Skip to content

No confident lies.

Every answer quotes its source.

Request early access
Sample
  1. Claude Code → query_knowledge← 12%
  2. Codex → query_knowledge← Not sure.
  3. your agent → query_knowledge← 12%
  4. Cursor → query_knowledge← 12%

What's our current cap on volume discounts?

12% on new contracts, from 1 April 2026.

“From 1 April 2026, volume discounts are capped at 12% for all new contracts.”

Pricing policy v3 · approved by the CFO

Not sure.

Pricing policy v3 covers new contracts only, and the only word on renewals is a Slack message, which isn't a decision.

Up to 15%, under Pricing policy v2 (2025).

“Volume discounts of up to 15% may be offered.”

Pricing policy v3 replaced it from 1 April 2026.

Pricing policy v2

→ query_knowledge

{ "query": "What's our current cap on volume discounts?", "mode": "standard" }

← 12% on new contracts, from 1 April 2026. [1]

Sources

[1] Pricing policy v3 · approved by the CFO

"From 1 April 2026, volume discounts are capped at 12% for all new contracts."

Coverage: expert · Mode: standard · Retrieval: hybrid

{ "query_id": "<query-id>", "coverage": "expert", "retrieval_mode": "hybrid", "truncated": false, … }

→ query_knowledge

{ "query": "What was the cap before April?", "mode": "standard" }

← Up to 15%, under Pricing policy v2 (2025). [1] Pricing policy v3 replaced it from 1 April 2026.

Sources

[1] Pricing policy v2 (2025)

"Volume discounts of up to 15% may be offered."

Coverage: expert · Mode: standard · Retrieval: hybrid

{ "query_id": "<query-id>", "coverage": "expert", "retrieval_mode": "hybrid", "truncated": false, … }

Connect your agent MCP

One-line install

claude mcp add quelvio --transport http https://mcp.quelvio.com/http

MCP server

https://mcp.quelvio.com/http

llms.txt

https://quelvio.com/llms.txt

Every answer shows its source.

Each answer is built from facts. Each fact keeps the sentence it came from, who said it, and when.

Sample data
TraceDoes it apply to renewals?
  1. Question received
  2. Facts found3 facts on Topic: Pricing
  3. Sources checkedPricing policy v3 (approved) · #sales thread (not a decision)
  4. Coverageno approved source mentions renewals
  5. Decideddecline (“Not sure.”)

“From 1 April 2026, volume discounts are capped at 12% for all new contracts.”

Finance · Maya Okafor, CFO · 4 March 2026

Recall isn’t correctness.

Search and agent memory are built to find something relevant. They can’t tell which of three memos is current, who approved it, or that last week’s thread reversed it. A person fills that gap from experience. An agent can’t, so it acts on whatever it found first.

  • Relevant isn’t current.

    Last year’s pricing policy still matches the question.

  • Newer isn’t approved.

    A fresh Slack message isn’t a decision.

  • An answer isn’t always right.

    When the sources disagree, the honest answer says so.

Memory your agents can be held to.

At the start of a session, an agent asks Quelvio what it should know. At the end, Quelvio checks what’s worth keeping. Nothing is kept silently: stewards see, correct, share and erase what agents remember.

  • Session start

    the facts and earlier decisions that matter for the task, with sources.

  • Session end

    what the agent learned is checked before it is kept, never written in silently.

  • Stewards

    see what each agent remembers, share it between agents, correct, forget or erase it.

  • MCP server and hooks

    for Claude Code and other agents.

Illustration · sample data
Session startagent: renewals-assistant

Agent asks

“What should I know for the Brightwater renewal?”

Quelvio returns · 3 facts with sources

  1. Volume discounts on new contracts are capped at 12%.Pricing policy v3 · §2, line 14
  2. Brightwater contract ends 30 June 2026.Brightwater contract
  3. Renewals owner is Finance.Pricing policy v3
Session end

Kept from this session · 1

“Brightwater asked for a 2-year term”

From this session · 12 May 2026

Kept · its stewards can correct, forget or erase it

Quelvio for AI agents

Answers that quote, and know when to stop.

Ask a question and get an answer built from facts, each quoted with its source. When the sources disagree or say nothing, Quelvio says so instead of guessing.

  • Search and answers

    across your repositories.

  • Topics and entities

    everything known about a customer, a policy or a project, together.

  • Personal memory that’s yours

    your questions and preferences, seen only by you, yours to pause, export or erase.

TopicIllustration · sample data

Pricing

3facts
1earlier
1questioned
EntitiesLarkspur FreightFinance
  1. Current

    Volume discounts on new contracts are capped at 12%.

    Pricing policy v3 · §2, line 14 · Finance

  2. Earlier

    Volume discounts of up to 15% may be offered.

    Pricing policy v2 · 2025

  3. Questioned

    “I think we can still go to 15% on renewals.”

    #sales thread · Tom Reyes · 9 April 2026 · not a decision

Stored in your own cloud.

On every plan, your content is stored only in your own storage. During setup, before you connect it, Quelvio keeps what it reads from your public website, your setup answers and corrections, and the first answer until you connect your storage, at most 14 days, then moves them there and deletes them here; backup copies are cleared within 7 more days. The application and sign-in run at enterprise.quelvio.com.

  • Your documents

    Your documents, and everything Quelvio draws from them, are stored only in your own cloud account, encrypted with your key. Apart from the setup hold described above, Quelvio keeps no copy, only metadata such as ids, statuses and counts.

  • Your tokens

    Connector tokens live only in your secret manager. Google and Microsoft connect through your own apps with no secret at all. You can cut Quelvio off at any time from your own console.

  • Processing

    Quelvio’s servers run the application and, by default, the processing. Content passes through them in memory while it is read and written to your storage, and is not kept there, apart from the setup hold described above.

  • Outside processors

    Content is processed by Typesafe (Jev) and, when models run through Quelvio, by Alibaba Cloud (Qwen). When models run in your own cloud, by the models you choose there.

Read the trust center

Bring us the question your agents get wrong.

Early access is by invitation. Tell us what your agents need to know, and where they slip.