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Agents asked for sum of units 16 times
sample_salesSave it as “units” so every agent uses the same definition.
revenue is stored as text
sample_sales"revenue" looks numeric but is stored as text (1500 of 1500 values, e.g. "$712.80", "$99.00"). Convert it to a number by removing currency symbols and thousands separators?
Review fix
1 row in orders has no match
ordersOn the link customer_id → customers.customer_id. Agents see it under an empty group; a misspelled or missing value is the usual cause.
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Q3 review

Story by you · refreshed 7 d ago

Q3 review

Northwind Studio, July to September 2026

Paid revenue

€24,360

1

Who paid

Paid revenue by customer segment

Every number here uses the approved paid_revenue definition, so it matches what Claude, ChatGPT and Cursor answer. Refunded orders are left out.

API key not provided: this is the last commentary written.

2

Refunds

Refunded orders

8

Refunded orders by month

3