Every answer quotes the facts it rests on: the sentence, who it came from, and when.
Each line of an answer points to a fact, and each fact points to the sentence it came from. Open any one and read it in its document.
every line of an answer is a fact you can open, with its source sentence, owner and date.
when the sources don’t settle the question, Quelvio declines and says so.
you see each source and how it stands, instead of an average of the two.
Larkspur Freight · Pricing
Illustration · sample data“What’s our current cap on volume discounts?”
Answer12% on new contracts, from 1 April 2026.
“From 1 April 2026, volume discounts are capped at 12% for all new contracts.”
Pricing policy v3 · §2, line 14
“Does the 12% cap apply to renewals?”
DeclineNot sure.
Pricing policy v3 covers new contracts only, and the only source on renewals is a Slack message, which isn’t a decision. Finance (Maya Okafor) owns this policy.
A fact’s history stays with it, in time order: what was said earlier, by whom, and when.
Pricing
Volume discounts on new contracts are capped at 12%.
Pricing policy v3 · §2, line 14 · Finance
Volume discounts of up to 15% may be offered.
Pricing policy v2 · 2025
“I think we can still go to 15% on renewals.”
#sales thread · Tom Reyes · 9 April 2026 · not a decision
pricing, a product, a process: every fact on it, with its sources and history.
a customer, a team, a policy: everything the sources say about it.
the topics and entities you care about surface first in your own search.
you decide what each repository holds and who can read it. Access is checked on every fact, for people and agents alike.
what Quelvio remembers about your own use, your questions, preferences and follows, is seen by you alone, and yours to pause, export or erase.
It reads the document sentence by sentence and writes down what it establishes as facts. Each fact keeps the sentence it came from, who it belongs to, and when it was stated and holds from. Facts that agree or disagree are linked, and facts are grouped by topic and entity.
Both stay visible, with how each one stands: who said it, when, and whether it is a decision. An answer shows the disagreement instead of picking a side silently, and declines when the sources don’t settle the question.
No. When no source settles a question, the answer says “not sure” instead of producing something plausible.
Yes. Every step is recorded, from the source sentence to the fact to the answer. Open the trace and replay it, including the reason for a decline.
You decide what each repository holds and who can read it. Access is checked on every fact, for people and agents alike.
The trust center sets out where documents, tokens and processing live.
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