[124],{"categories":3669},[141],{"categories":3671},[124],{"categories":3673},[156],{"categories":3675},[156],{"categories":3677},[55],{"categories":3679},[156],{"categories":3681},[124],{"categories":3683},[106],{"categories":3685},[124],{"categories":3687},[124],{"categories":3689},[124],{"categories":3691},[124],{"categories":3693},[],{"categories":3695},[111],{"categories":3697},[],{"categories":3699},[201],{"categories":3701},[141],{"categories":3703},[141],{"categories":3705},[],{"categories":3707},[],{"categories":3709},[],{"categories":3711},[141],{"categories":3713},[111],{"categories":3715},[141],{"categories":3717},[141],{"categories":3719},[],{"categories":3721},[141],{"categories":3723},[121],{"categories":3725},[141],{"categories":3727},[141],{"categories":3729},[141],{"categories":3731},[],{"categories":3733},[],{"categories":3735},[],{"categories":3737},[466],{"categories":3739},[466],{"categories":3741},[106],{"categories":3743},[55],{"categories":3745},[106,118],{"categories":3747},[141],{"categories":3749},[111],{"categories":3751},[],{"categories":3753},[121],{"categories":3755},[201],{"categories":3757},[141],{"categories":3759},[124],{"categories":3761},[141],{"categories":3763},[],{"categories":3765},[201],{"categories":3767},[466],{"categories":3769},[55],{"categories":3771},[106],{"categories":3773},[466],{"categories":3775},[55],{"categories":3777},[156],{"categories":3779},[55],{"categories":3781},[156],{"categories":3783},[141],{"categories":3785},[156],{"categories":3787},[156],{"categories":3789},[124],{"categories":3791},[201],{"categories":3793},[141],{"categories":3795},[118],{"categories":3797},[],{"categories":3799},[141],{"categories":3801},[121],{"categories":3803},[201],{"categories":3805},[106],{"categories":3807},[141],{"categories":3809},[201],{"categories":3811},[156],{"categories":3813},[141],{"categories":3815},[141],{"categories":3817},[201],{"categories":3819},[141],{"categories":3821},[156],{"categories":3823},[141],{"categories":3825},[],{"categories":3827},[141],{"categories":3829},[141],{"categories":3831},[141],{"categories":3833},[141],{"categories":3835},[],{"categories":3837},[55],{"categories":3839},[466],{"categories":3841},[],{"categories":3843},[],{"categories":3845},[141],{"categories":3847},[106],{"categories":3849},[118],{"categories":3851},[106],{"categories":3853},[106],{"categories":3855},[55],{"categories":3857},[],{"categories":3859},[141],{"categories":3861},[111],{"categories":3863},[141],{"categories":3865},[141],{"categories":3867},[],{"categories":3869},[55],{"categories":3871},[111],{"categories":3873},[141,466],{"categories":3875},[55,466],{"categories":3877},[466],{"categories":3879},[141],{"categories":3881},[55],{"categories":3883},[55],{"categories":3885},[124],{"categories":3887},[124],{"categories":3889},[124],{"categories":3891},[141],{"categories":3893},[121],{"categories":3895},[55],{"categories":3897},[],{"categories":3899},[466],{"categories":3901},[],{"categories":3903},[466],{"categories":3905},[466],{"categories":3907},[106],{"categories":3909},[55],{"categories":3911},[],{"categories":3913},[466],{"categories":3915},[141],{"categories":3917},[111],{"categories":3919},[141],{"categories":3921},[121],{"categories":3923},[124],{"categories":3925},[124],{"categories":3927},[124],{"categories":3929},[466],{"categories":3931},[],{"categories":3933},[],{"categories":3935},[],{"categories":3937},[141],{"categories":3939},[124],{"categories":3941},[141],{"categories":3943},[124],{"categories":3945},[466],{"categories":3947},[466],{"categories":3949},[141],{"categories":3951},[55],{"categories":3953},[],{"categories":3955},[141],{"categories":3957},[141],{"categories":3959},[141],{"categories":3961},[],{"categories":3963},[],{"categories":3965},[466],{"categories":3967},[466],{"categories":3969},[141,466],{"categories":3971},[55],{"categories":3973},[55],{"categories":3975},[55],{"categories":3977},[55],{"categories":3979},[55],{"categories":3981},[55],{"categories":3983},[],{"categories":3985},[124],{"categories":3987},[141],{"categories":3989},[124],{"categories":3991},[118],{"categories":3993},[141],{"categories":3995},[553],{"categories":3997},[553],{"categories":3999},[55],{"categories":4001},[124],{"categories":4003},[],{"categories":4005},[55],{"categories":4007},[141],{"categories":4009},[],{"categories":4011},[121],{"categories":4013},[],{"categories":4015},[141],{"categories":4017},[55],{"categories":4019},[111],{"categories":4021},[141],{"categories":4023},[],{"categories":4025},[],{"categories":4027},[121],{"categories":4029},[121],{"categories":4031},[156],{"categories":4033},[121],{"categories":4035},[55],{"categories":4037},[],{"categories":4039},[55],{"categories":4041},[111],{"categories":4043},[141],{"categories":4045},[141],{"categories":4047},[],{"categories":4049},[141],{"categories":4051},[156],{"categories":4053},[141],{"categories":4055},[],{"categories":4057},[201],{"categories":4059},[124],{"categories":4061},[124],{"categories":4063},[106],{"categories":4065},[106],{"categories":4067},[106],{"categories":4069},[55],{"categories":4071},[106],{"categories":4073},[55],{"categories":4075},[466],{"categories":4077},[553],{"categories":4079},[111],{"categories":4081