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DATA & SOURCES

Every conclusion needs provenance.

BetStudio separates what was observed, what was calculated, what an agent inferred and what the interface explains.

Four evidence layers

  1. Observed facts: fixtures, availability, events, prices and timestamps.
  2. Derived evidence: deterministic transformations, comparisons and freshness checks.
  3. Agent judgments: bounded interpretations with confidence and limitations.
  4. Explanations: user-facing language generated from the structured record.

Freshness and disagreement

Each material input should retain source, observed time and expiry rules. Conflicting sources are not silently averaged: the Data Quality or Contradiction specialist can downgrade confidence, request another check or block the Entry Gate.

Current concept release

All sporting events, prices, sources and performance figures in BetStudio 2.3.1 are fictional demo inputs. Real provider names will be disclosed only when licensing, integration and reliability checks are complete.