Independent audit
Stop letting your AI grade its own homework.
AI builds the product. DECA checks whether what it built is real, accounted for, and still under control.
DECA is not another coding agent. It is the auditor beside the agent. It has no incentive to reassure you, rewrite the story, or call a messy change good enough. It reconciles what was declared against what actually exists and reports the gap.
The ledger metaphor
Double-entry bookkeeping for code.
Every AI-made change: files, routes, dependencies, generated surfaces, and structural movement.
The declarations: domain manifests, ownership boundaries, sealed ledgers, and the human-approved intent.
Find drift early
Orphan files, undeclared routes, quiet dependency spread, and domain boundaries that no longer balance.
Keep evidence
Plain-language reports, quality gates, approval packets, isolation proof, and clean Git handoff evidence.
Control spend
Find out if what your AI built holds up while the cracks are still cheap to fix.
Founder friendly
You should not need to read the code to know whether it holds up.
The founder risk is volume without accountability. AI can produce a thousand lines that look plausible and hide the three lines that make the system fragile. DECA makes that hidden structural risk visible before it becomes load-bearing.
What DECA tells you
Verify the structure. Do not sell yourself a vibe.
Declared
What the agent said it intended to build and which domain it should touch.
Observed
What changed in the actual files, routes, dependencies, and boundaries.
Reconciled
Where the two sides balance and where they drift apart.
Approved
What is safe to hand off, what needs remediation, and what still needs a real test.
What it proves
- Structural truth about what AI changed
- Ownership, route, dependency, and boundary drift
- Clean audit evidence for approvals and handoffs
What it will not fake
- Behavioral proof unless real tests ran
- Business success from structural cleanliness alone
- A confident answer where evidence is missing
DECA audit
Your AI built it fast. Find out if it holds up.
Send us the workflow you are using AI to build. We will show where an independent audit and control layer should sit.