Product StrategyEmerging Pattern

Build the context layer for AI tools rather than another AI tool itself

When an ecosystem of AI tools is exploding, build the infrastructure that makes all of them work better rather than competing as another tool. The documentation/context input layer has unique defensibility because it integrates with every tool in the ecosystem.

When to use

When many AI tools are emerging in a category and all suffer from the same input quality problem

Don't do this

Building yet another AI coding assistant that competes directly with well-funded tools like Cursor, Copilot, or Claude Code

1 Founder Who Did This

1
CodeGuideby CJ Zafir

Instead of building another AI code generator, built the documentation layer that feeds context to Cursor, Claude Code, Lovable, Replit, Bolt, v0, Windsurf, and GitHub Copilot

Result:Became essential infrastructure for 41,000+ developers across 9+ AI coding platforms, reaching 7-figure revenue trajectory
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