About DataVibe

We built a safety layer for AI that calls customers.

Probabilistic AI is being deployed inside revenue and support workflows faster than governance can catch up. AI SDRs invent prices. Support agents hallucinate guarantees. Internal agents take tool actions no human approved. We built DataVibe to be the deterministic gate that stops these payloads before they reach a customer.

Founder note

AI is sending emails, making calls, taking actions. Nobody is watching.

DataVibe started as a reliability platform for fintech teams running automated outbound. While working closely with operators, one pattern kept emerging: their most expensive failures were not bad data — they were AI-generated messages reaching real customers with no human review, no policy check, and no audit trail. An SDR agent inventing a price. A support bot guaranteeing a refund it couldn't honor. An internal agent taking a payment action no one had approved. The automation was working. The AI output layer was ungoverned.

We recognized that was the real problem — and the bigger market. In 2026 Q1 we made a deliberate decision to build the runtime safety layer that sits between AI and the outside world: a deterministic policy engine, a human approval queue, and a tamper-evident audit chain. That is DataVibe today. Every AI-generated outbound action passes through it before it reaches a customer.

— Kshitij Bhatt, Founder

What we believe

• Probabilistic systems should not be allowed to take deterministic actions without a deterministic check.
• Humans should be in the loop for any payload that touches a customer, until trust is earned per action type.
• Every AI-generated outbound should leave an immutable audit row — no exceptions.
• Enterprise governance should not require giving up developer velocity. A single API call beats a portal.

Vision

In five years, every AI-generated outbound action — emails, replies, tool calls, code commits, payment authorizations — will pass through a policy + approval gate before execution. DataVibe is building that gate.