[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-2a35e753efc42256-microsoft-exp-a-b-tests-expose-1-3-feature-success-summary":3,"summaries-facets-categories":204,"summary-related-2a35e753efc42256-microsoft-exp-a-b-tests-expose-1-3-feature-success-summary":5778},{"id":4,"title":5,"ai":6,"body":13,"categories":151,"created_at":153,"date_modified":153,"description":144,"extension":154,"faq":153,"featured":155,"kicker_label":153,"meta":156,"navigation":187,"path":188,"published_at":153,"question":153,"scraped_at":189,"seo":190,"sitemap":191,"source_id":192,"source_name":193,"source_type":194,"source_url":195,"stem":196,"tags":197,"thumbnail_url":153,"tldr":201,"tweet":153,"unknown_tags":202,"__hash__":203},"summaries\u002Fsummaries\u002F2a35e753efc42256-microsoft-exp-a-b-tests-expose-1-3-feature-success-summary.md","Microsoft ExP: A\u002FB Tests Expose 1\u002F3 Feature Success Rate",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8621,2532,17390,0.0029677,{"type":14,"value":15,"toc":143},"minimark",[16,21,25,28,31,35,38,85,88,91,95,98,101,104,107,111],[17,18,20],"h2",{"id":19},"cultural-barriers-to-data-driven-product-decisions","Cultural Barriers to Data-Driven Product Decisions",[22,23,24],"p",{},"Microsoft's product teams historically relied on HiPPO (Highest-Paid-Person's Opinion) or gut feelings for feature prioritization, leading to inefficient development. Ronny Kohavi proposed the Experimentation Platform (ExP) in 2005, inspired by Ray Ozzie's memo emphasizing closed-loop measurement for web services. Technical scalability for sites like MSN homepage was solvable, but cultural resistance proved harder: teams feared failure, preferred analysis over testing, and misunderstood statistics (e.g., dismissing sample sizes despite millions of users). ExP's dual mission—build an easy-to-integrate platform and foster data-driven culture—started as a 7-person incubation in 2006. Adoption grew from 2 experiments in FY2007 to 44 in FY2009 across 20 properties like MSN Homepages, Office Online, and Support.microsoft.com.",[22,26,27],{},"Testimonials highlight the shift: one team noted experiments \"dispelled long held assumptions about video advertising\" and changed feature prioritization; MSN UK ditched \"opinion, gut feeling\" for statistical data; another called ExP \"essential for the future success of all Microsoft online properties.\" ExP tackled resistance through education (monthly seminars), weekly result emails for institutional memory, and proving value via quick wins, enabling teams to resolve debates with data rather than deferring to authority.",[22,29,30],{},"\"We should use the A\u002FB testing methodology a LOT more than we do today\" – Bill Gates, 2008. This endorsement from leadership validated ExP, countering inertia where even Search teams underused statistical rigor pre-ExP.",[17,32,34],{"id":33},"real-world-ab-tests-validate-or-kill-ideas-with-hard-metrics","Real-World A\u002FB Tests Validate or Kill Ideas with Hard Metrics",[22,36,37],{},"ExP ran controlled experiments (randomized A\u002FB tests) measuring Overall Evaluation Criteria (OEC) like revenue, engagement, or CTR to establish causality. Key insight: preconceptions fail—even experts guessed wrong. Examples across MSN properties:",[39,40,41,49,55,61,67,73,79],"ul",{},[42,43,44,48],"li",{},[45,46,47],"strong",{},"MSN Real Estate Widget",": Tested 6 designs for \"Find a home\" widget driving referral revenue. Only 3\u002F21 ZAAZ designers predicted winner (Treatment 5, simpler search-like UI). Result: +10% revenue from higher clickthrough. Rejected flashier variants.",[42,50,51,54],{},[45,52,53],{},"MSN UK Hotmail Module",": Control opened Hotmail in same tab (replacing MSN page); Treatment used new tab. On 1M users over 16 days: +8.9% clicks per user on MSN homepage, boosting engagement. Rolled out to UK\u002FUS. Site manager: data flipped team rejection.",[42,56,57,60],{},[45,58,59],{},"MSN