ATLAS Oracle — the honest forecasting engine

How it works

The AI is the codec. The math is the answer.

A language model never invents the result — it only translates your question into mathematics and the mathematics back into words.

1 · Encode

An LLM maps your question to the right quantitative instruments and fills their inputs from live real-world data.

2 · Compute

35+ deterministic methods run — Monte-Carlo, Bayes, game theory, extreme-value risk, Markov chains, Hawkes.

3 · Decode

An LLM explains the numbers with an honesty gate: proven vs guess, the key variable, and what would change the answer.

What it computes · one engine

Markets & prices — grain, oil, gas, gold, copper, uranium, crypto, FX, rates; bubble & tail-risk early warning

Geopolitics & security — event probability, consequences, optimal counter-moves, multi-actor conflict maps

Agriculture — Agro Oracle — optimal sowing & resource allocation, drought stress, food security

Epidemic surveillance — outbreak early-warning, spread scenarios, drug-repurposing hypotheses

Sport — match & tournament win probabilities, value bets, full-round forecasts

Corporate & resource — competitive game theory, supply-chain chokepoints, insurance tail risk, elections

Live demo

Tap a question — the engine picks the method, computes, and answers honestly.

Illustrative outputs shown for the web demo. The live engine runs the full computation on current data.

Why it's different

Real computation — a genuine quantitative core, not a prompt pretending to reason.
Self-calibration — the engine scores its own accuracy (Brier score) and reports it. A forecaster you can audit.
Honesty gate — every answer separates the provable from the guess and names the variable that flips it.
Grounded — pulls live real-world data, so inputs are facts, not fantasy.
One engine, many domains — the same mathematics serves finance, geopolitics, agriculture and health.

Built for capital & government

For banks & brokers on world markets: tail-risk and bubble-collapse early warning, calibrated price scenarios, edge sizing.

For the state: probability of regional events, their consequences, and optimal responses — decision support without the bluff.

Agro Oracle for optimal sowing and aid to the poorest nations — impact at national scale.

Get access

Request a demo or pilot

Kadirbekov Xamit — Founder & CEO · Kadirbekov Daniyal — Co-founder & CTO