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DataVibe applies named, explainable policy rules to completed output. Each finding includes a rule ID, severity, detail, reasoning, confidence, matched content, and mitigation.

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Enforcement

  • BLOCK: a hard stop. The submission is not queued or dispatched.
  • WARN: a reviewable finding that can route to the human queue.
  • Scanner exceptions fail closed instead of silently passing content.
  • Missing governance snapshots return 503; evaluation does not continue without an auditable configuration.
Deterministic rules use confidence 1.0. Heuristic findings use calibrated confidence and include an explanation.

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Explicit limitations

DataVibe does not claim:
  • General semantic truth verification
  • Guaranteed detection of novel or heavily obfuscated language
  • Automatic rewriting of risky copy
  • Guaranteed reviewer rejection of a warning
  • Full coverage for every language or jurisdiction
  • Synchronous LLM judgment on the gate path
Optional async grounding or semantic metadata is advisory and does not replace the deterministic synchronous verdict.
The core rule invariants are reproducibility, explainability, bounded behavior, and mechanical enforceability.
Last modified on July 23, 2026