Buyer template · Rollout checklist · Updated 2026-07-01
Coding Assistant Rollout Checklist
A rollout checklist for adding an AI coding assistant without weakening code review, secrets handling, or licensing discipline.
When to use it: Use this before enabling an AI coding assistant repo-wide or letting it operate with elevated permissions.
Scope and access
- Decide which repositories the assistant can access first; start narrow.
- Confirm the assistant cannot access secrets, credentials, or production data by default.
- Decide whether autonomous/agentic actions (commits, PRs, deploys) are allowed, and under what approval gate.
Review and ownership
- Keep required human review and existing branch protection rules unchanged.
- Make it clear a human reviewer is still accountable for merged code, not the assistant.
- Track whether AI-assisted PRs need an additional review step.
Licensing and IP
- Confirm the vendor's policy on training data, code retention, and suggested-code licensing.
- Check whether any output attribution or license-compatibility review is needed for your codebase.
Rollout
- Pilot with one team and one repository before expanding.
- Measure review turnaround and defect rate, not just adoption.
- Document approved use cases and any explicitly disallowed ones, such as pasting customer data into prompts.
Related workflows
- AI Tools for Engineering Managers
A starter AI stack for engineering managers balancing planning, code context, research, and team communication.
- AI Tools for Code Review Summaries
A code-review summary stack for engineering teams that want clearer pull request context without weakening review standards.
Related comparisons
- ChatGPT vs Cursor
A practical comparison for teams choosing between a broad AI assistant and a coding-focused AI editor.
- Cursor vs Windsurf
A practical comparison for engineering teams choosing between two AI-first coding environments.
- Claude Code vs Cursor
A practical comparison for choosing between Anthropic's terminal-first coding agent and Cursor's IDE-first AI coding environment.
Not sure which stack fits first?
Take the stack quiz for a recommended starting point.
The deterministic quiz returns a recommended stack, avoid-for-now guidance, and a rollout note you can carry into this checklist.