Entertainment Video Ads",": Pre-roll (Control) vs. post-roll (Treatment). OEC: 6-week user return rate on cohort. +2% returns insufficient vs. -50% ad impressions. Bonus: Cutting ad interval from 180s to 90s insensitive to users, significantly boosting annual revenue—deployed globally.",[42,62,63,66],{},[45,64,65],{},"MSN Homepage Ads",": Adding 3 below-fold ads projected $10k+\u002Fday but risked UX. Monetized page views\u002Fclicks via SEM costs. On 5% traffic (12 days): -0.35% relative CTR and page views\u002Fuser-day. Lost value > ad gains; idea killed.",[42,68,69,72],{},[45,70,71],{},"Support.microsoft.com Personalization",": Generic top issues (Control) vs. browser\u002FOS-specific (Treatment). +50% CTR; proved simple personalization value, leading to core system integration.",[42,74,75,78],{},[45,76,77],{},"MSN US Search Header",": Magnifying glass (Control) vs. words like \"Search\" (Treatments). +1.23% searches; actionable labels beat icons, aligning with Steve Krug's usability advice despite prior ignores.",[42,80,81,84],{},[45,82,83],{},"Pre-Bing Search Branding",": Variant increased Search box clicks, searches, and page clicks—informed Bing launch design.",[22,86,87],{},"These spanned widgets, ads, personalization, UX—showing experiments resolve tradeoffs (e.g., revenue vs. loyalty) at scale. Multi-variant and cohort tracking handled complexity.",[22,89,90],{},"\"Passion is inversely proportional to the amount of real information available\" – Gregory Benford, 1980. Authors invoke this to explain heated debates quelled by data.",[17,92,94],{"id":93},"roi-reality-low-success-rates-demand-rigorous-testing","ROI Reality: Low Success Rates Demand Rigorous Testing",[22,96,97],{},"ExP's ROI: Accelerated innovation by pruning bad ideas early. Sobering stats: ~1\u002F3 of tested ideas improve intended metrics, matching industry (Amazon \u003C50%). Internal evaluations pass most ideas, but experiments reveal failures—bias toward uncertain ideas doesn't fully explain. Launching without tests misses small effects (external noise dominates sequential observation) and backouts cost more.",[22,99,100],{},"Pre-ExP, Microsoft underused experiments outside Search\u002FMSN; no consistent stats. ExP centralized expertise for scalability. Humans intuit poorly (e.g., pattern-seeking loses to simple frequency guessing, per psych studies). Tradeoff: Experiments add upfront time but avoid sunk costs.",[22,102,103],{},"\"The fascinating thing about intuition is that a fair percentage of the time it's fabulously, gloriously, achingly wrong\" – John Quarto-vonTivadar, FutureNow. Underscores why ExP's data trumps HiPPO.",[22,105,106],{},"Progress: FY2007: 2 expts; FY2008: 8; FY2009: 44. Search evolved independently with ExP stats. Cultural wins: Teams now prioritize via data, share learnings.",[17,108,110],{"id":109},"key-takeaways","Key Takeaways",[39,112,113,116,119,122,125,128,131,134,137,140],{},[42,114,115],{},"Run A\u002FB tests on all major features using OEC to causally measure impact—randomization ensures differences stem from changes.",[42,117,118],{},"Define monetized OEC for tradeoffs (e.g., assign $ to clicks\u002Fpage views via SEM) to compare revenue vs. UX.",[42,120,121],{},"Expect ~1\u002F3 success rate; test uncertain ideas early to kill losers before full rollout.",[42,123,124],{},"Overcome culture via examples, education, leadership buy-in (Gates\u002FOzzie), and quick wins—share results widely.",[42,126,127],{},"Use cohorts\u002Flong-term tracking for retention; multi-variant for design contests.",[42,129,130],{},"Personalization\u002FUX tweaks (e.g., labels > icons, tabs > replaces) yield outsized gains—test assumptions.",[42,132,133],{},"Centralize platform for stats expertise\u002Fscalability; avoid sequential launches (noise hides signals).",[42,135,136],{},"Institutionalize: Weekly emails, seminars build