What is Merlin by Encord?

Merlin is an agentic intelligence layer designed to sit atop Encordโ€™s multimodal data platform. Instead of navigating complex UIs, teams manage their entire AI data infrastructure through a conversational interface. It functions as an intelligent agent that understands natural language prompts to perform tasks like project setup, metric extraction, and identifying model coverage gaps.

Why Founders Need It

The biggest bottleneck in AI development is no longer just model trainingโ€”it is data curation and management. For founders scaling AI products, Merlin drastically reduces the time spent on data operations. By shifting management to a conversational agent, technical teams can focus on iterating on model performance rather than manually tagging, querying, or organizing massive datasets.

How It Works

  • Conversational Queries: Use natural language to ask questions like ‘What are the performance gaps in my autonomous driving dataset?’
  • Automated Setup: Spin up new data projects and pipelines via text prompts.
  • Workflow Integration: Access the platform directly within environments like MCP, Claude, and Codex.

Pricing & Integrations

Merlin is part of the broader Encord ecosystem, which follows a tiered model ranging from Starter and Team to Enterprise for large-scale production needs. It integrates natively with the Encord stack, with expanded support for tools like Slack currently in development.

Versus Alternatives

While traditional data annotation platforms require heavy manual UI interaction, Merlinโ€™s agentic approach provides an abstraction layer that accelerates the ‘human-in-the-loop’ cycle. Unlike generic AI coding assistants, Merlin is purpose-built for the unique challenges of vision and multimodal data infrastructure.