Market Opportunity

Make project decisions queryable so AI coding sessions stay aligned targets a $3.12B = 26M professional developers x $120 ACV (light per-developer plan to embed decision records into AI workflows) total addressable market with medium saturation and a year-over-year growth rate of 15-25% (developer tooling and AI-assisted development adoption).

Key trends driving demand: IDE AI adoption -- growing daily usage of Copilot and ChatGPT in coding workflows increases demand for project-aware context.; Semantic code search and embeddings -- vector DBs and embeddings make linking natural language decisions to code practical and performant.; Developer productivity tooling -- teams are investing in tools that reduce onboarding and context-switching time, creating willingness to pay for efficiency gains..

Key competitors include Atlassian Confluence / Jira, Backstage (Spotify open-source), Sourcegraph, Notion / Obsidian (workarounds), GitHub Copilot / ChatGPT (adjacent AI assistants).

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Make project decisions queryable so AI coding sessions stay aligned

Executive Summary

Market Validation

Market Opportunity

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