Market Opportunity

AI-powered, privacy-first document editing in-browser — no backend targets a $30.0B = 300M knowledge workers x $100/yr avg spend on doc-AI tooling and productivity add-ons total addressable market with medium saturation and a year-over-year growth rate of 18% (AI-infused productivity and SaaS growth).

Key trends driving demand: On-device inference -- browser runtimes (WASM/TF.js/ONNX) enable private, offline AI experiences that avoid API costs.; Privacy-first SaaS -- increasing user and regulatory demand for tools that do not upload sensitive documents to servers.; Micro-SaaS and no-code growth -- small independent tools with a focused use-case are gaining traction via social/indie channels.; Shift to specialization -- users prefer single-purpose, high-UX tools for specific doc workflows vs. monolithic suites..

Key competitors include Google Workspace (Docs), Notion AI (Notion Labs), ChatGPT / OpenAI (prompt-based workflows), TextMechanic / small web utilities (workarounds).

AI-powered, privacy-first document editing in-browser — no backend

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Market Validation

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