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How Neo answers

Neo is built to be trustworthy on questions where a wrong number is expensive. Four principles govern how it produces an answer.

Grounded in monitored data​

Neo does not free-associate. Every answer is built from Bitpulse's monitored on-chain risk data and the same risk engine that powers Ozone. When Neo gives you a figure, it comes from a snapshot of real on-chain state, not from the model's general knowledge.

Every answer has a source​

Each figure Neo reports traces back to the specific data it came from. The methodology behind a risk review is published — see Risk Review Methodology — so any number can be followed back to the check that produced it and the data that fed it.

Deterministic and reproducible​

The risk review and the portfolio stress model are deterministic: the same inputs and the same snapshot produce the same output, every time. There is no run-to-run drift in the underlying analysis.

It abstains rather than guesses​

When an input is stale, missing, or inconsistent, Neo says so instead of inventing a number. A missing estimate is shown as missing — never quietly rendered as low risk. Neo also surfaces data freshness, and works within a 90-day lookback window of recent on-chain history rather than extrapolating indefinitely.

tip

If Neo declines to answer or flags a figure as "degraded," that's the safety model working. Ask what input it's waiting on, or narrow the question to data it can ground.

Deeper technical detail​

This page describes Neo's trust posture, not its internals. For the portfolio tail model specifically, see Portfolio Stress methodology.