> ## Documentation Index
> Fetch the complete documentation index at: https://docs.datavibe.cc/llms.txt
> Use this file to discover all available pages before exploring further.

# Revenue integrity

> Cross-check outbound claims against structured RevOps evidence before dispatch.

Pass structured evidence with send-bound copy to catch deterministic mismatches
before they contaminate a campaign or CRM workflow.

## Production coverage

* Stale acquisition, funding, or promotion claims
* Rumour or unverified evidence framed as confirmed fact
* Unsupported pricing, discount, performance, or ROI language
* Audit of planned CRM consequences

```json theme={null}
{
  "metadata": {
    "source_records": [
      {
        "entity": "Acme Corp",
        "event_type": "funding",
        "funded_at": "2024-02-01T00:00:00Z",
        "evidence_tier": "verified",
        "source_url": "https://example.com/source"
      }
    ],
    "planned_crm_actions": [
      {
        "system": "hubspot",
        "action": "enroll_sequence",
        "sequence_id": "seq-42"
      }
    ]
  }
}
```

DataVibe compares the outbound language to the supplied source dates and
evidence tiers. It is a control layer, not the system of record for CRM truth.

<Warning>
  Structured evidence improves deterministic checks; it does not turn the gate
  into a general factual truth engine.
</Warning>