},[111],{"categories":4083},[111],{"categories":4085},[466],{"categories":4087},[111,106],{"categories":4089},[201],{"categories":4091},[55],{"categories":4093},[],{"categories":4095},[141],{"categories":4097},[],{"categories":4099},[124],{"categories":4101},[201],{"categories":4103},[121],{"categories":4105},[124],{"categories":4107},[156],{"categories":4109},[],{"categories":4111},[55],{"categories":4113},[],{"categories":4115},[553],{"categories":4117},[],{"categories":4119},[121],{"categories":4121},[121],{"categories":4123},[201],{"categories":4125},[],{"categories":4127},[141],{"categories":4129},[201],{"categories":4131},[],{"categories":4133},[141],{"categories":4135},[141],{"categories":4137},[],{"categories":4139},[156],{"categories":4141},[141],{"categories":4143},[],{"categories":4145},[141],{"categories":4147},[],{"categories":4149},[],{"categories":4151},[55],{"categories":4153},[55],{"categories":4155},[],{"categories":4157},[124],{"categories":4159},[124],{"categories":4161},[124],{"categories":4163},[141,55],{"categories":4165},[55],{"categories":4167},[55],{"categories":4169},[55],{"categories":4171},[201],{"categories":4173},[201],{"categories":4175},[],{"categories":4177},[111],{"categories":4179},[141],{"categories":4181},[201],{"categories":4183},[201],{"categories":4185},[111],{"categories":4187},[106],{"categories":4189},[55],{"categories":4191},[124],{"categories":4193},[141],{"categories":4195},[141],{"categories":4197},[55],{"categories":4199},[124],{"categories":4201},[55],{"categories":4203},[141],{"categories":4205},[118],{"categories":4207},[],{"categories":4209},[141],{"categories":4211},[],{"categories":4213},[141],{"categories":4215},[141],{"categories":4217},[124],{"categories":4219},[],{"categories":4221},[201],{"categories":4223},[141],{"categories":4225},[55],{"categories":4227},[55],{"categories":4229},[124],{"categories":4231},[156],{"categories":4233},[156],{"categories":4235},[111],{"categories":4237},[141],{"categories":4239},[55],{"categories":4241},[],{"categories":4243},[55],{"categories":4245},[141],{"categories":4247},[111],{"categories":4249},[141],{"categories":4251},[141],{"categories":4253},[141],{"categories":4255},[55],{"categories":4257},[201],{"categories":4259},[141],{"categories":4261},[121],{"categories":4263},[141],{"categories":4265},[141],{"categories":4267},[141],{"categories":4269},[141],{"categories":4271},[],{"categories":4273},[141],{"categories":4275},[201],{"categories":4277},[121],{"categories":4279},[141],{"categories":4281},[121],{"categories":4283},[],{"categories":4285},[],{"categories":4287},[],{"categories":4289},[141],{"categories":4291},[],{"categories":4293},[],{"categories":4295},[],{"categories":4297},[],{"categories":4299},[55],{"categories":4301},[156],{"categories":4303},[55],{"categories":4305},[55],{"categories":4307},[124],{"categories":4309},[106],{"categories":4311},[141],{"categories":4313},[141],{"categories":4315},[141],{"categories":4317},[106],{"categories":4319},[156],{"categories":4321},[],{"categories":4323},[201],{"categories":4325},[118],{"categories":4327},[141],{"categories":4329},[121],{"categories":4331},[156],{"categories":4333},[156],{"categories":4335},[553],{"categories":4337},[55],{"categories":4339},[141],{"categories":4341},[141],{"categories":4343},[156],{"categories":4345},[141],{"categories":4347},[],{"categories":4349},[],{"categories":4351},[466],{"categories":4353},[121],{"categories":4355},[156],{"categories":4357},[141],{"categories":4359},[111],{"categories":4361},[156],{"categories":4363},[106],{"categories":4365},[55],{"categories":4367},[55],{"categories":4369},[111],{"categories":4371},[141],{"categories":4373},[],{"categories":4375},[],{"categories":4377},[],{"categories":4379},[141],{"categories":4381},[],{"categories":4383},[111],{"categories":4385},[],{"categories":4387},[141],{"categories":4389},[],{"categories":4391},[111],{"categories":4393},[55],{"categories":4395},[141],{"categories":4397},[466],{"categories":4399},[141],{"categories":4401},[156],{"categories":4403},[141],{"categories":4405},[156],{"categories":4407},[156],{"categories":4409},[],{"categories":4411},[],{"categories":4413},[156],{"categories":4415},[156],{"categories":4417},[156],{"categories":4419},[],{"categories":4421},[156],{"categories":4423},[55],{"categories":4425},[55],{"categories":4427},[],{"categories":4429},[141],{"categories":4431},[118],{"categories":4433},[201],{"categories":4435},[141],{"categories":4437},[],{"categories":4439},[156],{"categories":4441},[141],{"categories":4443},[553],{"categories":4445},[156],{"categories":4447},[156],{"categories":4449},[118],{"categories":4451},[124],{"categories":4453},[124],{"categories":4455},[],{"categories":4457},[124],{"categories":4459},[141],{"categories":4461},[],{"categories":4463},[],{"categories":4465},[55],{"categories":4467},[],{"categories":4469},[55],{"categories":4471},[55],{"categories":4473},[111],{"categories":4475},[141],{"categories":4477},[111],{"categories":4479},[156],{"categories":4481},[111],{"categories":4483},[124],{"categories":4485},[124],{"categories":4487},[124],{"categories":4489},[111],{"categories":4491},[141],{"categories":4493},[55],{"categories":4495},[466],{"categories":4497},[106],{"categories":4499},[466],{"categories":4501},[466],{"categories":4503},[124],{"categories":4505},[466],{"categories":4507},[466],[4509,4579,4749,4957],{"id":4510,"title":4511,"ai":4512,"body":4517,"categories":4556,"created_at":56,"date_modified":56,"description":47,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":4557,"navigation":84,"path":4567,"published_at":4568,"question":56,"scraped_at":4568,"seo":4569,"sitemap":4570,"source_id":4571,"source_name":4572,"source_type":92,"source_url":4573,"stem":4574,"tags":4575,"thumbnail_url":56,"tldr":4576,"tweet":56,"unknown_tags":4577,"__hash__":4578},"summaries\u002Fsummaries\u002F254-month-for-ai-vps-handling-70-of-ops-summary.md","$254\u002FMonth