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AI Output Governance Infrastructure for Enterprise

AI output governance infrastructure — gate, audit, and certify every AI action before dispatch.

Runtime policy gates, human oversight with 4-eyes separation, immutable dual-signed evidence, public certification, and Enterprise Shield indemnification — one infrastructure stack. The AI compliance co-signer when regulators ask for proof.

Intercepts before dispatch · Deterministic policy rules · Human approvals · Tamper-evident audit · Enterprise OIDC

Book a DemoInstall SDKEU AI Act readiness

Your AI generates an action → DataVibe runs deterministic policy rules → risky payloads pause for human review → only approved output dispatches → every step is sealed in an audit chain.

Why enterprises choose DataVibe

Runtime governance through legal defensibility — one stack.

Cloud vendors stop at detection. DataVibe continues into accountable oversight, immutable evidence, certification, and indemnification.

Runtime governance

Sub-100ms policy gate on every AI action — outbound email, agent tool calls, API responses, and multi-channel messages.

Gateway architecture →

Human oversight

Review queue with 4-eyes separation, SLA timers, and Slack or Teams approvals — Article 14 human oversight by design.

Governance model →

Immutable evidence

Governance config snapshots and dual-signed exports — regulators verify without contacting DataVibe.

Security & audit →

Certification

DataVibe Certified AI Governance — public verification URL and embeddable badge for your trust center.

Certification program →

Enterprise Shield

Financial indemnification when a governed output that cleared the gate triggers a regulatory enforcement action.

Indemnification →
Full platform overview →

August 2, 2026

EU AI Act: evidence-ready human oversight

Article 14 requires effective human oversight during operation. DataVibe provides the review queue, audit chain, and exportable evidence bundle regulators expect.

Article-by-article mapDownload compliance checklistAll templates

Use cases

Governance for agents, regulated outbound, and support automation.

Agentic AI governance

Checkpoint before every tool call, credit, or customer-facing action.

EU AI Act readiness

Article 14 human oversight before August 2, 2026.

AI SDR & outbound

Runtime guardrails for AI-generated email and sequences.

Support bots

Stop unsafe promises in automated customer replies.

Enterprise Shield

Cloud vendors detect violations. DataVibe stands behind governed verdicts with indemnification for valid claims.

How Shield works →

Public certification

Externally verifiable governance posture at datavibe.cc/verify — procurement shortcut, not a marketing badge.

Earn certification →

Illustration

See how interception works in milliseconds.

Scripted walkthrough of sample payloads and policy outcomes. For a live scan against the real engine, use the alpha playground; for bundle-level simulation, use the policy simulator.

Live governance scan →Policy bundle simulator →Integration guide

Intercepts before dispatch · Deterministic policy rules · Human approval queue · Tamper-evident audit trail · Slack & Teams approvals · Enterprise OIDC

How it works

From AI output to customer inbox in five steps.

01

Route to the Gate

Change your AI's send endpoint from Resend/SendGrid to /v1/gate/outbound.

02

Deterministic scan

Versioned rules run in under 100 ms: regex, denylist, claim detection, tone.

03

Branch

Safe payloads pass; risky payloads land in a human approval queue with severity context.

04

Dispatch

On approval, the gate dispatches via Resend, SendGrid, SMTP, or generic HTTPS.

05

Audit

Every decision and dispatch lands in a tamper-evident audit chain — exportable for SOC2, incident review, or procurement due diligence.

Integration

SDK-first — or raw HTTP when you need it.

Use @datavibe.cc/sdk or pip install datavibe for check() on any AI output. Prefer curl? POST to the Gate works the same way — scan, queue, dispatch on approval.

Before

resend.emails.send({
  from: "[email protected]",
  to: prospect.email,
  subject: aiGeneratedSubject,
  html: aiGeneratedBody,
  // No review.
  // No policy check.
  // Hallucinations ship.
})

After DataVibe

fetch("https://api.datavibe.cc/v1/gate/outbound", {
  method: "POST",
  headers: { Authorization: "Bearer dv_live_..." },
  body: JSON.stringify({
    recipient: prospect.email,
    subject: aiGeneratedSubject,
    body_html: aiGeneratedBody,
  }),
})
// Policy scan. Instant.
// Queued for human approval when risky.
// Dispatched only when you say so.
Read the SDK integration guide →

What is happening in production right now

Your AI is probably taking actions you would not approve.

  • An agent issues a customer credit without finance approval
  • A tool call exports a CRM record containing PHI to an unauthorized webhook
  • An AI SDR invents a discount your pricing team never approved
  • A generated email claims 'As seen in Forbes' when you have no such coverage
  • An AI support reply includes a customer's SSN in plaintext
  • A follow-up fires a prompt injection string from an adversarial upstream model
  • An AI outbound email asserts 'SOC 2 certified' when the audit hasn't closed

DataVibe intercepts all of this before it reaches a real inbox. Before it costs you a domain reputation, an enterprise deal, or a legal liability.

