Capture and serve unified, real-time company memory to restore context across tools

Capture and serve unified, real-time company memory to restore context across tools targets a $10.0B = 200,000 organizations × $50K ACV (enterprise + mid-market knowledge infrastructure spend) total addressable market with medium saturation and a year-over-year growth rate of 12% YoY (enterprise knowledge management and search market growth, various industry reports like Gartner/Forrester indicate low-double-digit CAGR).

Key trends driving demand: Hybrid work — distributed teams create demand for persistent, searchable institutional memory so context follows people, not locations.; AI-driven retrieval — embeddings and RAG make accurate contextual answers possible, creating new product classes beyond static search.; Platform heterogeneity — companies use many SaaS tools, increasing demand for a vendor-agnostic layer that ties context together.; Data governance and privacy focus — enterprises need solutions that provide tenant isolation and retention controls, making compliance-first products more attractive..