memory\u002Fadvocacy.",[42,138,139],{},"Simpler often wins (e.g., search-like widgets, post-roll limits).",[42,141,142],{},"Stats matter: Millions of users still need significance tests.",{"title":144,"searchDepth":145,"depth":145,"links":146},"",2,[147,148,149,150],{"id":19,"depth":145,"text":20},{"id":33,"depth":145,"text":34},{"id":93,"depth":145,"text":94},{"id":109,"depth":145,"text":110},[152],"Product Strategy",null,"md",false,{"content_references":157,"triage":182},[158,164,168,172,175,178],{"type":159,"title":160,"author":161,"publisher":162,"context":163},"paper","Controlled experiments on the web: survey and practical guide","Kohavi, Longbotham, Sommerfield, & Henne","journal","cited",{"type":165,"title":166,"author":167,"context":163},"other","The Internet Services Disruption memo","Ray Ozzie",{"type":169,"title":170,"author":171,"context":163},"book","In Search of Excellence","Tom Peters and Robert Waterman",{"type":169,"title":173,"author":174,"context":163},"Don’t Make Me Think","Steve Krug",{"type":169,"title":176,"author":177,"context":163},"The Drunkard’s Walk","Leonard Mlodinow",{"type":165,"title":179,"author":180,"context":181},"Benford's Law of Controversy","Gregory Benford","mentioned",{"relevance":183,"novelty":184,"quality":183,"actionability":184,"composite":185,"reasoning":186},4,3,3.6,"Category: Product Strategy. The article discusses the implementation of A\u002FB testing at Microsoft, addressing a key pain point for product-minded builders regarding data-driven decision-making. It provides insights into cultural barriers and the importance of experimentation, which are actionable for teams looking to adopt similar practices.",true,"\u002Fsummaries\u002F2a35e753efc42256-microsoft-exp-a-b-tests-expose-1-3-feature-success-summary","2026-04-16 03:07:41",{"title":5,"description":144},{"loc":188},"2a35e753efc42256","__oneoff__","article","http:\u002F\u002Fai.stanford.edu\u002F~ronnyk\u002FExPThinkWeek2009Public.pdf","summaries\u002F2a35e753efc42256-microsoft-exp-a-b-tests-expose-1-3-feature-success-summary",[198,199,200],"product-strategy","dev-productivity","ab-testing","Microsoft's Experimentation Platform (ExP) enabled A\u002FB testing on high-traffic sites, shifting culture from HiPPO to data-driven decisions—yet only 1\u002F3 of tested ideas improved key metrics, humbling preconceptions.",[199,200],"lhM3h6Z9plfLMr0tZsMPgNtExZJG0Fbvak-jscx4Mko",[205,208,211,214,217,219,221,223,226,228,230,232,234,237,239,241,243,245,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,282,285,288,290,292,294,296,298,300,302,304,306,308,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,342,344,346,348,350,352,354,356,358,360,362,364,366,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,428,430,432,434,436,438,440,442,444,446,449,451,453,455,457,459,461,463,465,467,469,471,474,476,478,480,482,484,486,488,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,537,540,542,544,547,549,551,553,555,557,559,561,563,565,567,569,571,573,576,578,580,582,584,586,588,590,592,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,834,836,838,840,843,845,847,849,851,853,855,857,859,861,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,23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Developers who master business alignment, communication, and problem-solving consistently outperform those focused solely on code quality.",[199,5875],"QXKRCoBZAifBMYvD-FNBoprb8E6suAQ0buhlcdrY8og",{"id":5880,"title":5881,"ai":5882,"body":5887,"categories":5918,"created_at":153,"date_modified":153,"description":144,"extension":154,"faq":153,"featured":155,"kicker_label":153,"meta":5919,"navigation":187,"path":5920,"published_at":5921,"question":153,"scraped_at":153,"seo":5922,"sitemap":5923,"source_id":5924,"source_name":5925,"source_type":194,"source_url":5926,"stem":5927,"tags":5928,"thumbnail_url":153,"tldr":5930,"tweet":153,"unknown_tags":5931,"__hash__":5932},"summaries\u002Fsummaries\u002Fescape-ai-tool-anxiety-with-eudaimonia-stack-summary.md","Escape