I designed social media ads using AI, how do I measure if they actually drive sales?

We ran a similar test last month for local furniture sales in Riyadh. AI visuals had a cost per click of 0.80 SAR, while real photo shoots came in at 1.40 SAR. However, when it came to conversions, real shoots yielded 2.8% while AI visuals stalled at 1.1%. Cheap clicks don't guarantee sales.

Take it step by step: 1) Verify that server-side tracking is active on your site. 2) Create campaign-specific discount codes like AI10 and REGULAR10. 3) Count how many times each code gets used at checkout to completely bypass the dashboard discrepancies.

Create a separate coupon code for each creative right away. The second a customer enters the code from the ad visual on the checkout page, you'll see firsthand which ad is actually making you money. That's the cleanest field test there is.

In textiles, AI visuals can misrepresent fabric texture and color. Gulf customers have very high expectations. An image might look stunning and drive orders, but you'll bleed money when cash-on-delivery packages get rejected at the door. Have you factored in the return rate?

The click surge is completely normal because AI visuals grab attention instantly in the feed so people click out of pure curiosity. But a curiosity click and high purchase intent are completely different things. Without coupon codes or dedicated landing pages it's impossible to see the real impact.

edit: typed from phone, sorry for typos.

never run ads without utm parameters imo. you can just filter orders in google analytics and see exactly how much revenue came from each campaign with one click no need to get confused by ad manager data.

How many of those 110 orders came from first-time buyers? If you're retargeting your existing audience, the AI visual was just a trigger; the real credit goes to the product itself. What was your customer acquisition cost for net-new audiences?

I disagree with you on this point. Everything goes well for the first three months; problems arise in the fourth.

Proven by experience.

My perspective changed after experiencing that. The harder it is to reverse a decision, the slower you should make it.

Any comment made without a control group is just a guess. Good luck with that.

There is something to watch out for... Speed is a threshold issue; if you're already fast making it faster changes nothing.

Taking notes for two weeks yields better results than a six-month estimate. anyway correct me if Im wrong.

I have an objection here. Updating an existing page yields faster results than creating a new one.

This is my opinion, Im not claiming its absolute truth.

I'm curious too.

timely topic.. and anyway don't trust anyone who gives guarantees; there are no guarantees in this business.

a page that answers one question works better than one touching on five topics.

We experienced almost the exact same thing last year. If it's your first time, start small; scaling comes later.

If rankings stay the same but clicks drop, the issue isn't your page, but the search result appearance. Just leaving this note, it might be useful.

i agree.

Let me summarize what's been said so far. Just because everyone does it doesn't mean it's right.

Good luck with that.

Let me speak from the other side; Im on the supplier side. Most time waste accumulates in tasks waiting for approval.

Solutions that work at a small scale collapse when you grow; I learned this late. That's all sorry if I went on too long.

i think its hard to be that definitive about social media ads artificial intelligence. hasty decisions become decisions you have to fix six months later.

this is my opinion, I'm not claiming it's absolute truth.