for AI VPs Handling 70% of Ops",{"provider":7,"model":8,"input_tokens":4513,"output_tokens":4514,"processing_time_ms":4515,"cost_usd":4516},7394,1707,27425,0.0023098,{"type":14,"value":4518,"toc":4550},[4519,4523,4526,4529,4533,4536,4540,4543,4547],[17,4520,4522],{"id":4521},"custom-ai-agents-deliver-massive-cost-savings-on-operational-grind","Custom AI Agents Deliver Massive Cost Savings on Operational Grind",[22,4524,4525],{},"Build in-house AI agents like Qbee (CS) and 10K (Marketing) on Replit to automate repetitive tasks at ~$100-300\u002Fmonth each, versus $500K-800K\u002Fyear for equivalent human VPs. Qbee manages sponsor hubs—tracking emails, deadlines, commitments—cutting human hours by 70% ($160\u002Fmonth), leaving 30% high-judgment work (pricing, escalations) to people. 10K handles marketing ops (SEO monitoring, content calendars, pipeline tracking, weekly standups) covering 60-70% of a VP's operational load ($95\u002Fmonth), freeing leaders for strategy. Total Replit bill for these two: $254\u002Fmonth including $50 infra. Full SaaStr stack (6 agents, 14 apps, 1.9M requests): $2,324\u002Fmonth, less than a single mid-tier SaaS tool, correlating with revenue jump from -19% to +47% YoY.",[22,4527,4528],{},"Agents act as both seat and executive—no added salary, benefits, or PTO—working 24\u002F7 without churn or ramp-up, pricing operational layers at 1% of prior human costs.",[17,4530,4532],{"id":4531},"build-vs-buy-portfolio-approach-maximizes-roi","Build vs. Buy: Portfolio Approach Maximizes ROI",[22,4534,4535],{},"In-house agents like 10K (14K+ lines of code) cost little ongoing ($254\u002Fmonth) but require upfront engineering (weeks per agent) for custom workflows. Use for unique needs without off-the-shelf options. Third-party agents (Artisan AI SDR, Agentforce, Monaco, Qualified, Momentum) run $25K+\u002Fmonth each due to 50-200 engineer teams, CRM integrations, compliance, domain expertise, support, and auto-updates—still 1\u002F3 to 1\u002F10 human team costs. Example: Artisan at $25K\u002Fmonth ($300K\u002Fyear) matches 5 human SDRs ($400K-750K), with better output (24\u002F7, no PIPs); Qualified drove $1M+ revenue for SaaStr. Total agent-augmented business: $50K-200K\u002Fmonth depending on mix, far below full human staffing. Strategy: Build gaps, buy polished products—replace in-house if better third-party emerges.",[17,4537,4539],{"id":4538},"maintenance-overhead-is-lower-than-human-management","Maintenance Overhead Is Lower Than Human Management",[22,4541,4542],{},"Budget 0.5 FTE per production agent (more first 6 months) for daily coaching, prompt tuning, and updates—3-5 hours\u002Fweek for two agents at SaaStr. Unlike humans (5-10 hours\u002Fweek\u002Fmanager on 1:1s, career talks, recruiting, no forward progress), agent fixes directly boost output. No comp negotiations, poaching, or bad weeks. SaaStr runs 20+ agents with 3 humans via focused tuning. Soft costs real but net less than human overhead, enabling leverage without zero-team scaling.",[17,4544,4546],{"id":4545},"deploy-agents-on-boring-functions-first","Deploy Agents on Boring Functions First",[22,4548,4549],{},"Ignore token worries—build now, costs irrelevant if value delivers. Hire an \"agent deployment expert\" over next AE for production systems. Target back-office grind (sponsor ops, GTM standups, status reports) before customer-facing. Result: 20+ agents with 3 humans transformed SaaStr's economics.",{"title":47,"searchDepth":48,"depth":48,"links":4551},[4552,4553,4554,4555],{"id":4521,"depth":48,"text":4522},{"id":4531,"depth":48,"text":4532},{"id":4538,"depth":48,"text":4539},{"id":4545,"depth":48,"text":4546},[55],{"content_references":4558,"triage":4565},[4559,4560,4561,4562,4563,4564],{"type":62,"title":63,"context":64},{"type":62,"title":66,"context":64},{"type":62,"title":68,"context":64},{"type":62,"title":71,"context":64},{"type":62,"title":73,"context":64},{"type":62,"title":75,"context":64},{"relevance":80,"novelty":81,"quality":81,"actionability":81,"composite":82,"reasoning":4566},"Category: AI Automation. The article provides a detailed analysis of using AI agents to automate operational tasks, which directly addresses the audience's need for practical applications of AI in product development. It includes specific examples of cost savings and operational efficiency, making it actionable for builders considering AI integration.","\u002Fsummaries\u002F254-month-for-ai-vps-handling-70-of-ops-summary","2026-05-08 11:28:15",{"title":4511,"description":47},{"loc":4567},"58b072842ac945a0","SaaStr