AI Tool Anxiety with Eudaimonia Stack",{"provider":7,"model":8,"input_tokens":5883,"output_tokens":5884,"processing_time_ms":5885,"cost_usd":5886},5348,1198,10669,0.00164595,{"type":14,"value":5888,"toc":5913},[5889,5893,5896,5899,5903,5906,5910],[17,5890,5892],{"id":5891},"tool-chasing-traps-slow-you-down","Tool-Chasing Traps Slow You Down",[22,5894,5895],{},"AI's exploding options trigger decision fatigue: infinite tools mean fear of picking the wrong one, disguised as ambition. This leads high performers to repetitive tasks or overwhelm, trading high-impact work for noise. Chasing speed via more tabs and hacks fails because 'fast eats slow' rewards throughput, not tool knowledge. Result: frantic builders drown in unbounded optimization, as XKCD illustrates—automation rarely eliminates the original task, just adds maintenance.",[22,5897,5898],{},"XKCD's optimization table sets a clear rule: only automate if time saved (frequency × duration) exceeds setup cost. For a daily 5-minute task, cap setup at 25 hours; beyond that, ship messy and iterate later. This permission slip prevents spiraling: shave 1 minute daily, reclaim a full day yearly through compounding.",[17,5900,5902],{"id":5901},"anchor-on-outcomes-for-stable-speed","Anchor on Outcomes for Stable Speed",[22,5904,5905],{},"Define a North Star outcome like 'ship 1 prototype weekly,' 'automate 1 workflow monthly,' or 'turn work into reusable assets.' Stable goals let tools evolve without derailing you. Momentum beats mastery—replace 'keep up' with one concrete weekly ship: a tiny agent, Claude Code prototype, evaluation harness, or personal automation. This builds reliable ambiguity-to-artifact pipelines, turning frantic energy into calm capability.",[17,5907,5909],{"id":5908},"eudaimonia-stack-toolchains-over-collections","Eudaimonia Stack: Toolchains Over Collections",[22,5911,5912],{},"Craft repeatable toolchains reducing idea-to-prototype friction, minimizing decisions. Set hard XKCD budgets: if not worth it, ship imperfect. Protect identity—don't become a 'tool person'; become one who converts ambiguity to decisions. This aligns with eudaimonia: building with purpose compounds capability and calm. Evidence: 13k signed up for OpenClaw workshop; masterclass ships Mac minis to every student for hands-on leverage, proving demand for systems over tips.",{"title":144,"searchDepth":145,"depth":145,"links":5914},[5915,5916,5917],{"id":5891,"depth":145,"text":5892},{"id":5901,"depth":145,"text":5902},{"id":5908,"depth":145,"text":5909},[207],{},"\u002Fsummaries\u002Fescape-ai-tool-anxiety-with-eudaimonia-stack-summary","2026-04-08 21:21:17",{"title":5881,"description":144},{"loc":5920},"05d6ac8505c9d278","AI Product Academy","https:\u002F\u002Funknown","summaries\u002Fescape-ai-tool-anxiety-with-eudaimonia-stack-summary",[5929,198,199],"ai-tools","Chasing AI tools creates noise, not speed—anchor on North Star outcomes, toolchains, XKCD budgets, and weekly ships for calm, compounding throughput.",[199],"LScDa94VKuPh8fHsQ_OwZxr1LHQMCyTP1zho4lWVBus",{"id":5934,"title":5935,"ai":5936,"body":5941,"categories":6097,"created_at":153,"date_modified":153,"description":144,"extension":154,"faq":153,"featured":155,"kicker_label":153,"meta":6098,"navigation":187,"path":6134,"published_at":153,"question":153,"scraped_at":6135,"seo":6136,"sitemap":6137,"source_id":6138,"source_name":193,"source_type":194,"source_url":6139,"stem":6140,"tags":6141,"thumbnail_url":153,"tldr":6142,"tweet":153,"unknown_tags":6143,"__hash__":6144},"summaries\u002Fsummaries\u002Fa6c83f5afba5b730-ai-productivity-paradox-wrong-metrics-hide-gains-summary.md","AI Productivity Paradox: Wrong Metrics Hide