Agent in action
The question that normally takes a week.
A warehouse of fictional data — every step is a real capability.
Questions / ASK-3318 idle
AI Data Squad
1/4 standing by
does the work of—
01
Press play
Agent reasoning
Asked in Slack by the CFO · 08:40
margin_decomposition.sql
Reconciliation against the GL
checking…
It did not match. Here is why.
0of the drop is mix, not price.
You are selling more of the thing that earns less.
You are selling more of the thing that earns less.
Revenue$18.4M▲ 4.1%
Contribution margin31.2%▼ 2.8 pts
Cost of sales$12.7M▲ 9.2%
Units84.2K▲ 1.6%
Margin % by quarter
What moved the 2.8 points
Decomposed, not described — each driver traced to source.
Your team today
Time to answer4–5 days
Follow-up questionanother 2 days
Specialists involved3
AI Data Squad
Time to answer11 min
Your team's involvementask the question
Follow-up question90 sec
Specialists involved0
11 minfrom question to a documented, reconciled answer.
The same question took your team four to five days, and the follow-up another two.
The same question took your team four to five days, and the follow-up another two.
Analysis context
Sources
Warehouse rows4.2M
Systems joined4
Stale tables1
Ties to GLyes
Answer
Asked08:40
Answered08:53
Follow-up90 sec
Roles performed
Data analystdone
Analytics engineerdone
Financial analystdone
Reviewed byyour lead
Guardrails
Numberstied to the GL
Caveatsalways stated
Definitionsgoverned
Uncertainit says so
clipeum.aidemo-ready everything here can be shown on your own data
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