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DataVibe evaluates completed output at the last controllable point before it reaches a customer:
This placement gives the gate the exact payload that would be sent, including merged fields and structured source evidence.

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What DataVibe does

  • Applies deterministic policy rules and workspace scanners.
  • Hard-blocks mechanically enforceable violations.
  • Routes reviewable findings to a human queue.
  • Binds each persisted decision to an immutable policy snapshot.
  • Records an audit trail for the submission and reviewer decision.

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What DataVibe does not do

  • It does not modify the LLM prompt.
  • It does not rewrite outbound copy automatically.
  • It does not guarantee semantic truth.
  • It is not your CRM or sequencer.
  • It does not call an LLM synchronously on the gate path.
Last modified on July 23, 2026