Should Atlan reposition from a data catalogue to the context layer for AI agents, and how?

Introduction

Atlan began as a data catalogue and "collaborative workspace for data teams", then positioned itself around active metadata and a control plane for data and AI governance. In 2025 and 2026 its messaging shifted again, toward being the "context layer" for AI: the place where AI agents get the business meaning, lineage, quality signals and permissions they need to give trustworthy answers. It launched an MCP server, an app framework with partners in August 2025, context agents that enrich metadata automatically, and, at its Activate 2026 launch event, products described as Context Studio and AI data stewards.

The question: should Atlan reposition from "data catalogue" to "the context layer for AI agents", and if so, how? This is a positioning and product strategy question with real risk. Repositioning can open a large new market, but it can also confuse existing buyers and pull resources from the core product that pays the bills.

Key business objectives:

1. Grow faster by capturing AI budgets, not just data governance budgets.
2. Keep the existing customer base and their trust.
3. Differentiate from bundled catalogues and from new AI-native context startups.

Step 1

Clarify the Strategic Goals (3-4 minutes)

• Is the goal to change the category Atlan competes in, or to extend the existing category?

Why it matters: A full repositioning changes buyers, pricing and messaging; an extension adds a new use case. Expected answer: Extend from governance to AI context, eventually leading with AI context in new deals. Impact on approach: A staged repositioning rather than a hard pivot.

• Who is the target buyer for "context layer"?

Expected answer: Chief data and AI officers, heads of AI platforms, plus existing data governance leaders. Impact on approach: Messaging must speak to AI builders and governance buyers together.

• What evidence do we have that customers buy this?

Expected answer: Early MCP usage and AI governance deals, plus vendor-reported accuracy gains, but limited revenue so far. Impact on approach: The strategy must include proof points.