SILENT WIRING DIAGNOSTIC

Silent Wiring Diagnostic

Your AI-generated code compiles, passes tests, and looks correct. But is data actually flowing? We run behavioral verification against your codebase and tell you exactly what's silently broken.

WHAT'S INCLUDED

What's Included

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    Flow Classification

    We map every AI-generated data flow in your codebase and classify each as ACTIVE (data flows end-to-end), STALE (data flows intermittently or partially), or DEAD (structurally wired but behaviorally silent).

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    Failure Type Analysis

    We identify which of the 4 silent wiring failure types affect your codebase: Dead Pipelines, Hardcoded Defaults, Phantom Integrations, and Stale Registrations — each with specific examples from your code.

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    Fix Recommendations

    Prioritized list of what to fix first, ranked by business impact. Each recommendation includes the specific file, the failure type, and step-by-step implementation guidance.

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    Silent Wiring Score

    An overall score reflecting the behavioral health of your codebase. How many flows are verified active vs. silently dead? This is the number your engineering team tracks over time.

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    30-Day Check-In

    We follow up 30 days after delivery to review what you've fixed, measure improvement in your Silent Wiring Score, and adjust recommendations based on what you've learned.

CHF 5,000–8,000

Based on codebase complexity

Request Diagnostic

Results in 1–2 weeks · 30-day check-in included

HOW IT WORKS

The Process

1

Discovery Call

30-minute conversation about your codebase, AI tooling, and where you suspect things might be silently broken. No pitch — just understanding.

30 min
2

Behavioral Analysis

We run Silent Wiring detection against your codebase. Every data flow is traced, classified, and checked for behavioral liveness — not just structural correctness.

3–5 days
3

Diagnostic Report

Your Silent Wiring Score, classified failure types, flow map, and prioritized fix recommendations. A complete picture of what's working, what's stale, and what's dead.

1–2 weeks
4

Implementation Support

Optional: We help you implement fixes, set up continuous behavioral verification, and train your team to maintain a healthy Silent Wiring Score.

2–4 weeks

FAQ

Common Questions

Is this just another monitoring dashboard?

No. Monitoring dashboards show you metrics — request counts, latency, error rates. A pipeline returning hardcoded defaults has perfect metrics. Silent Wiring detection asks a fundamentally different question: did data actually flow through the expected path and produce a real result? That's behavioral verification, not monitoring.

How do you know this actually works?

We built 1.1 million lines of production code with AI assistance. Health checks said HEALTHY. Tests passed. Then we ran behavioral verification against our own codebase and found 3 completely silent data pipelines, 82 runtime violations, and a calibration engine returning hardcoded defaults for months. The methodology is proven because we pointed it at ourselves first.

How long does it take?

Diagnostic report within 1–2 weeks of codebase access, depending on complexity. The 30-day check-in follows automatically. Full implementation support typically takes 2–4 weeks.

What if our codebase doesn't have silent wiring issues?

Then your Silent Wiring Score will reflect that — and you'll have a verified baseline to maintain. In our experience, every AI-assisted codebase above 100K lines has at least some behavioral gaps. If we find nothing, we'll tell you and you'll pay only for the discovery call.

Which AI coding agents do you support?

Claude Code, Cursor, Aider, GitHub Copilot, and direct API usage. The methodology is AI-agnostic — it works by verifying behavioral flow 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 trace data flows and run behavioral verification. We can work with anonymized samples if full access isn't possible. All access is covered by NDA.

Find Out What's Silently Broken

Limited availability — we take 3–4 diagnostic clients per month to ensure thoroughness.

Request Diagnostic