I Just Wanted to Buy a Casserole Dish. Instead, I Started Questioning the Brand.
How a simple shopping experience revealed the connection between AI-generated images, brand credibility, and the customer journey.

Seriously, I just wanted to get a cast-iron casserole dish for baking sourdough bread. So, like many people, I went to Amazon to see what was available. I already knew what I wanted. I was comparing sizes, prices, features, and brands to decide which casserole dish would be the right purchase.
I wasn't looking for problems with anyone's website. I wasn't conducting a digital presence review or researching businesses for work.
But somewhere along the way, I stopped evaluating the products and started questioning the businesses selling them. That is where this became an interesting customer journey for me on an e-commerce product website.
When Product Images Start Raising Questions About the Brand
As I browsed Amazon, I came across promotional images from different cookware brands that made me stop and look twice.

One image showed a woman handling a cast-iron casserole dish with her bare hands at an open oven. The advertisement highlighted that the dish could withstand temperatures of up to 260°C.
Anyone familiar with cast iron knows how hot those handles become. Ideally, she could put it in the oven without mitts if the oven was not preheated.

Another image showed a woman holding a casserole filled with steaming food, supposedly demonstrating its oven-safe capabilities. But the hand protection looked questionable, with what appeared to be thin latex gloves, a small cloth, and potentially exposed skin.

Then there was an image of freshly baked bread in a casserole dish, except the bread appeared to have the casserole lid's knob sticking directly out of the top of the loaf. I actually stopped and stared at that one.
These images had the characteristics of AI-generated or poorly composited advertising, and the inconsistencies are very obvious. Instead of thinking about which casserole dish I wanted to buy, I started wondering something else.
If the company isn't paying attention to the images it uses to sell its products, how much attention is it paying to the products themselves?
***The following images were captured from different cookware product listings on Amazon.it on November 6, 2026. I've added arrows and comments to highlight the details that caught my attention while shopping. These are examples of the actual promotional images I encountered, not images I generated myself.
From Product Interest to Brand Doubt
On Amazon, I wasn't expecting perfect advertising, and with the rollout of AI image slop, I expected some to be used, but I do expect images that accurately represent the products and demonstrate their safe use. This is from the consumer standpoint.
How this looks on the brand
These weren't insignificant decorative details. They were images intended to show potential customers how the cookware works. Whereas, as a consumer, I suddenly had questions about the business itself, which showed this.
Is the cookware actually good quality? Is it safe? Does the manufacturer take pride in its products? Are the descriptions and specifications accurate?
As a business, you might be producing quality casserole dishes, but your brand is now in question because of the digital presence you displayed online while selling your product.
I do not know if you needed to cut employees and costs to survive and started creating AI images without knowledge of prompting or a quality-check screener to review the results. But those images introduced doubt where there hadn't been any before. That's an important difference.
A product doesn't have to be bad for its presentation to make customers question its quality. How you portray your business in your digital presence says so much.
So I Went Looking for the Brand's Website
At this point, I could not help myself; I decided to look beyond Amazon and at the brand's website for one of them. I searched for the cookware brand's website, expecting to find more information about the company and its products. I wanted reassurance.
Instead, the cookware website gave me more reasons to question the brand's attention to detail.
The website looked dated, with decorative graphics, inconsistent typography, colorful promotional banners, and product images that didn't feel particularly cohesive. There was even a spelling mistake in one of the promotional headings. At the bottom of the website, I found a copyright date of 2021.
Now, an old copyright date doesn't necessarily mean a website hasn't been updated, and an outdated-looking website doesn't automatically mean a company produces poor-quality products. Take into account my experience as a customer.
I'd already encountered questionable advertising images. Now I was looking at a website whose presentation didn't reinforce the premium quality the brand was trying to promote. Rather than restoring my confidence, the website added to my uncertainty.
This Is What a Customer Journey Actually Looks Like
Businesses often think about their website, social media, advertising, and marketplace listings as separate activities. The thing is, customers don't experience them separately.
I started on Amazon because I wanted to buy something. The product images made me question the brand. I searched for the company's website to learn more. The website didn't provide the reassurance I was looking for. At every stage, I was forming an impression of the business, and none of those impressions existed in isolation.
Your website might be beautiful, but if your product listings, advertisements, or social media content undermine customer confidence, that beautiful website may never get the opportunity to convert them.
That's why digital presence is more than having a website. It's the collective experience people have with your business wherever they encounter it online.
AI Isn't the Problem. Lack of Review Is.
Businesses have more opportunities than ever to create marketing content quickly and affordably.
AI can generate product images, advertisements, videos, website copy, and entire websites and more.
I understand the appeal; I really do, but I also screen everything I post related to my business for: is this right for my brand, is this saying what I want to say, is this image working for my clients.
Professional photography, videography, design, and content production cost money. For businesses trying to manage expenses, AI offers an attractive alternative, but that is quality control, and it should not be where you cut costs.
Humans make mistakes, and AI makes mistakes. That's nothing new, and expecting perfection from either is unrealistic. But there's a difference between making a mistake and repeatedly publishing mistakes without catching them. One mistake might be overlooked; several mistakes across different parts of a business's digital presence begin to raise many questions.
Does the company pay attention to detail? Does it take pride in its products? If it isn't checking what it's publishing, what else might it be overlooking?
That's where trust in a product and business begins to disappear.

