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Posted on • Originally published at pagebolt.dev

Dataiku Just Added Visual Agent Governance. Here's the Open API Alternative

#dataiku #visualgovernance #agents #governance

Dataiku Just Added Visual Agent Governance. Here's the Open API Alternative

Dataiku just announced a new feature: visual, inspectable agent governance — letting enterprises see what their agents actually do on screen before deploying to production.

This is significant. It means enterprise demand for agent visibility is no longer theoretical. It's shipping in $100K+ platforms.

But here's the gap: Dataiku's feature is locked inside their platform. If you're not buying Dataiku (or if you're already bought-in to Claude, LangChain, or another agent framework), you can't use it.

That's where PageBolt comes in.

Why Enterprise Wants Visual Governance

Enterprises don't deploy agents blindly. They need to see: Does the agent navigate correctly? Does it fill forms right? Does it handle edge cases?

Dataiku's answer: build a visual governance layer inside their platform. Agents run, you see what they do, you approve or reject before production.

Enterprise departments that buy this feature are paying tens of thousands of dollars for visibility. They're saying: "We need to see agent behavior to govern it."

That's market validation.

The Problem: Platform Lock-In

Dataiku's visual governance solves the problem—for Dataiku customers only.

What about:

  • Teams using Claude agents via MCP
  • LangChain teams wanting compliance proof
  • Custom agent frameworks
  • Teams that just built their own agents

They're locked out. Dataiku isn't going to add governance to their agent framework.

The Alternative: Open API

PageBolt is visual governance as a service. Call an API, get a screenshot or video. No platform lock-in. No vendor dependency.

How it works:

Agent runs → PageBolt captures screenshot/video → Store with transaction ID → Show to governance team
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One API call. Works with any agent. Any framework. Any architecture.

Example:

# Your agent processes a refund
agent.process_refund(amount=100, account=user_id)

# Add visual governance
screenshot = pagebolt.capture_screenshot(url)
store_screenshot(transaction_id, screenshot)

# Governance team reviews: "Approved" or "Reject"
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Now you have visual proof. Same as Dataiku. Same capability. No platform.

Why This Matters

Dataiku's launch confirms what enterprises already know: agent governance = visual proof.

But enterprises also know: they don't want to be dependent on one platform for agent visibility.

PageBolt solves that. You keep your agent stack (Claude, LangChain, custom, whatever). You add PageBolt for governance visibility.

It's the same feature Dataiku charges $100K+ for. As an API. Free tier included.

Getting Started

PageBolt free tier: 100 requests/month. Perfect for:

  • Testing agent behavior before production
  • Governance review workflows
  • Compliance audit trails
  • Visual debugging

Add screenshots at the steps where governance matters. Store them with transaction IDs. Let your governance team review.

You get enterprise-grade agent visibility without enterprise-grade pricing.

Start building visual governance at https://pagebolt.dev/signup

Enterprise is buying visual agent governance. Dataiku just proved it. You don't need their platform to get it.

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