Liminary
AI research memory for consultants and small teams that saves sources and surfaces relevant past work with citations.
What it does
Liminary is an AI knowledge tool for professionals who make high-stakes, research-backed recommendations. It saves articles, PDFs, reports and AI chats, lets users annotate them, then recalls relevant past work and cites every source, positioning itself as more accurate than general chatbots at retrieval.
Core features
One-click saving of articles, PDFs and AI chats
Source-cited answers across your saved material
Recall of relevant past work and projects
Watchlists that monitor topics for new info
Annotation and note-taking while researching
Magnet meeting assistant
Best for
→Recall prior research during new engagements
→Fact-check claims against saved sources
→Monitor clients or topics for updates
→Build on accumulated personal research
Toolspool rankingby monthly traffic