We almost built a generic AI photo tool. Here's why we didn't - and what it taught us about building SaaS.
When my co-founder and I started working on Monoshoot, the obvious version of the product was a universal AI photo studio. Upload any product, get a great image. Simple, broad, big TAM.
We almost shipped that.
Then we spent two weeks actually testing every competitor in the space - Photoroom, Flair, Pebblely, Nightjar, Claid - and one pattern kept showing up. They were all trying to be everything to everyone. And as a result, none of them were truly great for any specific seller.
That's when we made the decision that changed everything.
The three verticals that made us focus
We looked at where product photography failure hurts sellers the most. Three categories kept coming up:
Jewellery - reflective metals, gemstone cuts, fine engravings. These surfaces are notoriously difficult even for professional photographers. AI tools consistently hallucinate wrong textures, invent stone shapes, and lose fine detail. For a seller whose entire brand value is in craftsmanship, this is catastrophic.
Fashion - fabric texture, fit representation, on-model consistency. Returns in fashion are already 30%+ industry-wide. A misleading product image makes that worse. Sellers need ghost mannequin support, accurate drape representation, and consistent model presentation across a catalogue.
Cosmetics - shade accuracy, finish display (matte vs gloss vs shimmer), skin tone matching. Beauty buyers make decisions based almost entirely on visual trust. An AI that slightly misrepresents a lipstick shade loses the sale and the customer.
Three completely different problems. Three completely different surface types. Three completely different seller expectations.
One tool couldn't solve all three at the same quality level. So we stopped trying.
What vertical focus actually means in practice
This wasn't just a marketing decision - it rewired how we built the product.
Each vertical in Monoshoot has its own scene library, its own lighting presets, its own style options. The prompt architecture underneath is different for each. The accuracy constraints are tuned differently. Even the UI is structured around how that category's sellers actually think about their products.
A jewellery seller thinks in terms of metal type, stone type, and setting style. A fashion seller thinks in terms of gender, fit, and occasion. A cosmetics seller thinks in terms of skin tone, finish, and hero shot vs lifestyle.
Generic tools ask you to describe what you want. Monoshoot asks you to select from options built for your category - because we already know what matters.
The side effect nobody told us about
Going vertical had an unexpected benefit we didn't fully anticipate: SEO and content marketing became dramatically easier.
"AI product photography" is a brutally competitive keyword. But "AI jewellery photography", "AI cosmetics product photos", "product photography for Etsy jewellery sellers" - those are winnable. We're building content around each vertical with depth that a generic tool simply can't credibly match.
Our blog already covers Amazon photography requirements for jewellery, fashion, and beauty separately. AI tools for Etsy sellers by category. Cosmetics photography guides for beauty brands. Each piece of content would be shallow and generic if we weren't genuinely vertical-first.
The lesson for other SaaS builders
If you're early and trying to decide between broad and focused - here's what I'd tell you:
Broad gives you a bigger addressable market on paper. Focused gives you a reason to exist that's hard to copy. A big player can always add your vertical as a feature. They can't easily rebuild their entire product architecture around it.
The sellers who need Monoshoot aren't looking for "AI photo tool." They're looking for something that actually understands their product category. That's a completely different search - and a completely different reason to choose you.
We're live today at https://www.monoshoot.com - free to try, no credit card needed.
If you've faced the build broad vs. build focused decision in your own SaaS, I'd love to hear how you thought through it. 👇
📩 hello@monoshoot.com
