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How a four-person social media agency cut 18 monthly client reports from two days to half a day

In short

What changed

We work with a four-person social media agency that sends 18 monthly reports to its clients. Building them by hand from Meta and Instagram numbers took two full days a month. The reports now pull the numbers and draft the commentary, and the job takes half a day. The account lead still writes the strategy notes.

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A social media manager reviewing post results on a laptop beside a phone, the numbers that go into a monthly client report.

Two full days a month on reports

We work with a four-person social media agency with 18 clients on monthly retainers. Each client gets a report at the start of the month showing how their posts and ads went on Facebook and Instagram.

The team built all 18 by hand. They copied numbers out of Meta Business Suite, pasted them into the agency’s Google Slides template, and wrote a few paragraphs on what changed. It took two full days every month.

What we set up

We set up reports that write themselves (the industry calls it automated reporting). A link between the agency’s tools (the industry calls it a data pipeline) pulls each client’s monthly numbers from Meta Business Suite and drops them into the Slides template.

Then the AI drafts the commentary for each client, covering what went up, what went down, and which posts did best. The account lead reads each report, edits the commentary, and adds the strategy notes.

What didn’t work the first time

Our first version explained every number that moved, up or down. The commentary ran to a full page, and clients skimmed past it. We changed the instructions so the AI picks the three changes that matter most for that client’s goals, and the reports got shorter and easier to read.

What changed, and what still needs a person

The 18 monthly reports now take half a day instead of two full days.

The account lead still writes the strategy notes for every client. Those depend on what the client wants next month, and that comes from conversations the data can’t see.

Where this fits

This is one of our reports that write themselves. If your team loses days each month to client reports, get your AI Starter Plan and tell it where your week goes.

Across 18 client reports a month

What changed

01

Half a day instead of two

The 18 monthly reports used to take two full days. They now take half a day.

02

Numbers pulled, commentary drafted

Each report pulls the month's numbers from Meta Business Suite into the agency's Google Slides template, with a short draft commentary.

03

Strategy stays with the account lead

The account lead writes the strategy notes for every client by hand.

Where this fits

This story uses our Reports that write themselves service, set up mainly in Meta Business Suite , for a business in marketing and creative agencies.

Other tools: Instagram, Google Slides, Claude.

Read more: Reports that write themselves for Marketing and creative agencies , or Reports that write themselves with Meta Business Suite.

By Team Plexsive Published: 27/10/2026 Last updated: 27/10/2026
FAQs

Common questions

Does the AI write the strategy advice in the report?
No. It drafts the commentary on what the numbers did. The account lead writes the strategy notes, because they depend on what the client wants next month, and that lives in conversations, not in the data.
Why is the commentary so short?
Our first version explained every number that went up or down, and the reports got long. Clients skimmed them. Now the commentary picks the three changes that matter most for that client.
Do the reports still look like the agency's own?
Yes. The numbers and commentary fill the agency's existing Google Slides template, so clients get the same design they had before.
Let the numbers fill themselves in

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