The 5-Stage Adversarial Pipeline
How Acuityio orchestrates 8 frontier models across research, 2-round debate, 3-expert panel review, and evidence triangulation to produce audit-grade truth.
The Multi-Model Adversarial Pipeline
Click each stage below to explore how raw claims turn into audit-grade verdicts.
Adversarial Debate
Two AI advocates argue opposing sides across two rounds. One builds the affirmative case, the other constructs the counterargument, followed by cross-rebuttals.
Step-by-Step Verification Methodology
Framing & Extraction
Raw user or document text is cleaned of rhetorical noise, emotional framing, and ambiguity. We distill atomic factual claims and construct parallel search queries targeted at official sources.
Live Web & Archive Research
Our crawler queries primary sources: supreme court dockets, statutory codes, PubMed, NASA archives, and peer-reviewed journals. Direct verbatim quotations are extracted and scored for source independence.
2-Round Adversarial Debate
Two competing models are given the research corpus. The Proponent constructs the strongest affirmative case. The Opponent constructs targeted counter-arguments. In Round 2, both models deliver cross-rebuttals.
Triangulated Expert Panel Review
Three specialized models audit the debate: Reviewer 1 (The Logic Examiner) detects non sequiturs and false equivalences; Reviewer 2 (The Source Auditor) flags weak or biased sources; Reviewer 3 (The Precision Analyst) verifies numerical and statutory accuracy.
Synthesized Conclusion & Score
The findings are combined into a final verdict (True, Mostly True, Mixed, Mostly False, False), a calibrated Acuityio Score (1–10), clear caveat warnings, and a permanent, auditable citation trail.