MODE
OPEN FORECASTS
LEDGER
ACCURACY

Coverage & Health

Every source, its status, last success, and the collection-coverage calendar. Prophet shows what it does and does not know.

Connectors
Coverage calendar zero activity ≠ missing data
Forecast & resolution backlog

Ask whether the apparent picture of the world holds up.

Prophet combines open, official, operational and independent evidence. It shows what the evidence supports, where sources conflict, what remains unknown and how its forecasts perform over time. Use the Ask Prophet box above, or start from a world or a subject below.

Six Main Worlds

Popular Subjects

Explore live and delayed movement, availability, infrastructure, weather, constraints, coverage and forecast layers. Every map view has a table equivalent.

Featured Investigations

deep decision products — they demonstrate Prophet's depth, they are not the whole platform

Today

top live changes · updated on load
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Global Prediction Map — Live
ACQUIRING SIGNAL FEEDS…
VESSELS TRACKED · 24H
AIRCRAFT LIVE · 15 MIN
PORTS & CHOKEPOINTS GEOFENCED
reference · prophet_core/geofences
SIGNAL BASELINE
now
DATA CLASSES LIVE INFERRED FORECAST ● AIRCRAFT▲ VESSELS ◆ CORRIDORS◎ QUAKES DELAYEDOFFICIALSTALE
ENERGY — GENERATION MIX BY COUNTRY

Electricity Grid

PARTIAL COVERAGE Live and near-live demand, generation, imports, prices, storage and transmission constraints from public grid operators.
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Internet Use

PARTIAL COVERAGE Internet activity, connectivity, outages, latency, routing changes and access restrictions from independent public measurement networks.
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Staple Food Prices

Meat · sugar · salt · eggs · milk · bread — country-month median market prices in USD.

TRAFFIC — MEASUREMENT SITES · UNDER DEVELOPMENT

Prediction Ledger

Every forecast Prophet has ever issued — open, revised and resolved. Nothing is deleted; revision chains are immutable.

StatusForecast questionDomainP(now)HistoryResolvesBrier

News Intelligence

Market-relevant headlines grouped by topic. Syndicated copies collapsed. Source shown on every item — Prophet discovers, it does not rewrite.

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Entity Explorer

Search by MMSI, IMO, vessel name, callsign, ICAO24, port, or country. Server-side — resolves exact identifiers first. Click a result to locate it on the map and see its latest state.

Public Track Record CONNECTING…

Rendered directly from the grading ledger, unedited — including the misses.

Sealed at issuance. Once Prophet makes a forecast, the original prediction is cryptographically sealed and chained to the one before it. It cannot be rewritten after the outcome is known, and a deleted prediction breaks the seal of every one that followed — you can check this yourself, below.

Resolved forecasts
awaiting ledger
Mean absolute error
graded vs stored criteria
Pinball loss (P50)
proper score for quantiles
Interval coverage
P10–P90 target ≈80%
Unresolvable
excluded from accuracy, counted

Reliability curve — forecast probability vs observed frequency

Rolling mean Brier score — 12 weeks

Why this page exists. Kpler, Windward, Dataminr and Recorded Future describe the world; none of them publish a graded forecasting record. Prophet.today stakes a scoreable probability on every call, grades it with an independent resolution service, and shows you the curve. If a model stops beating the baseline, this page says so before we do.
Signal ingestion → fusion → prediction → accountability
Honesty note. This page describes the target architecture. Components are labelled OPERATIONAL (running now, publicly checkable), PARTIAL / COLLECTING (running with a simpler implementation or still building history), or PLANNED (not yet built — an intention, not a claim). Where this page and Sources disagree, Sources is the truth.

1 · Source Mesh OPERATIONAL — 49 public sources + 2 observation agents PLANNED — licensed AIS tiers, 40k+ news outlets

Licensed AIS & aviation feeds, weather models, customs baselines, market quotes, 40k+ news outlets. Registry tracks rights, cadence, health, replay cursors. Browser never touches a provider.

