Start with your review pressure.
Verify before peer review does.
Citations, contradictions, claim support. Not another draft.
grantsPressure-test before the panel sees it.
Reviewer objections, policy risk, verified references.
clinicalReview evidence without citation drift.
Scientific-grade output you can inspect and defend.
legalStress-test before opposing counsel does.
Cross-examination ready. Evidentiary pressure tested.
complianceEvidence packs that survive audit.
Traceability, reviewable support, explicit gaps.
No model reviews its own output.
One synthesizes. Another attacks. A third verifies evidence. The result is a review package for expert signoff.
[pipeline] multi_model_verification // three-agent verification loop [agent] producer: synthesis complete [agent] skeptical_cto: 3 methodology flags raised [agent] reviewer: 42/42 dois confirmed [sys] cross-vendor conflicts surfaced before release [sys] output_verified. ready for expert review.
Not speed. What gets allowed through.
“The cited studies consistently support the claim and no material contradictions were identified.”
- contradicting papers never surfaced
- citation chain not verified
- confidence hides missing support
- ready to ship, not ready to defend
“Claim support is partial. 3 contradicting papers require response. 42/42 references verified. 2 assertions should be removed before submission.”
- contradictions surfaced before delivery
- references independently checked
- unsupported language flagged, not polished
- safe for expert review, not just fast drafting
does axion replace expert judgment?
No. The expert owns the signoff. Axion catches what you would miss under time pressure.
how does multi-model verification work?
One synthesizes. Another attacks. A third verifies evidence. No model reviews its own output.
can i use axion output in filings or submissions?
The output supports your work. You decide what to include. We provide the evidence trail.
what happens to my data?
Processed for the engagement. Not retained. Not used for training.
One scoped audit.
Start where review pressure is highest.
[ audit ]