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Jellyfish

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Cross-enterprise AI coding-tool adoption and delivery-outcome telemetry spanning more than 1,000 companies. Adoption side: access percentage (engineers holding a licence), frequent-user percentage (three or more days per week), cohort-level adoption by team, role and rollout phase, and time to first AI-assisted merged commit. Output side: share of merged code that is AI-assisted, pull-request throughput, cycle time, change failure rate, time to merge, plus spend by tool and by team. Published aggregate reference points: median AI adoption 74% against median AI-assisted code 27%. Coverage spans Copilot, Cursor, Claude Code and agentic tools, reconciled from vendor admin-console access data against Git history at team and repository level, with quarterly developer-experience sentiment surveys layered on top.

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