Liminary
Ground your AI in saved knowledge as you work
Liminary launched on May 13, 2026 with 146 votes, #184 of 20,538 launches that month and more than 95% of that year's launches.
In plain words
Liminary is an AI tool that centralizes saved knowledge and makes it accessible across writing, meetings, and research. It automatically surfaces relevant information and citations as users work, helping professionals and small teams ground their work in verified sources rather than starting from scratch. The tool integrates with existing workflows through a Chrome extension and functions as a meeting assistant that proactively retrieves pertinent context when needed.
written from the facts on this page · October 2026
From the sources
Liminary turns everything you’ve saved into working memory for AI. Unlike chatbots, meeting tools, or project-based notebooks, it gives your knowledge one shared memory across writing, meetings, and research. It surfaces relevant context automatically as you work, helping expert knowledge workers reuse their best thinking, avoid starting from scratch, and produce source-grounded work with traceable citations.
Drowning in tabs, chats, and scattered files? Liminary saves from anywhere and proactively resurfaces in while you write and in meetings. Liminary handles your context and memory for all your and your agent
Liminary is AI for professionals and small teams making high-stakes recommendations grounded in real research. A meeting sidekick that pulls in the right information at the right time, proactively. A meeting sidekick that pulls in the right information at the right time, proactively. L i m i n a r y s u r f a c e s w h a t ' s r e l e v a n t b e f o r e y o u h a v e t o s e a r c h f o r i t . You're expected to have the correct answers. When you put a number in a report or a claim, it needs to be right. Liminary is 3.4X more accurate than ChatGPT at retrieving the right answer across your internal and external sources. Every insight traces back to a source. Every source is one click…from liminary.io
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