Blog (Jason Lemkin)","https:\u002F\u002Fwww.saastr.com\u002F254-thats-what-it-cost-us-to-run-our-two-ai-vps-last-month\u002F","summaries\u002F254-month-for-ai-vps-handling-70-of-ops-summary",[96,97,98,99],"SaaStr's custom AI VPs for Marketing (10K, $95\u002Fmo) and CS (Qbee, $160\u002Fmo) on Replit replace 70% of human operational work costing $500K-800K\u002Fyear, with full stack at $2,300\u002Fmo driving 47% YoY revenue growth.",[98,99],"Spes3pV6q-1Y7jgp-Waic9F_TWHe7SPz5slm6yS00FY",{"id":4580,"title":4581,"ai":4582,"body":4587,"categories":4721,"created_at":56,"date_modified":56,"description":47,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":4722,"navigation":84,"path":4735,"published_at":4736,"question":56,"scraped_at":4737,"seo":4738,"sitemap":4739,"source_id":4740,"source_name":4741,"source_type":92,"source_url":4742,"stem":4743,"tags":4744,"thumbnail_url":56,"tldr":4745,"tweet":4746,"unknown_tags":4747,"__hash__":4748},"summaries\u002Fsummaries\u002Fsaastr-s-20-ai-agents-train-hard-replace-mediocre--summary.md","SaaStr's 20+ AI Agents: Train Hard, Replace Mediocre Humans",{"provider":7,"model":8,"input_tokens":4583,"output_tokens":4584,"processing_time_ms":4585,"cost_usd":4586},8716,2568,57797,0.0030047,{"type":14,"value":4588,"toc":4714},[4589,4593,4596,4599,4602,4608,4612,4615,4618,4623,4626,4630,4633,4638,4641,4654,4657,4660,4664,4667,4670,4675,4678,4682],[17,4590,4592],{"id":4591},"rigorous-training-transforms-generic-tools-into-top-performers","Rigorous Training Transforms Generic Tools into Top Performers",[22,4594,4595],{},"SaaStr started behind in AI but deployed 21 agents in production by March, including Salesforce's new Agent Force. The key was upfront and ongoing training: 30 days pre-launch for outbound\u002Finbound tools like Artisan and Qualified, then daily iteration by team lead Amelia. This made them Vendor #1 by performance despite tiny team size—14,971 outbound emails, most meetings booked on Qualified (194,000 sessions), and 130,000 support chats via Deli agent.",[22,4597,4598],{},"Jason Lemkin spent an hour daily for a month reviewing Deli outputs, uploading corrections for hallucinations (e.g., fabricating SaaStr Europa locations). Training dropped to 1 hour\u002Fweek. Vendor tools cost $50k-$100k\u002Fyear with 1-month engineering support, but SaaStr's edge came from persistence: \"you have to train them you have to train them up front and you have to constantly train them and the amount of training will inevitably decline over time.\"",[22,4600,4601],{},"Model upgrades amplified this—Claude 3.5\u002F4o turned mediocre Qualified (pre-2024: 'terrible') into a qualifier that detects prior sponsors (e.g., Google Cloud), personalizes pitches, and books meetings without 'icky' gatekeeping. No need for HubSpot + Chili Piper mess; it integrates data seamlessly.",[4603,4604,4605],"blockquote",{},[22,4606,4607],{},"'magic happened' – Jason on Qualified post-Claude upgrade + training, explaining why Replit exploded from $1M to $150M ARR after similar AI leaps.",[17,4609,4611],{"id":4610},"quality-content-iteration-beats-volume","Quality Content + Iteration Beats Volume",[22,4613,4614],{},"Deli ingested 20M words of SaaStr content (blogs since 2012, 1,000 speakers, 10k-12k SaaStr Annual attendees), auto-updating with tweets\u002Fvideos. It broke ingestion thrice due to YouTube\u002Ftweet volume, but became 'digital Jason' for support, sales qual, and advice.",[22,4616,4617],{},"Initially thought volume was key (broke Deli's engine; better than Brian Halligan\u002FHubSpot's clone). But Deli founder tested 2M simulated convos across clones (Lemkin, Halligan, Keith Rabois, Lenny Rachitsky): recent, high-quality pieces + constant updates mattered more. 20k targeted words suffice for SMBs like salons.",[4603,4619,4620],{},[22,4621,4622],{},"'it wasn't the 20 million words of content that made ours better it was having a number of really good recent pieces of content a little bit in the long tail and then constantly updating it made it better... maybe 20,000 would have been enough if it was exactly what I needed' – Jason, debunking content hoard myth after Deli analysis.",[22,4624,4625],{},"Halligan trained his by chatting 2 hours\u002Fday for a week. SaaStr founders kept it open all day: 'like talking to a better version of you Jason except it's slower and you don't get tired.' Handled 130k chats vs. Mighty Networks' 'reply within a day' with 4 humans.",[17,4627,4629],{"id":4628},"low-bar-ai-beats-underperformers-not-stars","Low Bar: AI Beats Underperformers, Not Stars",[22,4631,4632],{},"Motivation: Tired of recruiting flops (DJ moonlighting 5 hours\u002Fweek, van-liver who never learned product). After agency jacked fees ($300k → $600k, did less), replaced with AI. Bar: 'better than the DJ' or 'person that works 3 hours and quits.'",[4603,4634,4635],{},[22,4636,4637],{},"'I just need our AI to be better than the DJ that only worked for us five hours a week that's all the bar was... can AI replace that yeah it can' – Jason on realistic replacement threshold, freeing from 'mediocre' drama.",[22,4639,4640],{},"Three specialized outbound SDRs (Artisan\u002FQualified):",[4642,4643,4644,4648,4651],"ul",{},[4645,4646,4647],"li",{},"Big