Features
Built so any question gets a trustworthy answer.
Klairr is the AI Analyst for every team. Plain English in, sourced answers out — with the depth your data team needs to keep the whole thing honest.
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AI Memory
Teach Klairr your business once. Apply it to every question.
Your data team defines the metrics, terms, and rules that matter — what "revenue" means, who counts as an "active user," what "enterprise" looks like at your company. Klairr applies those definitions consistently to every question from every team, so the VP and the analyst see the same number for the same reason.
- Consistent definitions across every team and every question
- Onboard new hires without re-training them on metrics
- Stop the "what does this number actually mean?" conversation
Confidence scoring
Every answer tells you how much to trust it.
Klairr classifies every answer as High, Check, Low, or Failed — and explains why. When confidence drops, Klairr says so first and tells you what would raise it. You see answer quality before acting on it, not after a meeting where the number turns out to be wrong.
- Decision-grade answers come labeled as such
- Ambiguity is surfaced, never hidden
- Failure modes have a name and a path forward
Answer transparency
Every answer shows its work.
Klairr never hides the reasoning. Each answer includes the analysis steps it took, the data sources it pulled from, the columns it touched, and a sample of the rows it returned. Anyone can verify the logic. Power users can dig deeper. No black boxes.
- Verifiable answers — sources cited, reasoning shown
- Power users can refine the analysis and re-run
- No "trust me" answers — everything is auditable
Conversation threads
Follow up like you would with a person.
Ask "show me revenue by region last quarter" and then just say "now break that down by product." Klairr keeps context inside a thread — the time range, the filters, the entities you're looking at — so follow-ups feel natural and exploration stays cheap.
- Context carries across questions inside a thread
- Compare, drill down, and refine without restating
- Threads are saved and shareable across your team
Vibe Reporting
Generate the report, dashboard, or app you actually need.
Describe what you want in plain English and Klairr builds it — a multi-widget dashboard, a recurring report, or a lightweight internal app tailored to the team asking. Every metric is grounded in a real query against your data, with the same transparency and confidence signals as Q&A.
- On-demand dashboards from a sentence, not a ticket
- Reports that explain themselves and update themselves
- Lightweight internal apps without an engineering project
Cross-stack connectors
One AI Analyst across your whole stack.
Klairr connects to where your data already lives — warehouses (BigQuery, Snowflake, Redshift, Postgres, MySQL), product analytics (Mixpanel), CRM, finance, and the tools your team uses every day. Connections are read-only, scoped, and on-demand. We don't replicate your data.
- Answers cross sources — warehouse + product + CRM in one question
- Read-only connections, no replication, no copies
- New connectors compound the value of every existing one
Audit trail
Every question, every answer, accountable.
Klairr records every question, every answer, every data source touched, every user, every timestamp — searchable and exportable. Admin actions are logged with full attribution. Built for teams that take governance seriously without making governance feel heavy.
- Full audit log, searchable and exportable
- Admin and connector changes attributed and tracked
- Compliance-ready without compliance theater