AI Coding Diagnostic
We've built 1.1M lines with AI assistance. Let us show you what's holding you back—and how to fix it.
WHAT YOU GET
What's Included
-
✓
Problem Identification
We assess which of the 7 problems impact your workflow most severely, with specific examples from your codebase.
-
✓
CLAUDE.md Redesign
Your current instructions probably get ignored after 2-5 prompts. We redesign them with multi-layer enforcement that actually holds.
-
✓
Spec-Driven Verification Setup
YAML specs that define exactly what 'done' means. AI can't claim completion until verification passes.
-
✓
Guardrail Configuration
Pre-commit hooks, forbidden pattern checks, and bypass logging—enforcement that works at infrastructure level.
-
✓
30-Day Check-In
We follow up to see what's working, what needs adjustment, and how your metrics have improved.
HOW IT WORKS
The Process
Discovery Call
30-minute conversation about your current workflow, pain points, and goals. No pitch—just understanding.
30 minCodebase Review
We examine your AI interactions, CLAUDE.md files, development patterns, and pain point severity.
2-3 daysDiagnostic Report
Detailed assessment with prioritized recommendations, implementation guide, and benchmark comparison.
1 weekImplementation Support
Optional: We help you implement the guardrails, verify they hold, and train your team.
2-4 weeksFAQ
Common Questions
How do I know this actually works?
We've used this methodology to build 1.1 million lines of production code across two major versions. 98/100 audit score, 9,309 tests passing, 57,338 evolved patterns with 100% context restoration.
Is this just another CLAUDE.md template?
No. Research shows CLAUDE.md alone gets ignored after 2-5 prompts. We implement multi-layer enforcement: CLAUDE.md + pre-commit hooks + automated verification + bypass audit trail. The system won't let completion be claimed until verification passes.
How long does it take?
Diagnostic report within 1 week of codebase access. Full implementation typically 2-4 weeks depending on codebase complexity and team availability.
What if it doesn't work for our use case?
The methodology is proven across 400,000+ lines of v2 code with 58 PRs and zero architectural violations. If our guardrails don't hold for your specific use case, we'll tell you exactly why—and refund the diagnostic fee.
Which AI coding assistants do you support?
Claude Code, Cursor, Aider, GitHub Copilot, and direct API usage. The methodology is AI-agnostic—it works by enforcing verification at infrastructure level, not by depending on any specific model's behavior.
Do you need access to our codebase?
For the diagnostic, we need read access to review patterns and identify problems. We can work with anonymized samples if full access isn't possible. All access is covered by NDA.
Ready to fix your AI coding workflow?
Limited availability—we take 3-4 diagnostic clients per month to ensure quality.
Request Diagnostic