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Solutions · Agentic AI governance

Governance for AI that acts,
not just AI that writes.

Your agents send messages, update records, issue credits, and book meetings — without waiting for a human to review each output. DataVibe puts a governance checkpoint before every action. Not a code-level validator. A gateway: policy evaluation, human review queue, immutable audit trail — before the tool call fires.

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Why agentic AI changes the governance equation

Agents don't ask for permission

Traditional AI systems wait for a human to review output. Agents act. A sales agent that hallucinates a discount and writes it to your CRM or fires it into a chat doesn't wait for approval — DataVibe intercepts the action before it executes.

Tool calls have real consequences

Sending a message, updating a record, issuing a credit, or booking a meeting are irreversible. Blocking a harmful action before the tool fires is orders of magnitude cheaper than unwinding it after.

Agents generate audit surface

Every agentic action that touches a customer is a compliance event. DataVibe creates the immutable record — which agent, which action, which policy version evaluated it, who reviewed it — before regulators ask.

Human oversight for autonomous decisions

EU AI Act Article 14 requires human oversight for high-risk AI. DataVibe's HITL queue is the oversight mechanism — WARN-severity agent actions pause for human approval before execution.

How it works

Agent generates action payload
↓
DataVibe gate: policy_engine.scan(payload, content_type="agent_action")
↓
BLOCK: action is cancelled — agent receives policy violation reason
REVIEW_REQUIRED: agent is paused — human approves/rejects in the queue
SAFE: action proceeds — audit record written
↓
Immutable audit log: agent_id, tool_name, session_id, policy snapshot, verdict, reviewer

LangChain integration (wrapTool)

Wrap any LangChain tool with a governance check. The tool executes normally — DataVibe intercepts the output before it reaches the caller.

import { DataVibeClient } from "@datavibe.cc/sdk";
import { wrapTool } from "@datavibe.cc/sdk/integrations";

const dv = new DataVibeClient({ apiKey: process.env.DATAVIBE_API_KEY });

// Wrap any agent tool — governance fires before the action reaches the customer
const guardedSendMessage = wrapTool(dv, sendMessageTool, {
  contentType: "agent_action",   // ← tells DataVibe this is an agentic action
  sourceModel: "claude-sonnet-4-6",
  onBlocked: (verdict) =>
    `Action blocked: ${verdict.violations[0]?.rule}`,
  onReviewRequired: (verdict) =>
    `Escalated to human review — track at ${verdict.review_url}`,
});

// Agent uses the guarded tool — governance is transparent to the agent
const result = await agent.invoke({ tools: [guardedSendMessage] });

Direct SDK (any agent framework)

Works with CrewAI, AutoGen, OpenAI Assistants, or any custom agent loop. One dv.check() call before the tool fires.

import { createGate } from "@datavibe.cc/sdk";

const gate = createGate(process.env.DATAVIBE_API_KEY!);

// Before any agent takes an action, check it
const verdict = await gate.check({
  content: agentGeneratedMessage,
  contentType: "agent_action",
  context: {
    agent_id: "customer-service-agent-v2",
    session_id: sessionId,
    tool_name: "send_whatsapp_message",
  },
});

if (verdict.verdict === "blocked") {
  // Hard stop — do not execute the tool call
  agent.rejectAction(verdict.violations[0]?.rule);
} else if (verdict.verdict === "review_required") {
  // Pause the agent — a human must approve before it continues
  agent.pauseForReview(verdict.review_url);
} else {
  // "safe" — proceed
  await sendWhatsappMessage(agentGeneratedMessage);
}

What DataVibe catches in agentic outputs

  • Hallucinated pricing, discount, or guarantee claims before they reach a customer.
  • PHI / PII disclosure (SSN, credit card, medical identifiers) — redacted before storage.
  • Prompt-injection attempts embedded in tool inputs trying to hijack the agent.
  • Unauthorized financial advice (FINRA/SEC), medical advice (HIPAA), or employment language (EEOC).
  • Competitor disparagement or unsanctioned comparative claims.
  • Outputs that exceed workspace policy ceilings (deal values, credit amounts, authorization ranges).

80% of companies have agents taking actions. 21% have governance.

DataVibe is the governance layer for the gap. One API call between your agent and every action it takes.

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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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