The Cost of Your Brand Saving Money
Using AI to create marketing content can save businesses time and money, it can happen that those savings can come at a cost if quality is overlooked.
Every image, advertisement, social media post, and website page contributes to your digital presence and how customers perceive your business. When those touchpoints create doubt instead of confidence, potential customers may simply choose a competitor. You will not know why.
Your analytics can show visits, clicks, and abandoned purchases, but they can't always tell you when a customer lost trust in your brand.
Saving money on content creation means little if the quality of your digital presence is costing you customers.
Your Digital Presence Is Being Evaluated, Even When You Don't Realize It
I didn't begin this experience as a Digital Presence Analyst & Strategist; I began as a customer who wanted to bake bread.
This experience reminded me why I look at businesses as complete digital systems rather than focusing on individual websites or marketing channels. Every online interaction contributes to the impression a potential customer forms about your business.
Your website, product photography, marketplace listings, advertisements, social media posts, and customer communications all play a part. They don't all have to look identical, but they should consistently communicate your brand with accuracy, professionalism, and pride.
Because customers are connecting those experiences, whether your business is managing them together or not. Think about it: it only took a few questionable images to turn me, who was ready to buy, into someone who starts looking elsewhere.
You don't have to be perfect. But you do have to pay attention to what you're putting online.
Your customers certainly are.
When Was the Last Time You Looked at Your Business Through Your Customer's Eyes?
Your customers encounter your business across websites, search results, social media, and other platforms. Do they find everything working together to build their confidence to make a purchase or booking?
As a Digital Presence Analyst & Strategist, I examine how those touchpoints connect, where gaps may be affecting the customer experience, and what deserves attention.
Book a free 30-minute consultation to discuss your digital presence and where a closer review could make a difference.
Further Reading: AI-Generated Images, Advertising, and Accountability
The concerns around AI-generated commercial imagery extend beyond individual product listings. These articles explore how platforms and regulators are addressing transparency, accuracy, and the use of AI in advertising.
1. Amazon requiring labels for AI-generated people in product images
Quartz — July 24, 2026
Amazon introduced metadata requirements for sellers uploading realistic AI-generated people in product images and enhanced listing content, following a New York law. This is particularly relevant to the women depicted in your cookware advertisements.
Quartz Read the article
2. EU crackdown on undisclosed AI-generated content
European Commission — July 31, 2026
The EU began enforcing AI Act transparency requirements on August 2, including rules for marking synthetic content and disclosing qualifying deepfakes. Not every AI-assisted product image automatically requires a visible label.
Shaping Europe’s digital future Read the announcement
3. Amazon introducing AI-generated product imagery in shopping search
TechCrunch — June 3, 2026
Amazon announced AI-generated visual search suggestions, prompting questions about showing shoppers images of products that may not actually exist.
TechCrunch Read the article