The problem

AI agents are shipping customer-facing claims without controls.

A model invents a discount, mentions a competitor in the wrong context, or sends a tone-deaf follow-up after a sensitive trigger. By the time you see it, the payload is already in a customer inbox. Observability is too late.

  • No policy gate on generated outbound.
  • No reviewer queue for risky payloads.
  • No audit trail when leadership asks what happened.

The solution

DataVibe is the deterministic interception layer for AI actions.

Observability tools record what went wrong after the payload reached the inbox. DataVibe acts before — intercepting every AI-generated action, running deterministic policy rules, queueing risky payloads for human review, and dispatching only what you explicitly approve.

  • Intercepts before dispatch — not after.
  • Deterministic policy enforcement, not probabilistic monitoring.
  • Human approval on every flagged payload.
  • Tamper-evident audit trail enterprise buyers require.

ROI

One hallucinated email can cost more than a year of DataVibe.

Cost of one shipped hallucination

$24k–$140k

Lost deal · domain reputation hit · legal review · internal incident time.

Cost of DataVibe (Pro)

$499 / month

Policy scan + approval queue + audit history on every outbound.

Break-even

~ 1 block / year

A single blocked hallucination pays for the platform many times over.

See customer outcomes →

Social proof

From the field

We work with teams governing agentic AI, regulated outbound, and customer-facing automation — runtime policy, human review, and audit evidence before anything reaches production. No vanity logos yet — ask us for a reference conversation after your demo.

Talk to us
KB

Kshitij Bhatt

Founder

Built DataVibe after watching probabilistic AI execution reach production without the policy gates enterprises expect.

Founder story

Security and trust

Encryption & audit logging

Data in transit and at rest protected; privileged actions and pipeline changes written to an audit trail.

VerifiedView details →

GDPR alignment

Data handling patterns designed for GDPR workflows.

Verified

Role-based access

Access is scoped to least privilege and audited actions.

Verified

DPA templates

Standard DPA and sub-processor materials for enterprise procurement; execute via [email protected].

VerifiedView details →

Frequently asked

Questions buyers ask before signing.

How is DataVibe different from free guardrail libraries?

Free guardrails (NeMo, LlamaGuard, Guardrails AI) prevent the first incident. DataVibe survives the audit after the second one. The difference: DataVibe is a named, independent third party in your audit trail, issues co-signed evidence exports that regulators can verify without contacting us, certifies your AI governance posture, and for Enterprise Shield customers, contributes toward regulatory fines and legal defense costs. No guardrail library does any of that.

What does 'compliance co-signer' mean in practice?

When a regulator asks 'how do you know your AI never sent PHI to an unauthorized recipient?', you hand them a DataVibe evidence export — cryptographically signed by both DataVibe and your own signing key — proving every message was scanned, what policy was in effect, and what human reviewed it. DataVibe's name is on that document. That's the co-sign.

Does DataVibe replace my existing email or messaging provider?

No. DataVibe sits between your AI and your delivery provider (Resend, SendGrid, Twilio, WhatsApp Business API, etc.). Your AI calls the DataVibe gate; DataVibe returns a verdict; your bot delivers through your existing channel credentials. DataVibe never holds your platform credentials.

How long does the policy scan take?

Deterministic scans run in under 50 ms. The gate never blocks the AI response path — it runs inline and fail-closes (any scanner exception becomes a BLOCK, never a silent pass-through). For live-chat channels with WARN-only violations, auto_remediate=true applies safer_alternative substitutions in <1ms and returns APPROVED immediately.

What channels does the gate support?

Email (v1 and v2), WhatsApp, Telegram, SMS, LinkedIn, and Slack via POST /v2/gate/outbound. Each channel has channel-specific rules (WhatsApp consent, SMS TCPA/CTIA keywords, LinkedIn ToS, Slack Connect policy) in addition to universal rules.

What is DataVibe Certified?

A certification issued to workspaces that have met six deterministic criteria: 90+ days of production gate traffic, zero unresolved BLOCK violations in 30 days, intact audit chain, custom governance policy authored, 95%+ SLA compliance, and legal hold infrastructure tested. Certified workspaces get a public verification URL (datavibe.cc/verify/cert_id) and an embeddable SVG badge for their trust center.

What about SOC 2 and DPA?

SOC 2 Type I audit in progress (target Q3 2026). Customer DPA available before signature (/legal/dpa). GDPR Art. 30 ROPA export available via the Compliance dashboard. Evidence packages are HMAC-signed and verifiable by third parties without DataVibe's cooperation.

Govern AI operations before the market converges on commodity guardrails.

Runtime gates, human oversight, immutable evidence, certification, and indemnification — one governance layer between your AI systems and business operations.

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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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