Use cases

Built for how every team asks questions

The same connection answers a support lead, a sales manager, and a CFO differently — because each one is asking in their own language, grounded in the vocabulary of their domain. Here's what that looks like in practice.

Business & operations

Get answers without opening a ticket

Operators shouldn't wait on a data team's backlog for a number they need today. They ask directly, in plain English, and get a governed, read-only answer back in seconds.

How many orders shipped late last week, and why?

Answer plus a plain-English breakdown of the top contributing carriers or warehouses.

Which regions are behind on their quarterly targets?

A ranked list by shortfall, ready to drop straight into a leadership update.

What changed in signups this month vs. last month?

Automatic “why did it change” diagnosis — which channels or segments moved the number.

Show me refunds by product category this quarter

A chart chosen automatically from the shape of the result — no chart-building required.

Sales & RevOps

Keep the pipeline honest, in real time

The Sales domain pack teaches the model your pipeline stages and quota math up front, so reps and managers get correct answers on the first try — not a generic guess.

What's our win rate this quarter?

Computed the same way every time — no two people get a different number.

Show pipeline by stage

An instant funnel view, saved as a dashboard tile that keeps itself current.

What's our quota attainment vs. plan?

A rep-by-rep or team rollup, ready to share in the Monday pipeline review.

What's our average sales cycle length?

A trend line with an alert you can set to fire if it starts creeping up.

Customer support

Watch SLAs and CSAT without a weekly export

The Support domain pack understands backlog, first response time, and SLA breaches — so a support lead can check the health of the queue as easily as asking a teammate.

What's our SLA breach rate this week?

A number you can trust, plus which queues or agents are driving it.

Show backlog age distribution

A chart of how long open tickets have been waiting, refreshed on a schedule.

What's our CSAT by channel?

A side-by-side comparison across email, chat, and phone — no spreadsheet pivot needed.

What's our average first response time?

Tracked over time with a threshold alert the moment it slips.

Payments & finance

Catch disputes and settlement issues early

The Payments domain pack knows the difference between an authorization, a capture, and a settlement — and won't misread a dispute rate as a chargeback rate.

What's our dispute rate this month?

Calculated against total transactions in the same period, not a rough estimate.

Show net settlement vs. the prior period

Gross settled amount minus fees and refunds, charted automatically.

What are the top decline reasons this week?

A ranked breakdown you can hand straight to your processor.

What's our chargeback ratio by processor?

A comparison that flags which processor needs attention first.

Data & analytics teams

Spend less time on ad hoc requests

Analysts get the full picture — the generated SQL, raw tables, and a notebook to go further — while routine requests get answered by the domain packs before they ever hit your queue.

Validate a metric definition before it ships to a dashboard

Work it through in a notebook with raw SQL and versioned cells, then publish once it's right.

Stop answering the same Slack question every week

Turn it into business context on the connection so the model answers it correctly on its own.

Audit what a teammate ran against production last month

Every question, query, and answer is logged — searchable in the audit trail.

Give one team a cheaper model and another the most capable one

Bring your own AI model per connection or per team, without re-architecting anything.

Founders & executives

A pulse on the business without a standing meeting

Leadership doesn't need a dashboard for every question — just a fast, trustworthy answer, and a way to be told the moment something needs attention.

What's MRR growth this quarter vs. last?

An instant answer with the trend charted alongside it.

Which customer segment has the highest churn risk?

An insight saved and ranked by impact, with a suggested next step.

Give me a one-page narrative report for the board

A living report that updates itself as the underlying numbers move.

Tell me the moment weekly active users drops sharply

An anomaly alert delivered straight to Slack, Teams, or email.

See it work on your own data

Connect a database or upload a spreadsheet, pick the domain pack that fits, and start asking the questions your team actually asks every day.