Multi-model reasoning with a deliberation record.
IQAI Advanced Intelligence runs the same question across multiple models, scores the answers, exposes structured peer feedback, asks models to revise, and synthesizes the strongest claims and remaining disagreement.
It turns model comparison into structured deliberation.
The module is not a single chatbot and not a simple leaderboard. It creates a case file: first answers, judge scorecards, peer packets, revised answers, deltas, traces, prompts, and final synthesis.
Same question to multiple models.
Each enabled provider receives the same question so differences in answer, caution, reasoning, and support can be compared.
Dedicated scoring layer.
A separate judge stage evaluates answer quality across weighted dimensions and creates per-model scorecards.
Models see structured peer feedback.
Each model receives compact peer summaries, strongest claims, weaknesses, and score signals before revision.
Revision after exposure.
Models revise after seeing the panel record, allowing the system to track what improved, what drifted, and what disagreement remains.
Single-model answers can hide disagreement.
Multi-model deliberation exposes divergence that a single answer cannot show. It gives reviewers a structured way to see where models agree, where they disagree, what changed after peer exposure, and what remains unresolved.
| Layer | What it exposes | Why it matters |
|---|---|---|
| Initial answers | How models answer before seeing peers. | Shows baseline divergence, caution, framing, and support quality. |
| Scorecards | How each answer performs across judging dimensions. | Turns comparison into a structured evaluation surface. |
| Peer exposure | What each model sees from the panel before revising. | Creates a traceable deliberation step instead of a hidden second opinion. |
| Revisions | What changed after feedback. | Shows whether the answer improved, drifted, hedged, or merely became more polished. |
| Synthesis | Strongest claims and open disagreement. | Produces a final record that preserves nuance instead of flattening it into one answer. |
Recovered and being prepared for private demonstration.
The working prototype currently runs as a standalone Streamlit app. The next step is to clean the demo, rename the UI for IQAI, capture screenshots, and convert this placeholder into a full product page.