--- title: How it works — NOAH PREDICT description: From data to decision — how the Noah Predict system ingests global data, classifies signals, runs Python analytics, and explains the output as readable intelligence. url: https://noahpredict.com/how-it-works/ source: Noah Predict — Worldwide AI Media Ltd last_updated: 2026-04-17 licence: CC-BY-4.0-with-attribution-and-no-redistribution --- ← Back to Noah Predict PLATFORM # From data to decision. Noah Predict operates as a structured intelligence system — converting global information into forward-looking, decision-ready output. **Platform** NOAH PREDICT · Predictive political risk intelligence Full flow ## A structured intelligence system, not a summariser. Noah operates as a five-stage pipeline. The same five stages run on every question, in the same order, with the same doctrine. What changes is the corpus slice and the output persona. - **Ingest**Continuous collection across roughly 1.6 million sources per refresh — wire services, regional and local publications, trade press, government filings, academic pre-prints, sanctions registries, official advisories, non-English sources translated. - **Classify**Every paragraph of every article read by an AI classifier. Sentiment, entity resolution, claim extraction — all at paragraph level, not article level. A single 800-word article produces 6–12 structured signal units, not one flattened score. - **Score**The physics layer. Velocity, trajectory, divergence, volatility and coupling computed against rolling baselines. Deterministic Python, not an LLM guess. Each signal carries a scorecard; each scorecard carries its basis. - **Reduce**Progressive narrowing. A macro pass flattens a large universe into a single direction; a mid pass curates 300 items to find divergences; a granular pass drills into 30 to name specific findings. The user never sees “pass N” — that is plumbing. - **Render**Persona-locked output. An underwriter and a trader get different framings of the same signal; both are correct, both traceable. Every bundle ships with the doctrine, the pass log, the six external anchors and the full evidence trace. The physics layer ## Five measurements, applied continuously. The middle of the pipeline is where Noah’s real work happens. Five measurements run against every signal, against every rolling baseline, on every refresh: - **Velocity** — the rate of change in mentions, severity and actor involvement. The first derivative of attention. - **Trajectory** — where that velocity is heading over a defined window. Positive trajectory is an accelerating narrative; negative is one settling down. - **Divergence** — the gap between what official sources are saying and what the wider information system is saying. Large divergence is a strong predictive signal. - **Volatility** — noise around the signal. High-volatility signals are noted but weighted lower until they stabilise. - **Coupling** — the degree to which two independent streams move together. Port closure and road closure coupling at Jaccard 1.0 means cargo movement has stopped. None of the five is sufficient on its own. Together they describe the shape and direction of change. Core line ## Pipeline analyses. Model explains. The pipeline does the *analysis*. The model explains it. When the question doesn’t fit ## Noah designs the pipeline. If the question sits outside our benchmarked verticals, Noah does not fake a number. The operator acknowledges the brief, describes the pipeline that would answer it — specific feeds, specific intelligence measures, specific output shape, named unknowns — and invites you to narrow or run it as exploratory. The domain is open: political risk is where Noah is tuned today, but the corpus covers any publicly-reported topic. Disease outbreaks, product safety (battery fires, recalls), supply-chain disruption, regulatory action, environmental events, prediction markets, company watch. If public reporting produces signal, Noah can work it — and will say plainly when an answer isn’t possible from public data. Every bespoke brief is logged. The pattern of what clients ask shapes what the product becomes next. Elsewhere on Noah Predict ### More from the system. For insurers **Insurance** Political risk intelligence for underwriters — risk selection, renewal decisions, exposure monitoring, challenge and validation. Read more → For reinsurers **Reinsurance** Aggregation risk in real time — clustering, overlap, correlation and early indicators of systemic escalation. Read more → Domain **Political Risk** Political systems under pressure — the cycles of pressure, response, escalation and release that produce change. Read more → Free while in preview Official systems show the current state of risk. *Noah shows where it is moving.* Google sign-in. Three free analyses a day. No card required. Open the workspace → How it works --- ## Citation Cite this page as: "Noah Predict, How it works, Worldwide AI Media Ltd, https://noahpredict.com/how-it-works/, accessed [date]."