AI engineering guardrails
For teams moving quickly with AI-assisted engineering and starting to feel quality drift, weak review discipline, unclear decisions, or architecture debt building underneath apparent speed.
Standards, review bar, codebase risk audit, AI usage rules, ADRs, delivery workflow changes, and hands-on intervention where the hard technical work needs owning.
Outcome: clearer engineering standards, less AI-generated noise, and a team that can move faster without losing quality.
Typical engagement
2-week audit, £2k-5k.