Use case · Finance
Why did gross margin fall last quarter?Answered with evidence, by Monday.
The CFO needs the reason before the board pack closes. The answer has to use the margin Finance already declared, show where it looked, and keep running after the meeting.
How it is answered
One question.
One governed answer.
Aether answers from the margin Finance declared and shows each place it looked.
Finance / Q3 margin reviewIllustrativeAetherSearched three places · 2.4 s- Knowledge HubGross margin, declared metric · Finance0.3 s
- Finance semantic modelrevenue, COGS, freight · Q2–Q3 FY261.1 s
- Comparison3 regions × 6 cost lines1.0 s
Gross margin fell 3.2 pts to 38.3%. EMEA contributes −1.9 pts of the decline.
EMEA inbound freight cost per unit rose 14% over the same period. Not yet tested as a cause.
Track hypothesisFig. 01 — A question answered from a declared metricIllustrative data
- 01Uses the declared metric
Gross margin as Finance defined it in the Knowledge Hub, not a formula guessed from a table.
- 02Reads what it needs
The finance model, freight and regions, within what this person may see.
- 03Keeps finding and explanation apart
The decline is measured: −3.2 pts, EMEA −1.9. Freight cost per unit is a hypothesis until tested.
- 04Keeps working
One click makes it a dashboard that refreshes and arrives every Monday at 07:00.
What stays
An answer that keeps working.
Not a one-off chart.
The same question becomes a dashboard and a schedule, built from the same query.
Finance / Dashboards / Q3 Margin ReviewIllustrativeQ3 Margin Review
From the conversation “Q3 margin review” · Finance| Group | Net sales | Gross margin | Δ vs Q2 | |
|---|---|---|---|---|
| Industrial | 18.4M | 37.2% | −4.1 | |
| Consumer | 15.9M | 36.8% | −3.1 | |
| Services | 9.4M | 43.0% | −1.6 |
Q3 Margin Review — gross margin 38.3%, EMEA −4.5 pts
Review refreshed. Two changes since last Monday.
Margin 38.3%. EMEA is still the largest contributor.
EMEA freight cost per unit stays above USD 4.50 through Q4 FY26.
Fig. 03 — An answer that keeps workingIllustrative data
- Knowledge Hub
Where the margin definition is declared and certified.
- Reasoning & Investigation
How evidence, findings and hypotheses stay separate.
- Proactive Intelligence
How the answer keeps running on a schedule.