Local-First AI Assistant (Fact-Checked)

Users distrust AI chatbots that hallucinate. Amanuensis is a local-first AI persona that grounds responses in user-provided documents and sources, eliminating fabricated facts. Target users are researchers, students, and professionals who need reliable AI assistance.

Retrieval-augmented generation anxiety is real right now — enterprise and academic adoption of LLMs is stalling specifically because of hallucination liability, and the "local-first" angle taps into a parallel surge in privacy-conscious tooling following several high-profile data leak scandals tied to cloud AI services. The closest substitute is Obsidian paired with a local LLM plugin like Smart Connections, which a meaningful slice of the target audience already uses for free. The $2k–8k/mo revenue band is plausible but only with a prosumer or team pricing model — individual researchers are notoriously price-sensitive and unlikely to sustain it at solo-user tiers. The biggest risk is that Notion AI, Microsoft Copilot, and Google's Gemini integrations are all rapidly adding document-grounding features, which collapses the core differentiator before a small team can reach meaningful retention.