> ## 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.

# The pre-send gate

> Understand where DataVibe belongs in an AI outbound workflow.

DataVibe evaluates completed output at the last controllable point before it
reaches a customer:

```text theme={null}
LLM / Clay drafts copy → DataVibe gate → Proceed · Blocked · Review → Sequencer / CRM / inbox
```

This placement gives the gate the exact payload that would be sent, including
merged fields and structured source evidence.

## 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.

## 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.
