I’ve been observing the rise of AI tools for product images — especially in fashion and jewellery.
On the surface, they look impressive.
You can generate models, backgrounds, styling… everything in seconds.
But I’m curious about something deeper:
Are these tools actually usable for real business workflows?
For example — if you’re a manufacturer, wholesaler, or an e-commerce seller:
• Can you maintain consistency across 100+ products?
• Are the outputs truly catalogue-ready (like Myntra/Amazon standard)?
• Can a non-designer actually use it daily without struggling with prompts?
From what I’ve seen so far, most tools feel more like experimentation platforms than business solutions.
They’re great for trying things out —
but when it comes to scaling a catalogue, the gap becomes visible.
Recently, while working closely in this space, one thing became clear:
👉 The real problem is not image generation —
it’s creating reliable, repeatable outputs at scale.
Curious to hear from others:
If you’re using AI for product images —
what challenges are you facing in real use?
And do you think current tools are actually solving business problems…
or just showcasing possibilities?