Same promise. Different physics.
Cloud workspaces, enterprise search and wiki tools all promise your company one memory. Only one keeps that memory on your machines — mapped, metered and open to every AI app you use.
Fleece AI Brain is the local-first alternative to cloud knowledge tools: your company's knowledge lives as plain Markdown and SQLite on your own machines, syncs in from 20 tools, serves every MCP-compatible AI app, and shows what each AI agent does and costs. These pages compare it, criterion by criterion, with the tools teams usually shortlist.
Fleece AI Brain vs Notion
Cloud workspace vs local-first AI memory — where should company knowledge live?
→Fleece AI Brain vs Obsidian
Same .md files, same local-first values — plus connectors, AI and team access. Keep your vault, add a brain.
→Fleece AI Brain vs Glean
Enterprise search rollout in a vendor cloud vs local-first AI memory you set up in minutes.
→Fleece AI Brain vs Guru
Verified cards in the cloud for people vs open files your AI agents actually read.
→Compare on your own knowledge.
Import your tools during the trial and judge the answers, not the brochures.