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The Library

A data library that learns your business and organizes itself.

Most data tools don't know your business. The Librarian learns it, builds your data foundation automatically, and gets smarter every day.

The problem

Your business runs on knowledge your tools can't see. That's a context problem.

Your AI is only as good as the context it's given, and your tools give it none. It doesn't know your metrics, your definitions, or how your business fits together. The Library fixes that: it builds and maintains your business context automatically, so your AI finally understands your company, and understands it better every day.

THE LIBRARY Metrics Definitions Relationships Your business, in context context AI can't see your business now knows your business Confident answer traced to your data
Your AI is powerful, but blind to your business without context. The Library supplies it, and the answer follows.
Meet the Librarian

It builds your data foundation, and keeps making it smarter.

Querri's Librarian builds the foundation a data team would build by hand, so your engineers stay free for higher-impact work.

1Onboard

Start with a conversation, not a setup wizard.

Start with a conversation about your business and the decisions you're making. The Librarian stands up your first questions and KPIs before you connect a single source.

Library
What matters most to the business? Where to invest next quarter Here are your first questions Question Revenue trend? KPI Net new ARR No data source connected yet
Library
Salesforce qb QuickBooks CSV upload Your Library Just learned Accounts modeledRevenue KPIChurn viewNew questions to ask modeled automatically sharper, instantly
2Connect

The Library gets smarter the moment a source is connected.

Add your data and the Librarian models it automatically, learning your definitions and relationships. The modeling that used to take weeks happens instantly.

3Ask

Everyone gets a trusted answer, scoped to their role.

Everyone gets trusted answers, tailored to their role and what they're allowed to see, all from one governed source of truth.

Library
How is Q2 revenue? one governed source of truth $ Finance $4.2M 61% gross margin as financials CSM 12 accounts drove the number for accounts Exec +12% ahead of plan the headline
Library
fuzzy $4.?M clearer $4.2M sharp less use more use
4Learn

The more you use it, the smarter it gets.

The Librarian learns from everything your team does and makes the Library sharper over time. The more you use it, the smarter it gets.

The shift

Built around your questions. Not your schema.

Every other tool starts with the schema, the tables someone builds before you get anything out. The Library starts with your questions and organizes the data underneath to answer them, so anyone can get an answer, not just the people who speak SQL.

Business memory

Remembers everything a great analyst would. Forgets nothing.

And a clear trail from every answer back to the data it came from.
The five dimensions of business value

See every business lever that moves the needle, in one place.

Querri organizes your metrics across the five dimensions that move a business: Revenue, Cost, Efficiency, Quality, and Risk. See where you're strong, where you're flying blind, and where to push next.

Dimensions
Under the hood

Everything is yours until you share it.

Your data is private by default. Personal uploads and analyses stay yours until you decide to share them. Access control is built into the Library itself: every answer, whether a person or the AI asks, is built against the asker's own permissions at query time, and every number traces back to its source.

Private by default

Personal uploads and analyses stay yours. Nothing is visible to anyone else until you decide otherwise.

Yours alone

Opt-in share

Share on purpose, with the people you choose. Access is something you grant, never a default.

You shared with M Manager E Exec Everyone else no access

Enforced at query time

Every answer is built against the asker's own permissions as it runs, with lineage back to the source.

asker your permissions answer at query time traced to source qb
The foundation

One governed foundation, from raw data to trusted answer.

Your sources sit at the bottom; views, KPIs, and your questions build on top. Querri stands up this foundation automatically and keeps learning it as your business changes.

Ask & answer
Querri chat, dashboards, CLI and API. Plus your AI clients.
Chat Dashboards CLI & API ClaudeChatGPTCursorover MCP
The Library catalog
Organized around your questions and KPIs. Not tables and schemas.
Questions & KPIs
Knowledge graph
Governance & security
Your data
Your sources, connected once.
Knowledge graph

More than a database. An intelligent map of how your business evolves.

Every question, KPI, view, fact, and source is connected, the business context a data team would assemble by hand. Zoom out to your top-level questions and categories, or in to the views and data underneath. It's the same map your AI works from, so it walks the same connections you would to reach an answer.

Scores and edges shown are illustrative.
Graph zoom

For analysts: questions and KPIs are first-class objects in the graph, not labels on a table model.

How it answers

Every team gets trusted answers. Your whole company gets smarter together.

The practitioner, the manager, and the exec each get answers built on the same governed foundation, tailored to their role and what they're allowed to see. And every time they work, the Library gets a little sharper, so the whole company compounds its advantage just by doing the job.

PPractitioner
Which accounts churned last month, and why?
14 accounts, mostly on the legacy plan. Here's the breakdown.
feeds the Library
MManager
How is my team tracking to the quarterly target?
92% of plan, with two weeks to go. Pacing chart attached.
feeds the Library
EExecutive
Where is margin slipping across the business?
Two regions are dragging gross margin. Here's where.
feeds the Library
Three roles, one governed foundation. Every answer makes the shared Library richer.
Roadmap

We're just getting started.

The Library already does a lot, and it's built to do much more. Here's what's coming next.

Monitoring

Every KPI in your Library is a graph node ready to be watched. The monitoring that watches them for changes comes in a later release.

Questions you haven't thought to ask

The Librarian learns from what your team asks today. Surfacing the questions you didn't know to ask is on the near roadmap.

Self-healing views

Today the Library tells you when data upstream changes and breaks a view. Repairing them on its own is on the roadmap.

Notifications where you work

Slack, Teams, and SMS routing for what the Librarian finds are coming after launch. Today, findings show up in the app and in email.

See the Library on your own data.

The fastest way to understand the Library is to watch it organize a real business around its questions. Book a 30-minute demo and we'll show you.