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Your documents now answer back — with citations

JJamesJuly 25, 2026

Uploading a document used to mean you still had to point the assistant at it every time. As of today, anything in a Space's Knowledge is searched automatically — and answers come back with the source attached.

one-chat.app — it builds things

Turn that into a budget I can play with.

Done — live budget on the right. Drag any number.
Japan · Aprillive
Flights$1,840
Hotels$1,310
Food + fun$900
Total $4,050 · under budget
Documents and spreadsheets build live beside the chat.

Ask, don't attach

Add your PDFs, notes and reports to a Space's Knowledge once. From then on, when a question is answerable from those documents, the assistant pulls the relevant passages on its own and answers from them — no re-attaching, no "please read this file first."

Every answer shows its source

An AI answer you can't check is just a confident guess. So when a reply draws on your documents, it tells you which one — click through and verify. That's the difference between a plausible answer and one you can act on.

Watch it index

When you add a document, you'll see its status move from Indexing to Indexed (or Failed, if something's wrong with the file) — so you always know what the assistant can actually draw on, rather than wondering whether an upload "took."

Where it lives

Knowledge is per-Space, so a client's documents stay in the client's Space and never surface in your personal chats. Combined with that Space's memory and connected apps, the assistant answers with the full picture of that project — grounded in your material, with the receipts.

Try it yourself

Every model, one memory, and agents that work the way you do.

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