BrainPredict Sourcing

Every AI output is verified across 6 independent validation layers — from schema integrity to regulatory compliance — before reaching your team.

5-level safety system running continuously: data validation (L1), model drift detection (L2), output safety gating (L3), compliance enforcement (L4), audit-trail sealing (L5).

5 model types vote on every prediction. The final output is the Shapley-weighted consensus — not a single model opinion — giving you superior accuracy and stability.

Every forecast includes a statistically-guaranteed confidence interval at 90% coverage. You always know how certain the AI is — no false precision.

Ask any question about your platform data in natural language. OTTO routes to the right expert model, verifies the answer, and returns a calibrated response — on every platform.

Every prediction, alert, and decision publishes a typed event to the IB v12. Other platforms subscribe and act — cross-platform cascade completes in under 500 ms.

A Mixture-of-Experts router activates the 8 most relevant specialist models for each query — sparse inference means maximum accuracy at minimum compute cost.

Every alert comes with a causal chain: what caused it, how strong the cause is, and what happens to other KPIs if you act. Counter-factual simulation before every major decision.

Before any recommendation reaches a human, it passes four independent validation layers — logical consistency, data freshness, regulatory alignment, and conflict detection.

Every model output, audit record, and event is sealed with NIST-approved post-quantum algorithms. Your data is protected against future quantum computing threats today.