2 · Event Platform PARTIAL — Postgres event log operational; Redpanda PLANNED

Validated, timestamped, deduplicated events on a replayable log (Redpanda). Envelope v2: provenance, freshness, confidence components, data class, lineage on every record.

3 · Fusion & Features PARTIAL — deterministic fusion operational; feature store PLANNED

Entity + geo resolution across domains. Point-in-time-correct feature store: port-call rates, reroute ratios, news velocity, weather anomalies, seasonality. No leakage, ever.

4 · Forecast Engine PARTIAL — baselines + LLM interpreter operational; ensembles PLANNED

Ensembles per domain & horizon: gradient boosting, structural models, grounded-LLM judge, analyst priors. Binary, quantile and categorical outputs — each with a baseline and ranked drivers. Abstains below coverage thresholds.

5 · Resolution & Calibration COLLECTING — resolver live, 0 resolved (28-day baseline building)

Independent service grades every forecast against its stored criteria (separation of duties). Weekly calibration reports publish Brier, reliability and skill — unedited — to this dashboard and the public site.

Connector Health

Run the platform to see live connector status here — every source with its health, last success and detail.

Coverage Calendar zero activity ≠ missing data — only complete days are graded or scored

The per-zone, per-day collector coverage grid appears here when the platform is running. Green = complete day (≥85% coverage, a 0 is a real 0) · orange = partial (outcome unknown) · empty = collector was not listening.

Delivery

Web / PWA OPERATIONAL

Map-first dashboard, country & item workspaces, watchlists, probability-threshold alerts.

API & Streams PARTIAL — REST operational; WebSocket PLANNED

Typed REST + WebSocket. Every response carries as_of, freshness, coverage, confidence, data class, source refs.

Agents / MCP OPERATIONAL — Supply Reality Engine + two observation agents

Grounded AI briefs citing visible source records, exposing uncertainty and conflicting evidence.

Governance OPERATIONAL — rights class on every source; agent registries default-deny

Model registry, champion/challenger promotion gates, drift demotion, full audit. Decision support — not financial advice.

Availability

What is actually available — physical, commercial, exportable, deliverable, in-transit, restricted or committed — never one blended number. Every answer names what remains unknown.

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Evidence

Prophet's answers are grounded in visible source records. The Evidence Mesh corroborates figures across independent sources and surfaces disagreement rather than averaging it away. Use News and Entity Explorer (below) to trace the trail.

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Sources

Every connector Prophet draws on — its access class, authority, coverage and license, plus separate connection-health and data-freshness states. A source can be reachable yet publishing old data; both are shown.

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Connector Control Center · operator only

Full connector status incl. masked credential state (SET / MISSING, never the secret), configured flag, quota and freshness. Requires an administrator session.

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Disclaimer & Terms of Use

Publisher. Prophet.today is published by Airport51 Inc — www.airport51.ai — © 2026. All rights reserved.

No rights derived. All information, data, signals, scores and forecasts on this platform are provided “as is” and “as available”, for general informational and decision-support purposes only. No rights of any kind can be derived from anything shown on or produced by this platform.

Not advice. Nothing on this platform constitutes financial, investment, trading, legal, tax or other professional advice, nor an offer or solicitation of any kind. Consult qualified professionals before acting.

Forecasts can be wrong. Forecasts are probabilistic estimates with stated uncertainty bands. They will sometimes be wrong — our public track record exists precisely to measure that. Past accuracy is no guarantee of future results.

Third-party data. Data originates from public and licensed third-party sources (incl. AIS/ADS-B networks, IMF, WFP, EIA, FRED, GDELT, news publishers and others), each with its own coverage limits, delays and errors. Labels such as LIVE, OFFICIAL, INFERRED and FORECAST describe data status, not certainty. Third-party names and data remain the property of their respective owners.

Liability. To the maximum extent permitted by law, Airport51 Inc and its affiliates accept no liability whatsoever for any loss or damage arising from use of, reliance on, or inability to use this platform.

Acceptance. By using this platform you accept these terms.

This summary is not a substitute for full legal terms drafted by counsel.