PredIQ — Prediction Intelligence
An intelligence layer for thinking about the future.
Trusted data + human judgment + math + AI computation → calibrated beliefs under uncertainty.
PredIQ = Prediction + IQ.
> overview
PredIQ is not a single model, bot, or signal feed. It is an intelligence layer designed to think under uncertainty.
Predictions are rarely about certainty. They are about forming judgments when information is incomplete, noisy, or shifting.
- [DATA] raw reality feeds: on-chain flows, markets, sports telemetry.
- [HUMAN] domain expertise that selects what matters and filters noise.
- [MATH] probabilistic structure: weights, priors, belief updates, risk curves.
- [AI] multi-LLM computation that explores scenarios and stress-tests assumptions.
Together, these form PredIQ: a system that improves not by guessing better, but by thinking better over time.
[diagram] PredIQ Core Engine Architecture
> engine.overview
How PredIQ Thinks Under Uncertainty
PredIQ does not treat prediction as a single computation. It treats prediction as a thinking process.
Thinking, in PredIQ, means forming beliefs from incomplete evidence, testing those beliefs against alternative futures, and revising them as reality unfolds.
This mirrors how expert analysts think — they do not predict once; they update, challenge, and adapt.
PredIQ formalizes this thinking loop into a repeatable intelligence system.
$ thinking_loop
The PredIQ Thinking Loop:
Observe → Interpret → Model → Reason → Judge → Learn
- Observe — ingest raw signals from reality.
- Interpret — human judgment defines relevance and context.
- Model — mathematics turns signals into probabilistic beliefs.
- Reason — AI explores scenarios and stress-tests assumptions.
- Judge — structured predictions are formed with uncertainty attached.
- Learn — outcomes recalibrate future beliefs.
PredIQ does not output answers. It outputs judgments — beliefs with confidence and risk context.
> access.token
PredIQ operates with two access levels.
Essential IQ
Free access designed for exploration and orientation. Provides high-level predictions with limited depth and scope.
Elite IQ
Unlocks full prediction intelligence. Includes deeper belief models, richer uncertainty metrics, scenario reasoning, and access across multiple domains.
Activation:
- Elite IQ is activated by burning PredIQ tokens for time-limited access, or holding PredIQ above a defined threshold for continuous access.
Mechanics:
- • Token usage directly aligns system demand with cost.
- • A portion of burned tokens reduces total supply, while the remainder contributes to an internal intelligence pool.
- • Only active participants who stake tokens are eligible for rewards.
[diagram] Access & Token Mechanics
> research.paper
PredIQ is grounded in probabilistic reasoning, human-AI interaction, and modern uncertainty-aware machine learning.
The paper describes the thinking framework, belief-centric model, scenario reasoning, and system limitations.
PredIQ — An Intelligence Layer for Cross-Domain Prediction Under Uncertainty
Date: November 25, 2025
> download pdf