Independence
Keep initial model perspectives separate so consensus is not manufactured too early.
Advanced Intelligence / Multi-model analysis
One question. Multiple perspectives. One reviewable synthesis.
Independent model paths remain separate long enough for disagreement, critique and contribution quality to stay visible before synthesis.
Discuss an analysisInteractive explainerFictional records · not live product output
Follow a claim through evaluation, critique and revision.
Four authored perspectives / one source packet
Independent → Critique → Revision
Follow one claim into a synthesis that retains the unresolved questions.01 / Independent first passes
Separate answers before they see each other.
Each first pass sees the same question and source packet, not the other first-pass answers.
Authored perspectives · not model outputs
A: Expand the pilot. B: First define monitoring. C: Check whether the eight sites are representative. D: Confirm who can authorize use.
Evidence boundaryIndependence here is a workflow boundary. Different models can still share training data, assumptions and failure modes.
Inputs, checks & review limits
- First-pass separation
- Contributors initially receive the task and permitted context, not each other’s first responses. This is procedural separation, not a claim of statistically independent errors.
- Evaluation & revision
- Keep criteria, scorecards, critiques and revisions associated with the contribution they concern. Judging and synthesis are also fallible model-assisted operations.
- Synthesis & review
- Inspect which contributions were used, what changed and what remains disputed. Weights or scores express an evaluation policy; they do not establish the probability that a conclusion is true.
Multiple answers are useful only if the differences remain visible.
The system preserves independent responses, evaluation, critique and revision instead of collapsing several model outputs into an unexplained average.
Evaluation
Assess contribution quality against the question, available evidence and defined criteria.
Challenge & revision
Allow models to critique, defend and revise claims when disagreement exposes a weakness.
Traceable synthesis
Construct a final answer while preserving which contributions and disagreements shaped it.
A core distinction
More models do not automatically produce a better answer.
PARALLELDiversity
Independent paths can expose assumptions and blind spots that one model may miss.
DELIBERATIONChallenge
Critique is valuable only when disagreements remain visible long enough to be examined.
SYNTHESISJudgment
The final result should reflect contribution quality, not merely the number of models that agreed.
Consensus can be informative.Agreement is not a substitute for evidence or reasoning quality.
Deliberation flow
From one question to a reviewable synthesis.
Explore the 6-step workflow
/01AskDefine the question, context and evaluation criteria.
/02AnswerGenerate first responses before sharing other contributors’ answers.
/03EvaluateAssess relevance, support and contribution quality.
/04ChallengeExpose disagreements, omissions and weak reasoning.
/05ReviseAllow perspectives to update in response to useful critique.
/06SynthesizeBuild a final answer with visible provenance and unresolved disagreement where necessary.
Current maturity
A demonstrated multi-model workflow.
DemonstratedCurrent
Independent model runs, judge scorecards, peer critique, revision, weighted synthesis and structured export.
Product development & longer-term direction
Product developmentExpanding
More reusable evaluation policies, richer provenance, workflow controls and domain-specific deliberation patterns.
Longer-termDirection
A governed multi-model intelligence environment where important conclusions remain reviewable back to the contributions that produced them.
Current scope: a demonstrated multi-model workflow, including evaluation, critique and synthesis. The explainer here does not run models or reproduce a measured trial.
How we scope, test and deploy a systemWhere it fits
Where one perspective is not enough.
Advanced Intelligence is most relevant when the question is consequential, ambiguous or benefits from structured disagreement before a conclusion is accepted.
Strategic analysis
Compare multiple independent views before management relies on a synthesis.
Research
Expose competing interpretations and preserve the evidence behind disagreement.
Complex decisions
Use structured critique to make assumptions and weak reasoning easier to see.
Model oversight
Inspect how different systems contribute, disagree and revise on the same task.
Discuss a multi-model analysis.
Start with the question, the decisions it may inform and what evidence or evaluation criteria should constrain the synthesis.