Organize company-wide tool data into a real-time structured memory

Organize company-wide tool data into a real-time structured memory targets a $10.0B = 500K organizations (mid-market+enterprise) × $20K ACV average total addressable market with medium saturation and a year-over-year growth rate of 15-20% YoY (enterprise search, knowledge management and workflow automation growth per industry analyst signals, e.g., Gartner, Forrester).

Key trends driving demand: Tool sprawl and hybrid work — companies using more SaaS tools increases demand for consolidated context across systems.; Advances in RAG and vector search — improved model and embedding tooling make real-time, contextual recall accurate and cost-effective.; Security and compliance needs — enterprises require permissioning and provenance, creating opportunity for vendors who bake in governance.; Email and low-friction surfaces remain dominant — products that integrate via email/Slack see higher initial adoption rates..