[{"data":1,"prerenderedAt":138},["ShallowReactive",2],{"profile":3,"writing-pilot-purgatory":14},{"name":4,"role":5,"tagline":6,"location":7,"contact":8},"Sankar Vema","AI Builder & Architect of Agentic Systems","I help enterprise leaders turn AI ambition into capability that actually ships.","India · open to global advisory engagements",{"email":9,"linkedin":10,"github":11,"blog":12,"twitter":13},"sankar.vema@gmail.com","https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fsankarvema\u002F","http:\u002F\u002Fsankarvema.github.io\u002F","http:\u002F\u002Fsankarvema.blogspot.com\u002F","https:\u002F\u002Ftwitter.com\u002Fsansvema",{"id":15,"title":16,"body":17,"date":123,"description":23,"draft":124,"excerpt":125,"extension":126,"meta":127,"navigation":128,"path":129,"seo":130,"slug":131,"status":125,"stem":132,"tags":133,"__hash__":137},"writing\u002Fwriting\u002Fpilot-purgatory.md","You Have 40 AI Pilots and Zero in Production",{"type":18,"value":19,"toc":115},"minimark",[20,24,32,37,49,56,59,63,70,73,76,80,83,105,112],[21,22,23],"p",{},"Most large enterprises I walk into have the same dashboard: a dozen,\nsometimes forty, AI pilots. Impressive demos. Executive sponsors.\nSlideware. And almost none of it is in production, carrying real load,\nchanging a real number on the P&L.",[21,25,26,27,31],{},"The reflex is to call this an innovation problem: we need more experiments,\nbetter models, a bigger AI team. It isn't. It's an ",[28,29,30],"strong",{},"architecture"," problem,\nand until you name it as one, the next ten pilots die exactly where the last\nten did.",[33,34,36],"h2",{"id":35},"why-pilots-stall","Why pilots stall",[21,38,39,40,44,45,48],{},"A pilot is optimized to ",[41,42,43],"em",{},"demo",". Production is optimized to ",[41,46,47],{},"survive",". Those\nare different engineering problems, and the gap between them is where every\nstalled program lives.",[21,50,51,52,55],{},"A demo has to work once, on the happy path, in front of an audience. A\nproduction system has to work on the unhappy paths: the malformed\ninput, the model that regresses after a version bump, the edge case that only\nshows up at ten thousand requests. The demo needs a good model. Production\nneeds evaluation, monitoring, rollback, retraining, governance, and a way to\nconsume the output ",[41,53,54],{},"inside a workflow people already use",".",[21,57,58],{},"That second list is the unglamorous 60% of the work. It's also the 60% nobody\nfunds, because it doesn't demo.",[33,60,62],{"id":61},"the-missing-layer","The missing layer",[21,64,65,66,69],{},"Across five AI builds and two Fortune 500 accounts, the pattern is identical:\npilots stall not because the models are bad, but because there's no\n",[28,67,68],{},"platform"," underneath them.",[21,71,72],{},"Each team stands up its own stack: its own prompt, its own eval (if\nany), its own deployment path, and every one of them re-solves the same\nhard problems, badly. You don't end up with one AI capability. You end up with\nforty half-built ones, none of which crosses into production, because crossing\nthat line requires infrastructure no single pilot can justify building alone.",[21,74,75],{},"A Center of Excellence doesn't fix this. A CoE that owns no product is a budget\nline, not a structure. What fixes it is a small platform team, five to\nten people, that owns the substrate every pilot needs: the eval harness,\nthe model gateway, observability, the deployment path, governance. Pilots stop\nrebuilding plumbing and start shipping.",[33,77,79],{"id":78},"what-to-actually-do","What to actually do",[21,81,82],{},"If you're staring at a wall of stalled pilots, three moves:",[84,85,86,93,99],"ol",{},[87,88,89,92],"li",{},[28,90,91],{},"Kill most of them."," Forty pilots isn't a portfolio; it's a deferred\ndecision. Pick the two or three tied to a real, measurable outcome:\ndollars, hours, or risk, not \"efficiency\", and stop the rest today.",[87,94,95,98],{},[28,96,97],{},"Fund the platform, not just the pilots."," The infrastructure that gets one\npilot to production gets all of them there. It's the highest-ROI line on the\nboard, and the one that never makes the slide.",[87,100,101,104],{},[28,102,103],{},"Ship the thinnest end-to-end thing first."," One capability, working all the\nway through into a workflow people already open, not a standalone \"AI\ntool\" nobody does. A thin slice in production teaches you more than forty\ndemos.",[21,106,107,108,111],{},"The enterprises pulling ahead aren't the ones with the most pilots. They're the\nones that treated getting ",[41,109,110],{},"one"," thing into production as the real work,\nand built the layer that made the second, third, and tenth almost free.",[21,113,114],{},"How many pilots does your organization have in flight right now, and how\nmany are carrying real load?",{"title":116,"searchDepth":117,"depth":117,"links":118},"",3,[119,121,122],{"id":35,"depth":120,"text":36},2,{"id":61,"depth":120,"text":62},{"id":78,"depth":120,"text":79},"2026-07-13",false,null,"md",{},true,"\u002Fwriting\u002Fpilot-purgatory",{"title":16,"description":23},"pilot-purgatory","writing\u002Fpilot-purgatory",[134,135,136],"enterprise","adoption","strategy","Aw6ZSk6V1tvMAaghC9dWpo7AHBxWi9r7A1ihlI0OUlo",1790601541817]