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We used AI for our ad creatives for six months — what we saved, and where we messed up

KKaan G***MemberCommunity member
Joined
Dec 2022
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1
#1

We sell kitchen accessories and wooden cutting boards on local marketplaces and our own site in the Russian market. Our design and banner expenses used to run around 45,000 rubles a month, which went to a freelance graphic designer. Six months ago, we decided to offload our entire visual production workflow to AI tools and parted ways with our designer.

By spending just 4,000 rubles a month on tool subscriptions we cut costs significantly over six months. We were cranking out 30–40 different variations a week for our ad campaigns.

But things weren't as smooth as they seemed from the outside. We lost massive amounts of time on specific bottlenecks, and several of our campaigns flopped hard. I wanted to share our experience where we ran into frustration, and why we ultimately had to go back to a designer; happy to answer questions for anyone considering doing the same.

YYasemin S***MemberCommunity member
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Feb 2024
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42
Most Helpful#2

Short answer: While AI offers massive cost savings when it comes to setting up background ambiance and pumping out variations fast, it still desperately needs a human touch for true-to-life product accuracy brand typography, and fine-tuning details. Instead of completely cutting out the designer the most efficient workflow is turning them into an operator who designs using AI.

What you went through is the typical learning curve a lot of e-commerce brands have experienced lately. AI platforms are insanely good at generating concept backgrounds and general vibe. But when you're selling a physical product, AI inevitably distorts details like the natural grain in wooden products accurate color shades, or laser-engraved logos.

The second major headache is typography and visual hierarchy. When you try to make AI render promotional discounts product dimensions or localized slogans right on the banner, you get warped lettering, gibberish characters and messed-up layouts. As soon as a customer spots that artificial or distorted look they subconsciously question the quality of the actual product.

Here is the sweet spot we landed on: 1) We shoot real product photos under neutral lighting and cut them out. 2) We use AI solely to generate backgrounds like kitchen countertops or stylish dining tables where the product sits. 3) Our designer merges both layers and adds the text and logo. By paying a freelancer 15,000 rubles a month on a per-asset basis instead of keeping someone full-time, we slashed costs by two-thirds while keeping visual quality intact.

TTolga G***Veteran
Job title
Secretary
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Plastic
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regional distributor
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Jan 2024
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138
#3

really honest write-up thanks for sharing. we also went all-in on AI during the initial hype. then we realized the chefs in our ads had six fingers on each hand and loaves of bread were floating mid-air above the cutting board... the human eye catches that weirdness immediately, unfortunately.

SSinan B***Expert
Job title
Product Manager
Sector
Media and publishing
Organization type
two-branch business
Joined
Apr 2025
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223
#4

We also tried escaping a 50,000 ruble monthly design budget by jumping on AI. Our cost per click jumped from 18 rubles to 26 rubles. People are just sick of seeing the same glossy AI kitchens with identical filters. Authentic product photos still clearly drive way better sales.

ZZerrin U***Member
Job title
Logistics planning
Sector
Construction
Organization type
regional distributor
Joined
Aug 2022
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307
#5

Don't use AI for ad copy or banner layouts. Generate the background scene in AI, then drop in your product and campaign copy yourself using a free graphic editor. That completely gets rid of the messed-up typography issues.

HHilal B***Veteran
Job title
Graphic Designer
Sector
Electrical-electronics
Organization type
regional distributor
Joined
Dec 2023
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17
#6

If you need an exact 1:1 match of the physical product, plain text prompts won't cut it. You have to use inpainting and ControlNet setups to lock the original product shot in place while only generating the surrounding scene, which requires basic technical know-how.

OOkan K***MemberCommunity member
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Feb 2023
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111
#7

When customers see the AI image their expectations go through the roof. Once the package arrives and the wood tone doesn't match that fantastic lighting in the render, they instantly open a return request. If the ad visual doesn't match reality, it can seriously drive up your return rates.

HHasan A***MemberCommunity member
Joined
May 2023
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203
#8

instead of firing the designer completely u gotta find a designer who uses ai but u wouldn't pay the same rate settle for half the price but a human does the final check. otherwise your brand image gets trashed with weird distorted products.

EEmre K***Member
Job title
Project manager
Sector
Software
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workshop
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Nov 2023
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1
#9

How did the CPC and conversion rates of the ads change over these six months though? Did the 41.000 rubles you saved on design make up for any potential drop in ROAS?

YYavuz B***MemberCommunity member
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May 2025
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59
#10

One time, in an ad we generated with AI, it placed an object that looked like a red tennis ball next to the cheese board instead of a tomato and we launched it without noticing. Half the comments weren't even about the board, they were asking what kind of tomato that was.

SSinan Y***VeteranCommunity member
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Jan 2024
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243
#11

Let me write how it's done in practice. Any unwritten clause becomes a point of disagreement later, as both sides remember it differently.

If you have questions, write them; I'll answer as best I can.

MMert D***MemberCommunity member
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Dec 2024
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3
#12

Saved.

JJale T***ExpertCommunity member
Joined
Mar 2022
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393
#13

I agree. The first thing to break as you grow is communication, not the numbers.

Solutions that work at a small scale collapse when you grow; I learned this late. Correct me if I'm wrong.

EEbru O***MemberCommunity member
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Mar 2022
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370
#14

let me summarize what's been said so far. i mean any unwritten clause becomes a point of disagreement later, as both sides remember it differently.

im also curious if anyone does it differently.

NNuri Ç***Veteran
Job title
Site Manager
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Software
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cooperative
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Jan 2026
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20
#15

Let me clarify the technical side. Trying to do this alone is the most expensive way.

I'm also curious if anyone does it differently.

CCaner Ş***Member
Job title
Operations director
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E-commerce
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8-person team
Joined
Mar 2025
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36
#16

Three different views emerged, they all complement each other. Any unwritten clause becomes a point of disagreement later, as both sides remember it differently.

Correct me if I'm wrong.

RRıdvanMember
Job title
Dealer network manager
Organization type
regional distributor
Joined
Mar 2024
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92
#17

I have no experience with visual creation AI, so I'm asking. The reason for failure isn't one big mistake but the accumulation of small decisions.

MMurat K***Member
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SaaS developer
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boutique agency
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Mar 2024
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118

Doki · Log management setup · 2025

#18

Let me speak from the other side; I'm on the supplier side. Trying to do this alone is the most expensive way.

The longer you delay cutting the team the more people it affects. anyway just leaving this note it might be useful.

MMetin Y***Member
Job title
Accounting Manager
Sector
Construction
Organization type
120-person company
Joined
Dec 2024
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168
#19

Let me speak from the other side; I'm on the supplier side. Looking profitable on paper but having no cash in the bank is very common.

Mistakes made on the visual creation AI side are usually reversible but expensive. I mean correct me if Im wrong.

FFerhat A***Member
Job title
Board member
Sector
Advertising and promotion
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20-person company
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Jun 2024
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155
#20

I didn't know that. The biggest time-waster for us was not knowing who had the final say.

Just leaving this note, it might be useful.

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