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14 hours a week became 40 minutes

14 hours a week became 40 minutes. No magic. Just a well-built AI agent.

Let me show you what happened behind the scenes.

A mid-sized company, a marketing team of three people. Every week, the same cycle: pulling campaign data manually, consolidating spreadsheets from four platforms, writing the performance report, suggesting optimizations more or less on a hunch, approving, reviewing, resending. About 14 hours just on that.

What we did was build an agent with n8n + Claude API. It connects directly to the Meta Ads, Google Ads, GA4 and CRM APIs, consolidates everything into a structured report, analyzes performance based on the business goals, generates the insights and recommendations, and sends the summary by WhatsApp and email every Monday at 8 a.m.

The team now validates the report in 40 minutes and starts the day already in execution mode.

After 90 days:
- 14 weekly hours dropped to 40 minutes
- Analysis and reporting time fell 60%
- CAC dropped 22%
- Campaign ROI rose 31%

It's not a coincidence. Well-built agents tend to deliver gains in this range within the first three months, and the numbers here matched what the literature already shows.

But what changed the most doesn't show up on a dashboard. Once the team stopped spending energy on reporting, it started spending energy on strategy. AI didn't replace marketing: it removed what was keeping marketing from working properly.

Is there any process on your team that takes more time than it should?

Tell us in the comments. I can tell you whether it makes sense for an agent to solve it.

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Caio Steffen · Consultoria de IA

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