booth ($50k-$100k): Hyper-personalized (tracks CMO moves, e.g., Dialpad → Google Cloud → Rippling).",[4645,4649,4650],{},"Tickets (10k\u002Fyear): Checks priors ('thanks for 2019; things changed post-bug').",[4645,4652,4653],{},"VIP speakers\u002FCEOs: Replaced $300k agency.",[22,4655,4656],{},"Inbound: Qualified detects database\u002Fnewsletter matches, budgets ('$1k won't get 1M leads'), routes to Amelia\u002FDavid\u002FBrian. AI SDRs know collateral perfectly (booth carpet thickness, upgrades)—beats forgetful reps.",[22,4658,4659],{},"Tradeoffs: Not 'better than Amelia' or 20-year salon vet; hallucinations persist (upload fixes); slower than humans; $50k+ costs steep for SMBs without training time\u002Fdata.",[17,4661,4663],{"id":4662},"smb-opportunity-leaner-training-higher-bar","SMB Opportunity: Leaner Training, Higher Bar",[22,4665,4666],{},"SaaStr (tiny team > AIs) outperforms despite size; SMBs like Mango Mint (SMB SaaS for salons\u002Fspas, ~$20M ARR) lack humans\u002Fdata. But Gorgeous ($100M e-comm\u002FShopify AI support) succeeds via merchant data.",[22,4668,4669],{},"SMB AI must exceed enterprise (no human gap-fillers), but needs less: consistent tweaks on good content. Tools pricey ($100k) + training time challenge spas, but supplements no-shows\u002Fsick days.",[4603,4671,4672],{},[22,4673,4674],{},"'SMB AI has to be better than enterprise because you can't have humans filling these gaps for training... you don't need as much training as you think you just need consistent training' – Jason to vertical SaaS like Mango Mint.",[22,4676,4677],{},"Halligan example reinforces: Training = time investment, not scale.",[17,4679,4681],{"id":4680},"key-takeaways","Key Takeaways",[4642,4683,4684,4687,4690,4693,4696,4699,4702,4705,4708,4711],{},[4645,4685,4686],{},"Train agents 30+ days pre-launch, review daily\u002Fweekly—iteration > ingestion volume.",[4645,4688,4689],{},"Curate 20k quality recent docs; auto-update tweets\u002Fvideos for freshness.",[4645,4691,4692],{},"Target replacement: Worst performers (e.g., part-timers) first—low bar yields quick wins.",[4645,4694,4695],{},"Specialize agents by persona\u002Fgoal (e.g., VIP vs. tickets) for personalization.",[4645,4697,4698],{},"Leverage model upgrades (Claude 3.5\u002F4o); retest old tools.",[4645,4700,4701],{},"SMBs: Use product\u002Fmerchant data; consistent tweaks beat enterprise headcount.",[4645,4703,4704],{},"Metrics first: Track chats (130k), emails (15k), sessions (194k) to validate.",[4645,4706,4707],{},"Accept limits: AI supplements, doesn't replace experts; fix hallucinations via uploads.",[4645,4709,4710],{},"Cost: $50k-$100k\u002Fyear viable if > mediocre human ($0 output).",[4645,4712,4713],{},"Founders: Chat your clone daily like Halligan—2hrs\u002Fday builds magic.",{"title":47,"searchDepth":48,"depth":48,"links":4715},[4716,4717,4718,4719,4720],{"id":4591,"depth":48,"text":4592},{"id":4610,"depth":48,"text":4611},{"id":4628,"depth":48,"text":4629},{"id":4662,"depth":48,"text":4663},{"id":4680,"depth":48,"text":4681},[55],{"content_references":4723,"triage":4731},[4724,4726,4727],{"type":62,"title":4725,"author":69,"context":64},"Agent Force",{"type":62,"title":66,"context":64},{"type":4728,"title":4729,"author":4730,"context":64},"other","Digital Brian Halligan","Brian Halligan (HubSpot)",{"relevance":81,"novelty":4732,"quality":81,"actionability":81,"composite":4733,"reasoning":4734},3,3.8,"Category: AI Automation. The article discusses the practical implementation of AI agents in a business context, addressing the pain point of how to effectively train and deploy AI tools to enhance productivity. It provides specific examples of training processes and outcomes, making it actionable for product builders.","\u002Fsummaries\u002Fsaastr-s-20-ai-agents-train-hard-replace-mediocre-summary","2026-05-08 00:04:28","2026-05-08 11:11:01",{"title":4581,"description":47},{"loc":4735},"88d4dc3e33f829f2","Jason M. Lemkin (SaaStr)","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Db99mdM6fuo","summaries\u002Fsaastr-s-20-ai-agents-train-hard-replace-mediocre--summary",[96,97,98,99],"SaaStr went from AI laggards to leaders with 21 production agents by rigorously training off-the-shelf tools, outperforming vendors' top users and replacing underperforming staff—proving consistent iteration beats massive datasets.","SaaStr CEO Jason Lemkin recounts deploying 20+ off-the-shelf AI agents (like Deli for a content-trained chatbot, Qualified for inbound, Artisan for outbound SDRs) by spending weeks training them daily—now handling support, sales Q&A, and bookings better than their small team. Key takeaway: constant iteration beats plug-and-play.",[98,99],"Ww5y8Z4fBPgOEnK7aO-JGVSKa9k4ia8bhwpeyKtT0Zw",{"id":4750,"title":4751,"ai":4752,"body":4757,"categories":4927,"created_at":56,"date_modified":56,"description":47,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":4928,"navigation":84,"path":4944,"published_at":4945,"question":56,"scraped_at":4946,"seo":4947,"sitemap":4948,"source_id":4949,"source_name":4950,"source_type":92,"source_url":4951,"stem":4952,"tags":4953,"thumbnail_url":56,"tldr":4954,"tweet":56,"unknown_tags":4955,"__hash__":4956},"summaries\u002Fsummaries\u002Fstripe-sees-ai-firms-scale-3x-faster-amid-compute--summary.md","Stripe