AI agent leakage: 11.4 developer hours wasted weekly per engineer

HowEffectiveIsAIOnYourCodebase?

Audit your repository context, extract unwritten tribal knowledge, and heal your AI coding agent's readiness score.

1.7×

More technical issues introduced by AI coding without repository context synchronization.

43%

Of generated code blocks require manual developer rewrites due to missing style guides or naming conventions.

96%

Of engineers report not trusting default LLM prompts for mission-critical software refactoring.

The Three Pillars of AI Governance

1. AUDIT — Quantify Coverage

Scan code patterns recursively. IBM Granite evaluates conventions, architecture layers, error boundary systems, and produces a quantified scoring index.

2. HEAL — Context Synchronization

Generate optimized synchronization context maps. Produce specialized blueprints supporting IBM Bob, Cursor Editor, GitHub Copilot, and Claude.

3. PROVE — Quantified ROI Proof

Benchmark savings directly. Turn technical quality metrics into concrete financial ROI proof, showing developer hours saved and annual waste recovery.

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IBM Granite 3.1
IBM Bob IDE
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