AI-SDLC
VP Engineering

AI Governance for the SaaS VP Engineering

Your team adopted AI coding agents early — and now PR volume is up 98% while review time is up 91%. AI-SDLC gives you complexity-based routing and AI-attributed metrics so you can finally measure whether AI is actually helping.

The AI productivity paradox

More AI output doesn't mean faster delivery — without governance, it often means more rework.

PR review bottleneck is crushing velocity

AI agents generate 98% more PRs, but your review queue is backed up. Senior engineers spend more time reviewing than shipping. The productivity gain is absorbed by the review burden.

Can't measure AI's actual impact

Your DORA metrics don't distinguish between AI-generated and human-written contributions. You can't tell if AI is accelerating delivery or creating hidden tech debt.

Quality is declining despite more output

Code churn is up from 5.5% to 7.9%, refactoring is down. AI agents are generating more throwaway code and less structural improvement — but you lack the metrics to prove it to leadership.

Measure and govern AI at engineering scale

AI-SDLC gives SaaS VPs of Engineering the data and controls to scale AI usage without the productivity paradox.

Complexity-based routing

Simple changes flow through advisory mode — no review bottleneck. Complex changes get full human review. Your review effort is focused where human judgment matters most.

AI-attributed DORA metrics

Track deployment frequency, lead time, change failure rate, and MTTR with AI attribution. Know exactly what AI is delivering — not just what it's generating.

Progressive agent autonomy

Agents earn trust through demonstrated quality. Proven agents handle routine work independently; unproven agents stay under full oversight. Automatic demotion on quality drops.

Multi-agent coordination

Govern Claude Code, Copilot, Cursor, and custom LLM runners through a single framework. One set of policies, one set of metrics, one governance layer.

Ready to solve the AI productivity paradox?

Start with the free Community edition or try Team Cloud for 14 days. Governance that helps your team ship faster — not slower.