Sees AI Firms Scale 3x Faster Amid Compute Theft Fraud",{"provider":7,"model":8,"input_tokens":4753,"output_tokens":4754,"processing_time_ms":4755,"cost_usd":4756},8705,2476,19091,0.0029565,{"type":14,"value":4758,"toc":4919},[4759,4763,4766,4769,4772,4776,4779,4782,4803,4806,4809,4812,4816,4819,4822,4825,4828,4832,4835,4838,4841,4845,4848,4851,4865,4868,4871,4873,4899,4902],[17,4760,4762],{"id":4761},"agents-reshape-the-internet-economy","Agents Reshape the Internet Economy",[22,4764,4765],{},"Emily Glassberg Sands, head of data and AI at Stripe—which processes 2% of global GDP—describes a fundamental shift: the internet's core actor is evolving from humans to AI agents. \"The internet has this new kind of actor on it. Over time, this actor, these agents will become the predominant actors on the internet.\" Humans still drive many interactions, but increasingly through AI interfaces, delegated agents, or software-to-software exchanges. This breaks assumptions baked into products, from discovery and purchase to developer tools and payments infrastructure.",[22,4767,4768],{},"Stripe is adapting by making its stack \"agent-ready,\" including fraud detection, billing, and identity layers. Builders must follow suit: rethink product discovery for agents, enable agent-driven building (e.g., LLM traffic to Stripe docs up 10x YoY), and prepare economic rails for agent-to-agent commerce. Sands emphasizes every stack layer needs evolution, not marginal AI tweaks.",[22,4770,4771],{},"Host Dan Shipper probes specifics, like fraud in an agent world where models might misuse cards. Sands clarifies agents introduce novel risks beyond traditional payment theft.",[17,4773,4775],{"id":4774},"compute-theft-emerges-as-ais-core-fraud-vector","Compute Theft Emerges as AI's Core Fraud Vector",[22,4777,4778],{},"Traditional SaaS fraud targeted low-value free tiers, but AI's high marginal costs (every prompt incurs real compute expense) make abuse existential. Fraudsters steal compute as the \"new CAC,\" exploiting free trials and credits that fuel growth.",[22,4780,4781],{},"Key vectors:",[4642,4783,4784,4791,4797],{},[4645,4785,4786,4790],{},[4787,4788,4789],"strong",{},"Multi-account abuse",": Fraudsters cycle aliases for repeated credits; 7% of AI signups on Stripe.",[4645,4792,4793,4796],{},[4787,4794,4795],{},"Free trial abuse",": Exploded 4x in six months. One large AI firm saw 4% conversion from trials costing $25 each in LLM spend—$625 per paying customer, mostly abusers. Stripe blocks 250k fraudulent trials weekly for one user.",[4645,4798,4799,4802],{},[4787,4800,4801],{},"Non-payment abuse",": Rack up thousands in overages on 30-day invoicing, then ghost.",[22,4804,4805],{},"\"Fraud used to be a transaction thing. Now it is a customer thing. It is a full-funnel thing,\" Sands explains. Stripe expanded Radar from checkout to signup, overages, and beyond via API calls at lifecycle moments: signup (block credits), payment, overages (throttle\u002Ftop-up). AI arms race favors defenders with data scale—Stripe's network sees cross-processor patterns agents detect hourly.",[22,4807,4808],{},"Advice for AI builders: Integrate Radar at signup before granting credits; check dashboards for anomalies; block virtual cards judiciously (15% legit AI transactions). Shipper tests live: Every's fraud at 0.02% early warnings, 2% total—low, but upfunnel blind spots lurk.",[22,4810,4811],{},"\"Giving someone credits... letting them rack up a bunch of tokens... is a major fraud vector,\" Sands warns, noting some drop trials (throttles growth) or blanket-block virtual cards (hurts legit users).",[17,4813,4815],{"id":4814},"ai-companies-outpace-saas-history-on-revenue-velocity","AI Companies Outpace SaaS History on Revenue Velocity",[22,4817,4818],{},"Stripe data reveals AI's blistering growth: Top 100 AI firms hit $30M ARR in 18 months—3x faster than 2018's top SaaS cohort. Milestones like $1M\u002F$5M ARR scale \"orders of magnitude\" quicker. Horizontal model providers and vertical \"wrappers\" (domain-specific apps) drive adoption, but payments reveal full picture: who's buying what, retention\u002Fchurn.",[22,4820,4821],{},"Sands attributes speed to AI's pull across economy, but flags monetization flux. Seat-based SaaS suited zero-marginal-cost humans; AI demands usage-based billing mirroring costs\u002Fcustomer value: tokens, API calls, workflows, outcomes. Hybrids dominate—subscriptions + overages, prepaid credits, real-time topups.",[22,4823,4824],{},"Lovable exemplifies: Started simple subscriptions via Stripe Billing for quick launch, iterated to Lovable Cloud\u002FAI with metered outcomes.",[22,4826,4827],{},"\"These AI companies are just growing from a revenue perspective faster than any previous cohort we've seen,\" Sands states. Model firms see tokens; gateways see flows; Stripe sees revenue reality.",[17,4829,4831],{"id":4830},"billing-evolves-to-outcome-based-precision","Billing Evolves to Outcome-Based Precision",[22,4833,4834],{},"AI pricing reflects inference costs: \"Way more hybrid monetization models... subscriptions with usage overages or prepaid credits that burn down.