Gains",{"provider":7,"model":8,"input_tokens":5937,"output_tokens":5938,"processing_time_ms":5939,"cost_usd":5940},8793,2781,14316,0.00312645,{"type":14,"value":5942,"toc":6089},[5943,5947,5950,5953,5957,5960,5963,5989,5992,5995,5999,6002,6023,6026,6029,6033,6036,6039,6042,6046,6049,6052,6055,6057],[17,5944,5946],{"id":5945},"the-apparent-disconnect-surging-adoption-stagnant-stats","The Apparent Disconnect: Surging Adoption, Stagnant Stats",[22,5948,5949],{},"AI use is exploding—McKinsey reports 88% of organizations apply it in at least one function, with Bain noting 40% of software dev pilots scaling to production (vs. 32% in customer service). U.S. AI investments hit $109B, adoption up 340% recently. Yet productivity growth hovers at 2.3%, matching the 2.2% historical average. No macro acceleration appears, despite hype. Marco van Hurne calls this the 'AI Productivity Paradox': inputs and excitement surge, outputs stay flat. Reason? Adoption ≠ transformation. Pilots deploy but workflows, roles, data, and metrics remain unchanged, yielding dashboards and costs without gains.",[22,5951,5952],{},"\"Adoption is not transformation. 'We use AI' often means 'someone opened ChatGPT twice, created a project and renamed it ‘knowledge management’'\"—van Hurne highlights how superficial use inflates stats while real change lags, trapping firms in pilots.",[17,5954,5956],{"id":5955},"j-curve-time-lag-upfront-investments-drag-before-payoff","J-Curve Time Lag: Upfront Investments Drag Before Payoff",[22,5958,5959],{},"General-purpose tech like AI follows a J-curve (per Brynjolfsson, Rock, Syverson): initial dips from 'complementary capital'—organizational redesign, training, data prep, R&D—before gains. Productivity drops short-term as firms invest in intangibles treated as costs. MIT\u002FU.S. Census study: manufacturing AI adopters saw drops, gains only after 4+ years.",[22,5961,5962],{},"Key buckets:",[39,5964,5965,5971,5977,5983],{},[42,5966,5967,5970],{},[45,5968,5969],{},"Workflows\u002Froles",": Redesign decision rights; failure: unchanged chaos amplified.",[42,5972,5973,5976],{},[45,5974,5975],{},"Skills",": Train\u002Fhire; track via completion rates.",[42,5978,5979,5982],{},[45,5980,5981],{},"Data",": Clean\u002Fgovern; avoid 'confident garbage'.",[42,5984,5985,5988],{},[45,5986,5987],{},"Experimentation",": Structured loops, not one-offs.",[22,5990,5991],{},"\"AI doesn’t create productivity, systems do, and AI only amplifies whatever system you already have, whether that system is a ‘well-run operation’ or a ‘chaos with lots of meetings’\"—van Hurne stresses AI as accessory; build org\u002Fpeople\u002Fdata\u002Flearning around it, or get costs without ROI.",[22,5993,5994],{},"Early signals: redesigned roles cut cycle times 20-40%; poor data spikes errors 2-3x. Without this, CFOs see 'investment hangover'.",[17,5996,5998],{"id":5997},"measurement-breakdown-task-level-wins-lost-in-aggregates","Measurement Breakdown: Task-Level Wins Lost in Aggregates",[22,6000,6001],{},"GDP tools, built for physical goods, miss AI's intangible, task-level impact. Issues:",[6003,6004,6005,6011,6017],"ol",{},[42,6006,6007,6010],{},[45,6008,6009],{},"No AI bucket",": BEA notes AI hides in 'software publishing\u002FIT services'; proposes satellite accounts.",[42,6012,6013,6016],{},[45,6014,6015],{},"Job vs. task",": Stats track jobs\u002Findustries; AI hits tasks (e.g., faster drafts but longer reviews). 'Project Iceberg': visible job layer hides task automation.",[42,6018,6019,6022],{},[45,6020,6021],{},"Intangibles undervalued",": WIPO\u002FDeloitte: intangibles (datasets, training) surge but expensed as costs, not assets—short-term drag despite long-term value.",[22,6024,6025],{},"Task gains absorb into systems: 10min saved drafting → 20min verifying + coordination = net loss. National stats understate as AI embeds in broad categories.",[22,6027,6028],{},"\"We’re trying to track a high-tech, intangible economy using frameworks built for factories and physical capital. No wonder the stats look unimpressed.