Services
Calder & Webb
The Monday report writes itself
A 12-person accounting firm spent every Monday morning building one report from six sources. The weekly reporting agent now has it ready at 07:00.
Company
Calder & Webb
Industry
Services
Team size
12 people
Result
15 minutes

Before and after
4 hours on Monday
15 minutes
to produce the weekly partner report
01
The challenge
Calder & Webb advises around 140 small businesses. Every Monday, one partner pulled numbers from the ledger, the CRM, the time tracker and two spreadsheets into a single report for the partners' meeting at 11:00.
It took four hours, and when that partner was away, the meeting happened without numbers.
02
The approach
The weekly reporting agent pulls from all six sources at 07:00 and writes the report in Notion with a three-line summary on top. Every figure links back to where it came from.
- The same queries every week, agreed once with the partners
- Short notes on anything that moved more than 10%
- No forecasts and no client advice: the agent reports, the partners interpret
03
The results
- Four hours every Monday down to 15 minutes of reading and commentary
- The report is ready even when someone is on holiday
- Two clients with falling margins spotted a month earlier than before
Three months later the firm added lead qualification for new enquiries and the onboarding assistant for new clients.
“
The Monday report used to be my whole Monday morning. Now I read it on the train and only fix the commentary.
H
Hannah Vogel
Managing Partner
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/ 001 /
Agents used
The agents behind these numbers.
Each one runs with written rules, and a person approves anything above its limits.
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/ 002 /
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