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Agent Fabrica
Knowledge Hub

Thoughts on marketing automation

From ad measurement to multilingual site setup, what we learned building our own system.

AI Marketing

AI Brand Voice: Why AI Text Sounds Robotic and How to Fix It

AI text sounds robotic mostly because of a vague brief. This guide shows how to define your brand voice with five concrete criteria and where a human editor fits.

AgentFabrica Engineering·4 min read·
Marketing Strategy

Seasonal campaign timing: a three-week countdown plan

Start a seasonal campaign three weeks before sale day. The weekly plan, last order date and ad launch timing are here.

6 min · 8/12/2026
Marketing Strategy

Reading Competitor Ads in the Meta Ad Library: Four Signals

The Meta Ad Library shows what a competitor is running, not what it spends. This guide covers four signals worth reading and where each one stops being reliable.

6 min · 8/11/2026
Customer Engagement

WhatsApp Response Time: How Fast Should You Reply to Ad Leads?

The speed of your first reply to a WhatsApp ad message is the first gate to a sale. Here is how Meta's 24-hour window and an automated first reply keep it fast.

5 min · 8/10/2026
Marketing Analytics

Attribution Window: 1-Day vs 7-Day Explained

An attribution window is the period in which a conversion can still be credited to an ad. This guide compares 1-day and 7-day windows and explains why dashboards disagree.

4 min · 8/9/2026
Marketing Strategy

High ROAS, Low Profit: Why It Happens and How to Fix It

ROAS divides conversion value by ad spend and nothing else, so a high ROAS can sit on top of a thin profit. Here is how break-even ROAS shows the real picture.

6 min · 8/8/2026
SEO

When Google indexes the wrong language, check these three settings

If your brand search shows the English version, three settings are the usual cause. Diagnosis and fix steps are here.

6 min · 8/7/2026
Strategy

Ad funnel basics: why measuring an appointment business with an e-commerce funnel fixes the wrong thing

An ad funnel differs by business. Measure an appointment business with an e-commerce funnel and you fix the wrong thing.

6 min · 8/5/2026
Measurement

Your conversion count may be tripled: the alias event trap

Meta returns the same conversion under several names. Sum them in your reporting and one sale becomes three, with revenue inflated to match. An anatomy of a bug that survives because it is silent.

6 min · 8/1/2026
Advertising

Editing a campaign during the learning phase restarts the test

A new ad set's early cost is not its real cost. Budget or targeting changes made in this window reset the counter and make you pay for the expensive period twice.

6 min · 7/29/2026
Advertising

Meta's click count makes your ads look better than they are

The clicks column counts profile visits, likes and comments alongside actual visits to your site. The gap between the two is wide enough to point your diagnosis at the wrong step entirely.

7 min · 7/24/2026