\"—van Hurne critiques 'meat thermometer on a cloud', urging task\u002Fend-to-end outcome tracking.",[17,6030,6032],{"id":6031},"workflow-redesign-failure-pilots-die-at-integration","Workflow Redesign Failure: Pilots Die at Integration",[22,6034,6035],{},"Most bolt AI onto broken processes: faster outputs create downstream friction (e.g., escalations, debugging). MIT Sloan: 'work-backward'—deconstruct tasks, assign AI\u002Fhuman\u002FAI+human, rebuild end-to-end, measure outcomes (time\u002Fquality\u002Fcost\u002Frisk).",[22,6037,6038],{},"Pilot funnel collapses at integration: ideas → pilots (wide), then data cleanup\u002Fcompliance\u002Fchange management kills most; scaling tiny. Production demands clean data, monitoring, ownership—pilot 'feels faster' won't cut it.",[22,6040,6041],{},"\"It is easier to change the way the organization works, than to change the underlying technology.\"—van Hurne flips ERP wisdom: tool-forward pilots = 'graveyard'; redesign yields 30-50% cycle drops, quality rises.",[17,6043,6045],{"id":6044},"perception-trap-ai-can-slow-experts-users-overconfident","Perception Trap: AI Can Slow Experts, Users Overconfident",[22,6047,6048],{},"METR RCT: frontier AI (Claude) slowed experienced devs via verification overhead (fixing output > time saved), quality mismatch (ignores codebase norms), context limits (naive suggestions in large repos). Users feel faster but deliver slower.",[22,6050,6051],{},"Mechanisms: over-reliance skips thinking; coordination rises. Negative productivity hides in 'confident garbage'.",[22,6053,6054],{},"\"Giving developers access to frontier AI tools made them slower at completing tasks.\"—van Hurne cites METR, warning complex work backfires without redesign.",[17,6056,110],{"id":109},[39,6058,6059,6062,6065,6068,6071,6074,6077,6080,6083,6086],{},[42,6060,6061],{},"Track complementary capital early: monitor role changes, training uptake, data quality, experiment velocity.",[42,6063,6064],{},"Measure task\u002Fend-to-end: ignore job aggregates; log time\u002Fquality pre\u002Fpost-AI per workflow.",[42,6066,6067],{},"Work backward: task-decompose jobs, reassign AI\u002Fhuman, rebuild flows before pilots.",[42,6069,6070],{},"Demand production rigor: clean data, guardrails, monitoring—not demo vibes.",[42,6072,6073],{},"Watch for backfire: RCT-test AI in real tasks; verify net speed, not gut feel.",[42,6075,6076],{},"Build intangibles as assets: capitalize training\u002Fdatasets for true ROI view.",[42,6078,6079],{},"Redesign first: AI amplifies systems—fix chaos or amplify it.",[42,6081,6082],{},"Use satellite metrics: task logs, cycle times over GDP proxies.",[42,6084,6085],{},"Iterate structured: kill 'one pilot, one funeral'; loop learnings.",[42,6087,6088],{},"Align incentives: tie bonuses to outcomes, not tool installs.",{"title":144,"searchDepth":145,"depth":145,"links":6090},[6091,6092,6093,6094,6095,6096],{"id":5945,"depth":145,"text":5946},{"id":5955,"depth":145,"text":5956},{"id":5997,"depth":145,"text":5998},{"id":6031,"depth":145,"text":6032},{"id":6044,"depth":145,"text":6045},{"id":109,"depth":145,"text":110},[207],{"content_references":6099,"triage":6132},[6100,6104,6107,6110,6113,6116,6119,6122,6125,6129],{"type":6101,"title":6102,"author":6103,"context":163},"report","McKinsey’s latest global survey","McKinsey",{"type":6101,"title":6105,"author":6106,"context":163},"Bain report on pilots to production","Bain",{"type":159,"title":6108,"author":6109,"context":163},"Productivity J-curve","Erik Brynjolfsson, Daniel Rock, Chad Syverson",{"type":6101,"title":6111,"author":6112,"context":163},"MIT and U.S. Census Bureau manufacturing study","MIT, U.S. Census Bureau",{"type":6101,"title":6114,"author":6115,"context":163},"AI satellite account proposal","U.S. Bureau of Economic Analysis (BEA)",{"type":165,"title":6117,"author":6118,"context":163},"Intangible investment surge","World Intellectual Property