Embed AI into dev teams without losing control.
Practical advisory for engineering leaders who need AI coding tools used with clear standards, review patterns, testing expectations, and production discipline.
AI coding tools are already in the team. The controls need to catch up.
Code volume rises
Review load and architectural drift increase with it.
Standards vary by squad
Tool use, testing, documentation, and review become inconsistent.
Production risk moves faster
Teams need practical guardrails before habits harden.
Built for engineering leaders who want useful adoption, not uncontrolled acceleration.
What this can cover
Scope is agreed after an initial conversation. Pricing depends on team size, current tooling, and the depth of support required.
AI coding standards
Clear rules for tool use, generated code, repository context, prompt hygiene, and accepted risk.
Review and testing practice
Practical patterns for pull requests, test coverage, model-generated tests, and senior engineer oversight.
Production controls
Guidance for documentation, security review, dependency changes, deployment ownership, and sign-off evidence.
From team behaviour to engineering reality.
| Team behaviour | Engineering reality |
|---|---|
| Developers generate more code than reviewers can absorb | Defects and architectural drift reach production faster |
| Teams use different AI tools with no shared standard | Security and quality become inconsistent across squads |
| Junior developers accept generated code too quickly | Senior engineers carry a larger review and mentoring burden |
| Tests are added after model output is accepted | False confidence increases release risk |
| Prompts and assumptions are not documented | Future maintainers cannot explain why the code exists |
| AI prototypes move into shared environments informally | IT inherits risk without sign-off evidence |
What this is not.
It is the structured engineering discipline that helps teams use AI coding tools without losing control of quality, security, or maintainability.
Engineering discipline.
Contact for pricing.