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Jellyfish

JELLYFISH.COManage supplier listing

Jellyfish — 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%. C…

Datasets

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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.

From 6 yearsCoverage Information TechnologyAsset class Equities

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What buyers ask about Jellyfish, answered from this page.

What does Jellyfish do?

Jellyfish — 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%. C…

What data does Jellyfish offer?

Jellyfish offers (Alternative, Sentiment, Fundamental) — Order 10^7-10^8 commit and pull-request records with AI-assistance attribution across 1,000+ companies (inferred: engineering organisations of 50-5,000 developers x 10^2-10^3 changes per developer per year), plus per-engineer per-tool adoption events across Copilot, Cursor, Claude Code and agentic tools.

What is Jellyfish's data used for?

Alternative data on enterprise AI coding-tool revenue and retention for investors - realised frequent-use and AI-assisted-code share predicts seat downgrades before vendor-reported metrics show them, and cross-tool comparison (Copilot versus Cursor versus Claude Code) is a neutral third-party usage read vendors cannot produce about each other; causal estimation of AI coding-tool productivity effect from paired adoption-and-outcome observations, which is the single most contested question in software engineering economics right now; training code-agent and developer-tooling models on labelled AI-assisted-versus-human commits with delivery outcomes; AI-productivity benchmarking for enterprise buyers; change-failure and code-quality modelling conditioned on AI usage; and workforce and engineering-management models from DORA-style metric series.

How is Jellyfish's data delivered?

The data is with 6 years of history.

What does Jellyfish cover?

Coverage spans US; Application Software; alternative, sentiment, fundamental; equities.

How do I get a sample from Jellyfish?

The supplier's own access route is a contact form. Request a sample through Brickroad to start.

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