Organization",{"type":6101,"title":6120,"author":6121,"context":163},"Intangibles in large businesses","Deloitte",{"type":6101,"title":6123,"author":6124,"context":163},"METR study on AI and developers","METR (Model Evaluation and Threat Research)",{"type":165,"title":6126,"author":6127,"url":6128,"context":163},"Empirical reflections on the silent murdering of the workforce via task-level automation","Marco van Hurne","https:\u002F\u002Fwww.linkedin.com\u002Fpulse\u002Fempirical-reflections-silent-murdering-workforce-via-marco-van-hurne-hwgvf\u002F",{"type":165,"title":6130,"author":6127,"url":6131,"context":163},"The AI productivity divide","https:\u002F\u002Fwww.linkedin.com\u002Fpulse\u002Fai-productivity-divide-marco-van-hurne-ydkqf\u002F",{"relevance":183,"novelty":184,"quality":183,"actionability":184,"composite":185,"reasoning":6133},"Category: Product Strategy. The article discusses the disconnect between AI adoption and productivity, addressing a key pain point for product-minded builders who need to understand how to effectively integrate AI into their workflows. It provides insights into the importance of redesigning systems to unlock value, which is actionable but lacks specific frameworks or step-by-step guidance.","\u002Fsummaries\u002Fa6c83f5afba5b730-ai-productivity-paradox-wrong-metrics-hide-gains-summary","2026-04-16 02:56:49",{"title":5935,"description":144},{"loc":6134},"a6c83f5afba5b730","https:\u002F\u002Fwww.linkedin.com\u002Fpulse\u002Fai-productivity-paradox-works-fine-youre-just-like-its-van-hurne-inkyc\u002F?trk=article-ssr-frontend-pulse_little-text-block","summaries\u002Fa6c83f5afba5b730-ai-productivity-paradox-wrong-metrics-hide-gains-summary",[5929,198,199],"High AI adoption hasn't spiked productivity stats due to time lags, outdated measurements, shallow workflows, and AI sometimes slowing workers—redesign systems to unlock real value.",[199],"oF1FW7rt_T9P6GbLB3uD24T-fTJmOKfkLV59tAFZuSQ",{"id":6146,"title":6147,"ai":6148,"body":6153,"categories":6217,"created_at":153,"date_modified":153,"description":144,"extension":154,"faq":153,"featured":155,"kicker_label":153,"meta":6218,"navigation":187,"path":6234,"published_at":6235,"question":153,"scraped_at":6236,"seo":6237,"sitemap":6238,"source_id":6239,"source_name":6240,"source_type":6241,"source_url":6242,"stem":6243,"tags":6244,"thumbnail_url":153,"tldr":6247,"tweet":6248,"unknown_tags":6249,"__hash__":6250},"summaries\u002Fsummaries\u002F0e95516926684b9f-building-ai-products-lessons-from-emergent-and-whe-summary.md","Building AI Products: Lessons from Emergent and Whering",{"provider":7,"model":5783,"input_tokens":6149,"output_tokens":6150,"processing_time_ms":6151,"cost_usd":6152},8729,1147,5497,0.00390275,{"type":14,"value":6154,"toc":6211},[6155,6159,6162,6166,6169,6183,6187,6190,6204,6208],[17,6156,6158],{"id":6157},"the-shift-from-ideation-to-execution","The Shift from Ideation to Execution",[22,6160,6161],{},"Arthur Sroken, co-founder of Google's AI Futures Fund, interviewed founders from two portfolio companies, Emergent and Whering, to discuss the realities of building AI-powered products. A recurring theme is that AI has fundamentally changed the role of the \"idea person.\" Previously dismissed for lacking technical execution, founders can now use AI agents to bridge the gap between concept and a production-ready application.",[17,6163,6165],{"id":6164},"engineering-rigor-and-evaluation","Engineering Rigor and Evaluation",[22,6167,6168],{},"Both companies emphasize that success in the current AI landscape requires more than just calling an API.",[39,6170,6171,6177],{},[42,6172,6173,6176],{},[45,6174,6175],{},"Emergent's Approach:"," The team built their own sandbox container technology rather than relying on third-party sandboxes. This allows their coding agents to receive real-time feedback on system failures, enabling rapid, autonomous iteration. They prioritize \"experiment velocity,\" using