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Introducing DataVibe: the AI execution security gateway

Kshitij Bhatt, Founder · March 28, 2026 · 4 min read

We're repositioning DataVibe as the runtime safety layer between AI and the customer. Here is what the platform does and why the pivot was necessary.


We're repositioning DataVibe as the runtime safety layer between AI and the customer. Here is what the platform does, why we built it this way, and why the pivot from our original direction was necessary.

The problem we kept seeing

When we talked to engineering teams building AI-powered products in 2024, we heard the same pattern: "We added an AI SDR / support bot / proposal generator. It mostly works great. But occasionally it says something it shouldn't — and by the time we find out, it's already in a customer's inbox."

The gap we found: Every AI safety tool we evaluated either ran before the LLM call (prompt guards) or after dispatch (observability). Nobody was sitting at the output-dispatch boundary — the one place where you can actually stop a bad output from reaching a customer.

What DataVibe is

DataVibe is an AI execution security gateway. It sits between your AI system's output and the external party receiving it. Every AI-generated payload passes through the gate before dispatch. The gate evaluates the payload against a deterministic policy engine. The verdict: PASS (dispatch), WARN (route to human review), or BLOCK (reject). Every decision is written to a tamper-evident audit chain.

What DataVibe is not

  • Not an LLM wrapper: DataVibe doesn't touch your LLM API call. Your API key stays in your infrastructure.
  • Not an observability tool: Observability shows you what happened. DataVibe prevents what happens. Retrospective vs preventive.
  • Not a prompt guard: Prompt guards check inputs. DataVibe checks outputs — where hallucination happens.
// Integration in 3 lines
const result = await datavibe.intercept({
  recipient: customer.email,
  body_html: aiGeneratedEmail,
  source_model: "claude-sonnet-4-6",
});
// result.status: "SENT" | "QUEUED" | "BLOCKED"
// result.review_url — link to approval queue if QUEUED

<30 min

Integration time

<500ms

p99 gate latency

99.9%

Monthly uptime SLA

Free

1K actions/mo to start

See DataVibe in action

30-minute live walkthrough: policy engine, approval queue, audit chain.

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See the gateway in action

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DataVibe

DataVibe is AI output governance infrastructure — the layer between AI systems and business operations. Runtime policy gates, human oversight, immutable evidence, public certification, and Enterprise Shield indemnification for valid claims.

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