Can I use Querri with my AI tools like Claude or ChatGPT?

Yes. Querri offers MCP access on all tiers, including the free plan, so AI clients like Claude, ChatGPT, and Cursor can work against your Library. Querri also provides its own chat, dashboards, CLI, and API.

How does Querri handle data privacy and access control?

Data is private by default—personal uploads and analyses stay yours until you share them. Every answer, whether from a person or the AI, is built against the asker's own permissions at query time, with lineage traced back to the source. Querri is SOC 2 Type II certified with enterprise-grade encryption, monitoring, and access controls.

Do I need data engineers or SQL to use it?

No. Querri's premise is the opposite of schema-first tools: it starts with your questions and organizes the data underneath to answer them. The Librarian performs the modeling a data team would build by hand, freeing engineers for higher-impact work.

Does Querri comply with HIPAA or support data residency requirements?

HIPAA compliance (with a BAA) and data residency options (US, EU, APAC, LATAM) are available on the custom Scale tier, along with a dedicated instance, custom MSA/DPA, and SSO/SCIM.

Querri — The Library — A data library that organizes itself around your business

Querri is an AI-powered data platform built around 'The Library,' a self-organizing data store that learns a company's business context—questions, KPIs, definitions, and relationships—instead of starting from database schemas. Its AI agent, the Librarian, models connected sources automatically, organizes data into views and collections around the questions teams actually ask, and answers questions in plain language with role-appropriate results. Users can ask questions via chat, build dashboards, and connect AI clients like Claude, ChatGPT, and Cursor through MCP. Querri positions itself as a replacement for the traditional data stack: cleaning, joining, analyzing, and dashboards in one tool with no engineering required.

Key Features

The Librarian

An AI agent that onboards you via conversation (starting with your business questions and KPIs before any data is connected), models connected sources automatically, learns definitions and relationships, and gets smarter with every team interaction.

Business memory with knowledge graph

Every question, KPI, view, fact, and source is connected in a graph that maps how the business fits together—from top-level questions down to individual columns—the same map the AI works from when answering.

Questions-first organization

Collections organize data around the questions teams ask, with anchor questions, views (clean tables built to answer a question), and KPIs defined once so everyone calculates them the same way.

Role-scoped, governed answers

Practitioners, managers, and executives each get answers built on the same governed foundation, tailored to their role, with access control enforced against the asker's permissions at query time and lineage traced back to the source.

Ask & answer surfaces

Chat, dashboards, CLI, and API, plus AI clients (Claude, ChatGPT, Cursor) via MCP access.

Monitoring and nightly insights

Monitors check each KPI against its own history and surface what moved in your Inbox and email; nightly, Querri finds questions nobody has asked yet and files them for review.

Data connectors

Connect sources like Salesforce, PostgreSQL, Google Sheets, HubSpot, databases, and file uploads (CSV).

Private-by-default sharing

Personal uploads and analyses stay yours until you choose to share them; access is granted explicitly, never by default.

How It Works

Onboard via conversation

You start with a conversation about your business and decisions; the Librarian stands up your first questions and KPIs before you connect any data source.

Connect sources

Add Salesforce, Postgres, Sheets, HubSpot, or files, and the Librarian models them automatically—building views, learning definitions and relationships, and suggesting new questions.

Ask questions

Anyone on the team asks in plain language and gets a trusted answer scoped to their role and permissions, all from one governed source of truth.

Learn and compound

The Librarian learns from everything the team does—questions, views, KPIs, definitions, and conversations—making the Library sharper over time.

Pros & Cons

Pros

No engineering or traditional data-stack setup required—cleaning, joining, analysis, and dashboards are unified in one tool
Organizes data around business questions rather than schemas, so non-SQL users can get answers
KPIs and definitions are defined once, keeping calculations consistent across the company
Access control is enforced at query time based on the asker's permissions, with full lineage to source data
Works with existing AI tools like Claude, ChatGPT, and Cursor via MCP
SOC 2 Type II certified; unlimited dashboard viewers, file uploads, exports, and Library access even on the free tier

Who It's For

Best for

Small teams and growing companies without a dedicated data engineering team who need trusted answers from their business data
Individual analysts digging in daily who want pre-built views and governed KPIs instead of hand-built models
Executives and managers who need role-tailored answers from the same governed source of truth as their teams
Organizations that want their business context—definitions, metrics, relationships—captured and reused by AI rather than living in individua
Teams already using Claude, ChatGPT, or Cursor who want those tools to work from governed company data

Not ideal for

Use Cases

Revenue and KPI tracking: ask things like 'How is Q2 revenue?' or 'How is my team tracking to the quarterly target?' and get role-appropriate answers with dashb

Churn and account analysis: identify which accounts churned, why, and drill into the underlying data

Margin and cost analysis across regions and business units

Building shared dashboards from one-time answers so trends and insights repeat automatically

Proactive monitoring: get alerted in your Inbox and email when a KPI moves against its own history

Giving AI clients (Claude, ChatGPT, Cursor) governed access to your business data via MCP

Pricing

Credit-based subscription with four tiers, billed monthly or annually (20% savings on annual billing). One credit equals one meaningful AI interaction, such as asking a question; uploads, exports, dashboards viewing, and sharing are always free. A 14-day free trial is available with no credit card required.

Free

$0/mo

Explore Querri with your own data, free forever: 15 credits/mo, 5 creator users, Fast AI model, 3 connectors, 50 MB storage with 7-day retention, full API access, and MCP access (works in Claude, etc). No credit card required.

Pro

$119/mo

For the individual analyst: 200 credits/mo, 5 creator users, Standard AI model, 10 connectors, 5 GB storage with 6-month retention, plus everything in Free.

Team

$399/mo

For small teams sharing work and decisions: 750 credits/mo, 10 creator users, 20 connectors, 25 GB storage with 1-year retention, unlimited shared dashboards, 7-day audit logs, 99.9% uptime SLA, and priority email support.

Scale

Custom

For organizations needing scale, security, control and embedding: 10+ users, 2,000+ credits/mo, Smart AI model, unlimited connectors, 100 GB+ storage with unlimited retention, SSO/SCIM, row-level security, white-label embedding, 99.99% upti

FAQ

What does Querri actually do?

Querri's Library stores your data and its AI agent, the Librarian, organizes it around the questions your teams ask—building views, KPIs, and business definitions automatically so anyone can ask a question and get a trusted, role-appropriate answer in seconds, with no engineering.

How is Querri priced?

Plans are Free ($0/mo, 15 credits), Pro ($119/mo, 200 credits), Team ($399/mo, 750 credits), and Scale (custom, 2,000+ credits). Annual billing saves 20%. Pricing is credit-based: one credit equals one meaningful AI interaction, like asking a question. Viewing dashboards, browsing the Library, uploading files, exporting, and sharing consume no credits.

Is there a free trial or free plan?

Yes, both. There's a free forever tier with 15 credits/month, 3 connectors, and full API access—no credit card required—and a 14-day free trial for paid tiers.

What data sources can I connect?

Querri — The Library