\" Builders meter granularly—every event rated with metadata—for precision aligning value and expense.",[22,4836,4837],{},"Outcome-based billing replaces seats: Charge per workflow completed or result delivered, not inputs. This handles variable costs absent in legacy SaaS.",[22,4839,4840],{},"Sands notes free compute as growth lever (like paid media), but fraud erodes it. Non-payment after massive overages leaves firms \"holding the bag.\"",[17,4842,4844],{"id":4843},"agentic-commerce-demands-new-primitives","Agentic Commerce Demands New Primitives",[22,4846,4847],{},"Agents span \"assisted buying\" (human-in-loop) to autonomous purchases. Early signals: Agents buy low-stakes items like Halloween costumes. Stripe builds for full spectrum.",[22,4849,4850],{},"Key innovations:",[4642,4852,4853,4859],{},[4645,4854,4855,4858],{},[4787,4856,4857],{},"Shared payment tokens",": Agents pass buyer credentials safely to merchants, embedding Radar scores for off-Stripe processing.",[4645,4860,4861,4864],{},[4787,4862,4863],{},"Stripe Link",": Consumer wallet for delegated agent buys.",[22,4866,4867],{},"Developer experience shifts: Machines use docs\u002Finfra (Stripe's LLM traffic 10x YoY). Fraud defenses as \"public good\"—Radar now covers all payment methods, crypto, non-Stripe via API.",[22,4869,4870],{},"\"Stripe how are we getting agent ready? ... helping businesses get agent ready?\" Sands frames Stripe's dual role.",[17,4872,4681],{"id":4680},[4642,4874,4875,4878,4881,4884,4887,4890,4893,4896],{},[4645,4876,4877],{},"Integrate fraud detection (e.g., Stripe Radar) at signup, payments, and overages before granting AI credits—full-funnel, not just checkout.",[4645,4879,4880],{},"Monitor for compute theft: 7% multi-account abuse, 4x free trial surge; block 250k\u002Fweek if scaled.",[4645,4882,4883],{},"Expect AI revenue velocity: $30M ARR in 18 months (3x 2018 SaaS); prioritize usage\u002Foutcome billing over seats.",[4645,4885,4886],{},"Hybrid monetize: Subscriptions + metered tokens\u002Fworkflows\u002Foutcomes with real-time topups to match costs.",[4645,4888,4889],{},"Prepare for agents as buyers: Build shared tokens, Link wallets; fraud mitigation is public good via comprehensive data.",[4645,4891,4892],{},"Check your fraud dashboard now—0% visible may hide upfunnel abuse costing $625\u002Fpayer.",[4645,4894,4895],{},"Use AI defensively: Agents scan network anomalies hourly; scale beats fraudster creativity.",[4645,4897,4898],{},"Iterate pricing fast: Start simple (subscriptions), add metering as products evolve (e.g., Lovable).",[22,4900,4901],{},"Notable quotes:",[4642,4903,4904,4907,4910,4913,4916],{},[4645,4905,4906],{},"Emily Glassberg Sands: \"Over time this actor these agents will become the predominant actors on the internet.\"",[4645,4908,4909],{},"Emily Glassberg Sands: \"Compute theft is the new payment fraud... free compute is kind of the new CAC.\"",[4645,4911,4912],{},"Emily Glassberg Sands: \"These AI companies are just growing from a revenue perspective faster than any previous cohort we've seen.\"",[4645,4914,4915],{},"Emily Glassberg Sands: \"Fraud used to be a transaction thing. Now it is a customer thing. It is a fullfunnel thing.\"",[4645,4917,4918],{},"Dan Shipper (probing): \"What even counts as fraud now in the sense of it's possible that my agent could go steal someone's credit card?\"",{"title":47,"searchDepth":48,"depth":48,"links":4920},[4921,4922,4923,4924,4925,4926],{"id":4761,"depth":48,"text":4762},{"id":4774,"depth":48,"text":4775},{"id":4814,"depth":48,"text":4815},{"id":4830,"depth":48,"text":4831},{"id":4843,"depth":48,"text":4844},{"id":4680,"depth":48,"text":4681},[],{"content_references":4929,"triage":4941},[4930,4933,4935,4938],{"type":62,"title":4931,"url":4932,"context":64},"Stripe Radar","https:\u002F\u002Fstripe.com\u002Fradar",{"type":62,"title":4863,"url":4934,"context":64},"https:\u002F\u002Flink.com",{"type":62,"title":4936,"url":4937,"context":64},"Lovable","https:\u002F\u002Flovable.dev",{"type":62,"title":4939,"url":4940,"context":64},"Granola","http:\u002F\u002Fgranola.ai\u002Fevery",{"relevance":4732,"novelty":4732,"quality":81,"actionability":48,"composite":4942,"reasoning":4943},3.05,"Category: Business & SaaS. The article discusses the evolving role of AI agents in the economy and the associated fraud challenges, which is relevant to product builders in the SaaS space. However, while it provides insights into the fraud landscape, it lacks specific actionable steps for addressing these challenges.","\u002Fsummaries\u002Fstripe-sees-ai-firms-scale-3x-faster-amid-compute-summary","2026-04-29 15:23:29","2026-05-03 16:48:10",{"title":4751,"description":47},{"loc":4944},"0e46d77d93fb9822","Every","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=-gOyup6yLBY","summaries\u002Fstripe-sees-ai-firms-scale-3x-faster-amid-compute--summary",[96,97,98,99],"AI companies on Stripe reach $30M ARR in 18 months—3x faster than 2018 SaaS top cohort—but face exploding fraud like 7% multi-account abuse and free trials costing $625 per payer. Agents are emerging as buyers, demanding new payments