automated evals to test how models perform against business metrics like retention and conversion.",[42,6178,6179,6182],{},[45,6180,6181],{},"Whering's Approach:"," Whering balances AI-forward features (like conversational chat) with \"behind-the-scenes\" AI (like computer vision for wardrobe digitization). They stress the importance of maintaining a deep backlog of user research to prioritize features that align with user needs rather than just chasing the latest model release.",[17,6184,6186],{"id":6185},"strategic-model-selection-and-efficiency","Strategic Model Selection and Efficiency",[22,6188,6189],{},"Both founders argue against a simplistic focus on \"price per token.\" Instead, they advocate for a holistic view of efficiency. A more intelligent model might cost more per token, but if it completes the task with fewer errors or fewer steps, the overall cost and quality improve.",[39,6191,6192,6198],{},[42,6193,6194,6197],{},[45,6195,6196],{},"Orchestration:"," Emergent uses a sophisticated orchestration layer that routes tasks to the most appropriate model (e.g., Gemini for UI\u002Ffrontend tasks, Flash for speed-sensitive interactions).",[42,6199,6200,6203],{},[45,6201,6202],{},"Human-in-the-loop:"," Both teams emphasize that manual evaluation remains a critical gatekeeper. Before automating, they recommend having humans review model outputs to develop a \"vibe check\" for quality.",[17,6205,6207],{"id":6206},"the-future-of-ai-enabled-apps","The Future of AI-Enabled Apps",[22,6209,6210],{},"Both founders see a future where AI is not just a feature but the core of the user experience. For Whering, this means moving toward voice-driven styling and reducing the friction of onboarding. For Emergent, it means enabling non-technical domain experts to build production-grade software, effectively democratizing the ability to ship complex applications.",{"title":144,"searchDepth":145,"depth":145,"links":6212},[6213,6214,6215,6216],{"id":6157,"depth":145,"text":6158},{"id":6164,"depth":145,"text":6165},{"id":6185,"depth":145,"text":6186},{"id":6206,"depth":145,"text":6207},[152],{"content_references":6219,"triage":6230},[6220,6224,6226,6228],{"type":6221,"title":6222,"context":6223},"tool","Emergent","recommended",{"type":6221,"title":6225,"context":6223},"Whering",{"type":6221,"title":6227,"context":181},"Gemini",{"type":6221,"title":6229,"context":181},"Google Kubernetes Engine",{"relevance":6231,"novelty":183,"quality":183,"actionability":183,"composite":6232,"reasoning":6233},5,4.35,"Category: Product Strategy. The article provides actionable insights on transitioning from ideation to production in AI product development, addressing pain points like model selection and user-centric design. It discusses specific strategies used by companies, such as Emergent's sandbox technology and Whering's user research backlog, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002F0e95516926684b9f-building-ai-products-lessons-from-emergent-and-whe-summary","2026-05-21 00:08:16","2026-05-21 03:00:29",{"title":6147,"description":144},{"loc":6234},"0e95516926684b9f","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=7mSRlmKmlLE","summaries\u002F0e95516926684b9f-building-ai-products-lessons-from-emergent-and-whe-summary",[6245,198,6246,199],"saas","ai-llms","Founders from Emergent and Whering discuss how they leverage AI to move from ideation to production-ready applications, emphasizing the importance of rigorous evaluation, user-centric design, and strategic model selection.","This is a promotional conversation between a Google AI investor and the co-founder of [Emergent](https:\u002F\u002Fwww.emergent.com), an AI-powered app builder. The discussion covers their internal approach to model orchestration, evaluation systems, and their goal of enabling non-technical users to ship production-ready applications.",[6246,199],"7HoKH50_X9fizaAjD4W3MqWsz9kjzWilVaFlatxHsoA"]