Collibra unveils three new capabilities—Maestro, Live Map, and Guardian Agents with Agent Contracts—to reduce the ‘hallucination tax’ and scale governance as organizations deploy AI across the enterprise.

Maestro is built on the Collibra Knowledge Graph and includes Maestro Studio for configuring agents, plus Maestro Assistant, a chat interface for end users.

AIUC-1 certification is integrated into the suite, with AI Command Center now offering an out-of-the-box AIUC-1 assessment to evaluate alignment against the standard and identify gaps.

Guardian Agents with Agent Contracts extend governance to a fleet of AI agents, using runtime supervision and machine-readable contracts to intervene when agents stray from defined boundaries.

Collibra positions itself as the enterprise AI control plane, serving thousands of customers and overseeing billions of assets, with recognition from industry analysts.

Live Map provides a context graph of an organization’s knowledge across documents to enable efficient agentic retrieval from curated unstructured content, reducing the need to re-derive relationships for every query.

Maestro Assistant is AIUC-1 certified for security, safety, and reliability, making Collibra the first data and AI governance company to certify an agent to this standard.

The capabilities are framed as foundational for scaling from a handful of agents to a fleet of thousands, covering governance, context, and runtime controls across both Collibra-native and external agents.

A Harris Poll report for Collibra notes that 76% of data and AI decision-makers hit roadblocks moving agents from pilot to production, highlighting the scale challenge these tools aim to address.

Availability: Maestro is now in Public Preview (Maestro Studio and Maestro Assistant); Agent Contracts and Guardian Agents will arrive in October via the AI Command Center, with live demos planned at the Collibra AI Summit in New York and London, and Live Map opening to design partners this quarter.

Maestro enables governance teams to build no-code agents with built-in governance, dramatically shortening deployment time through Maestro Studio and enabling natural-language interactions via Maestro Assistant.