When AI Models Agree—and When They Don't
A Multi-Model Decision Benchmark
Methodology published; quantitative benchmark results forthcoming
Program
How to use this library
Start with the reproducible evaluator methodology (program anchor). Review the multi-model agreement benchmark design for the latest benchmark framing. Use governance guides for operational context, and the Citation Kit on each report for attribution.
LATEST RESEARCH
Research library
The Refusal Gap
How AI Models Differ in What They Will and Will Not Answer
Methodology published; quantitative benchmark results forthcoming
What AI Disagreement Actually Looks Like
A Taxonomy of Multi-Model Conflict
Taxonomy published; labeled dataset distribution forthcoming
When Humans Override AI
What Governed Review Reveals About Model Reliability
Study design published; measured Decision Ledger results forthcoming
From AI Output to Defensible Decision
Benchmarking Decision Traceability
Framework published; completeness benchmark forthcoming
The Economics of Governed AI
Measuring Review, Escalation, and Decision Cycle Time
Measurement design published; workflow telemetry results forthcoming
How to Evaluate Multi-Model AI Decisions
A Reproducible Governance Methodology
Methodology published (program anchor)
BENCHMARKS
BENCHMARKS
When AI Models Agree—and When They Don't
A Multi-Model Decision Benchmark
Methodology published; quantitative benchmark results forthcoming
The Refusal Gap
How AI Models Differ in What They Will and Will Not Answer
Methodology published; quantitative benchmark results forthcoming
The Economics of Governed AI
Measuring Review, Escalation, and Decision Cycle Time
Measurement design published; workflow telemetry results forthcoming
METHODOLOGY
METHODOLOGY
How to Evaluate Multi-Model AI Decisions
A Reproducible Governance Methodology
Methodology published (program anchor)
DECISION GOVERNANCE
DECISION GOVERNANCE
From AI Output to Defensible Decision
Benchmarking Decision Traceability
Framework published; completeness benchmark forthcoming
HUMAN OVERSIGHT
HUMAN OVERSIGHT
When Humans Override AI
What Governed Review Reveals About Model Reliability
Study design published; measured Decision Ledger results forthcoming
DATA & EVALUATION
DATA & EVALUATION
What AI Disagreement Actually Looks Like
A Taxonomy of Multi-Model Conflict
Taxonomy published; labeled dataset distribution forthcoming
Related governance
Authority pages
See governed AI execution in a live workflow
Review how SmartSolo coordinates multiple AI models, routes human authorization, and preserves the decision record.