infrastructure.",[98,99],"KWLVBUUSlgEWg4Ht3rc1Gmh6Nj8INAx82kY_HfqOmJo",{"id":4958,"title":4959,"ai":4960,"body":4965,"categories":5002,"created_at":56,"date_modified":56,"description":47,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":5003,"navigation":84,"path":5021,"published_at":5022,"question":56,"scraped_at":5023,"seo":5024,"sitemap":5025,"source_id":5026,"source_name":5027,"source_type":92,"source_url":5028,"stem":5029,"tags":5030,"thumbnail_url":56,"tldr":5031,"tweet":56,"unknown_tags":5032,"__hash__":5033},"summaries\u002Fsummaries\u002Fai-agent-delivers-80-word-sales-briefs-saves-2-3-h-summary.md","AI Agent Delivers 80-Word Sales Briefs, Saves 2-3 Hours\u002FDay",{"provider":7,"model":8,"input_tokens":4961,"output_tokens":4962,"processing_time_ms":4963,"cost_usd":4964},4988,1518,15851,0.0017341,{"type":14,"value":4966,"toc":4997},[4967,4971,4974,4977,4981,4984,4987,4991,4994],[17,4968,4970],{"id":4969},"target-research-bottleneck-to-unlock-outbound-efficiency","Target Research Bottleneck to Unlock Outbound Efficiency",[22,4972,4973],{},"Outbound sales reps waste 30+ minutes per account—and up to six hours daily across 10 accounts—on thinking-intensive steps: account research, person research, and outreach triggers. Tab-switching across LinkedIn, Crunchbase, Salesforce, Google News, and Outreach yields no pipeline. Solving this with AI yields outsized gains because other steps like prospecting and sequencing systematize easily.",[22,4975,4976],{},"The agent automates exactly these: For companies, it pulls Salesforce data by domain (avoids name mismatches), searches recent news\u002Fhiring\u002Ffunding via Tavily, grabs structured data (employee count, industry, tech stack, growth), and cross-references your win stories. For prospects, it analyzes LinkedIn role, tenure, activity, and infers pains tied to company events and seniority. Output: a concise 80-word brief formatted as Trigger (current events), Hypothesised Pain (person-specific problem), Social Proof (mapped customer win), and CTA (door-opening line)—delivered live in Outreach without extra tabs or logins.",[17,4978,4980],{"id":4979},"inline-sourcing-and-workflow-fit-drive-instant-adoption","Inline Sourcing and Workflow Fit Drive Instant Adoption",[22,4982,4983],{},"Reps distrust unsourced AI; one hallucination kills usage. Solution: Every claim includes a clickable inline link to its source (e.g., news article), enabling one-click verification. This shifts reps from skepticism to selection: \"Which of these do I use?\"",[22,4985,4986],{},"Don't interrupt rhythms—embed in them. Briefs appear automatically in Outreach when reps open accounts from Salesforce, matching their flow: Salesforce → Outreach → email. No new tools, copy-paste, or context switches. Built on LangChain, Tavily, GCP, Pydantic, FastAPI; deployed in two weeks to 10 users.",[17,4988,4990],{"id":4989},"shadow-top-users-and-ship-output-first-for-real-impact","Shadow Top Users and Ship Output-First for Real Impact",[22,4992,4993],{},"Watch reps on live accounts (not surveys\u002Fdemos) to capture needs at crunch time—like 4pm Fridays on account #30. This redesigned output from reports to scannable briefs. Managers approve; individual contributors (ICs) adopt.",[22,4995,4996],{},"Results after one month with 10 pilot users (SDRs\u002FAEs): 2-3 hours saved daily per rep, +40 well-researched touches\u002Fweek, expected 2x open rates and opportunities. Scales to 40-48 new meetings\u002Fmonth across 15 reps. Advice: Design output format first (words, structure), then backward-engineer; integrate into Outreach\u002FSalesforce\u002FSlack; prioritize data quality\u002Fformatting over AI itself.",{"title":47,"searchDepth":48,"depth":48,"links":4998},[4999,5000,5001],{"id":4969,"depth":48,"text":4970},{"id":4979,"depth":48,"text":4980},{"id":4989,"depth":48,"text":4990},[55],{"content_references":5004,"triage":5018},[5005,5007,5009,5011,5013,5015,5017],{"type":62,"title":5006,"context":64},"LangChain",{"type":62,"title":5008,"context":64},"Tavily",{"type":62,"title":5010,"context":64},"GCP",{"type":62,"title":5012,"context":64},"Outreach",{"type":62,"title":5014,"context":64},"Pydantic AI",{"type":62,"title":5016,"context":64},"FastAPI",{"type":62,"title":69,"context":64},{"relevance":80,"novelty":81,"quality":81,"actionability":80,"composite":5019,"reasoning":5020},4.55,"Category: AI Automation. The article provides a detailed case study on using an AI agent to automate outbound sales research, addressing a specific pain point for product builders looking to enhance efficiency. It offers actionable insights on integrating AI into existing workflows, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002Fai-agent-delivers-80-word-sales-briefs-saves-2-3-h-summary","2026-05-07 12:01:01","2026-05-07 16:43:23",{"title":4959,"description":47},{"loc":5021},"720cd458ad80f5d9","Towards AI","https:\u002F\u002Fpub.towardsai.net\u002Fi-built-an-ai-outbound-agent-heres-what-actually-worked-d8ba6ff378ed?source=rss----98111c9905da---4","summaries\u002Fai-agent-delivers-80-word-sales-briefs-saves-2-3-h-summary",[96,97,98],"LangChain agent pulls Salesforce data, web searches via Tavily, and infers pains to generate sourced research briefs inside Outreach, cutting outbound research from 30+ min\u002Faccount to seconds and boosting touches by 40\u002Fweek per rep.",[98],"_UeSOrz2msbxbFGkpUKEo4lW9g9jhJJ47M9DM8A7og4"]