Manage markdown-based specs for developer teams with AI-enabled workflows

Manage markdown-based specs for developer teams with AI-enabled workflows targets a $4.8B = 1.6M engineering teams × $3K ACV total addressable market with medium saturation and a year-over-year growth rate of 12% YoY — developer tooling and internal platform spend have grown steadily with increased adoption of AI and platform engineering (sources: Stack Overflow developer trends and industry analyst reports).

Key trends driving demand: AI agents are turning plain-text artifacts into executable interfaces, increasing demand for canonical, machine-readable docs that agents can act on.; Git-first tooling and integration preferences among dev teams are driving demand for solutions that work inside repositories and CI workflows.; Open-source + hosted hybrid models accelerate adoption because they lower friction for teams to try while enabling monetization through hosted features and support.; Shift-left testing and contract-first development are encouraging teams to treat specs as living artifacts that must be validated automatically..