GILD analysis
Claude Code Review
Adopt Claude Code where a test suite can prove each change and engineers review it like a colleague's pull request, because the hours it saves writing code move to review. Intercom built shared skills and telemetry and tripled merged pull requests per R&D head, while a Sanity staff engineer finds a feature's first attempt about 95% unusable. Team and Enterprise admins get managed settings, per-member spend limits, usage analytics, and OpenTelemetry export to run the rollout.
- AI Coding Agents
- Engineering Productivity
The decision
- Best fit
- Teams ready to delegate bounded repository work.
- Consider another workflow
- If developers mainly want completion and chat inside one editor, an editor-first product fits better.
- Adoption condition
- Write acceptance checks for each task. Commit a shared CLAUDE.md. Set permissions in managed settings. Have an engineer review every change before merge.