How GoNoGo Works
GoNoGo is a decision engine that produces structured reports. It is not a market research summary and does not hide disagreement.
Core Principles
Every design decision reflects our commitment to transparency and reproducibility.
Backend is the source of truth
The UI never computes rankings, confidence, or decision signals. It only renders what the backend returns, ensuring consistency across all clients.
Determinism + replay
Runs are reproducible. Given the same inputs, versions, artifacts, and seed, GoNoGo produces byte-identical JSON. Reports include pinned versions for auditability.
Uncertainty is explicit
Confidence is always a range—never a false single number. Disagreement includes direction and notes when available. No hidden risks.
Versioned grounding + personas
Persona packs and grounding snapshots are versioned artifacts. Reports include the exact versions used, enabling precise reproducibility.
What makes us different
Unlike traditional research tools, GoNoGo prioritizes auditability and reproducibility over black-box convenience.