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The system gives organizations a concrete, automated way to convert AI coding sessions into estimated engineering hours and dollar equivalents — replacing guesswork about AI ROI with a validated, production-running measurement tool.
Teams evaluating whether to build their own cloud agent infrastructure should weigh that Cognition spent over a year on hypervisor engineering alone — before tackling orchestration, governance, and integrations — suggesting the build-vs-buy calculus is far more demanding than high-profile posts from companies like Stripe imply.