Three critics. Different models. One adversary. All before a human sees it.
Every artifact we ship — every market number, every business assumption, every compliance claim — has survived a verification mesh designed to catch what a single AI model would miss.
Generate
A primary agent drafts the artifact based on the founder's intake profile and vertical guidelines.
Verify
Three critics review in parallel, each running on a different model, so no single model's blind spot goes unchecked.
- Accuracy Critic — factual claims
- Market-Fit Critic — a model from a separate lab, market resonance
- Source Auditor — a different model family, citation & source integrity
Attack
A Red-Team Critic, tuned adversarially, attempts to break the other critics' consensus. If it finds a hole, the artifact goes back to step one for revision.
Human gate
For Deep and Enterprise POCs, a named human reviewer with vertical expertise reads the artifact before delivery.
How we prevent AI critics from agreeing with each other.
Model diversity
At least one critic runs on a model from a different lab than the others — right now, that's the Market-Fit Critic. If two critics built on the same underlying model both miss something, the third — built and trained differently — catches it.
Corpus diversity
Each critic retrieves from a different knowledge base. The Accuracy Critic uses primary sources (SEC filings, gov data, peer-reviewed research). The Market-Fit Critic uses recent market coverage and investor commentary. The Source Auditor uses citation databases and web archives.
Adversarial pressure
The Red-Team Critic is prompted specifically to find holes, not to agree. It's rewarded, via eval scoring, for finding legitimate weaknesses the first three missed.
Q2 2026 mesh performance.
0
artifact revisions triggered by the mesh
0%
first-pass rate — survived the mesh without revision
0.0%
false-negative rate found after delivery — target <5%
0
Red-Team catches the first three critics missed
We publish this every quarter. If our numbers get worse, we tell you. If they get better, we tell you. This is the honesty tax we pay for being a verification company.
Verified is worth paying for. Or it isn't.
Founders who need speed over verification should use Lovable or Bolt. They're correct for what they do. Founders who need to walk into an investor conversation with work they can defend should talk to us.