We’re building Mujo: from one photo to a full marketplace listing content (no prompts). Looking for honest IH feedback.

Shipping a single SKU in 2025 isn’t “open ChatGPT and ship.”
It’s a grind of gallery-funnel logic, brand rules, re-exports, and variant hell - repeated for dozens of SKUs:

• Gallery ≠ album. You need a funnel: hero → benefits → proof → lifestyle → comparison.

• Brand precision: colors, fonts, tone, iconography must match across SKUs/marketplaces.

• Variant hell: change “strawberry” to “vanilla” but keep angle, scale, layout locked; re-export 1:1, 4:5, A+, mobile cuts.

• Copy ↔ layout conflict: great bullets don’t fit; shorten → loses meaning, lengthen → breaks layout.

• Ops drag: filenames, compression, localization, versioning. “One more tweak” = 100s of manual steps.

We built Mujo because the promise of LLMs + image models is speed — but commerce needs consistency, structure, and exports, not random cool shots.

What we’re building

Mujo AI — a design agent that turns one product photo into a complete, marketplace-ready listing content:

• Detects audiences & use-cases, maps features → writes titles, bullets, descriptions.

• Generates a gallery as a funnel: hero, benefits, comparison, lifestyle with text-on-image graphics.

• Keeps brand system on by default: colors, fonts, tone.

• Engineered for marketplace (Amazon, Shopify, TikTok Shop, etc.) AI/CV review

• No prompt ping-pong. No Photoshop marathons. Just outcomes.

This isn’t “click once → random images.” It’s a logic layer that thinks like a designer and executes like ops.

Why now (and why us)

• LLMs/diffusion models are great at one-off assets; commerce needs sets that tell a story and obey platform rules.

• Small teams deserve agency-level output without hiring an agency.

• We’ve done this work inside agencies for years; the pain is real, repeatable, and solvable with systems.

Early beta users (including our first paid) report a drastic drop in time-per-SKU once the gallery is framed as rules, not a blank canvas.

How it works (end-to-end)

1. Upload one clean product photo.

2. Agent proposes benefits, audiences, copy, and visual style.

3. Confirm/tweak → click Generate.

4. Get a cohesive gallery set + copy.

5. Export. Download marketplace-ready sets in a click. Layered files = fast edits. Post wherever you need.

Who gets the most value

• Amazon/Shopify sellers shipping many SKUs.

• Designers/creators who need fast ideation + bulk adaptations.

• Agencies & VAs productizing listing optimization.

• Solo founders who want “big-brand” consistency on small budgets.

Looking for IH feedback on

• First-mile onboarding: too many questions or too few?

• Copy controls: tone strictness, bullet length, claims vs. proof — what matters day-to-day?

• Export presets: which platforms/aspects are non-negotiable for you?

• Variant workflow: best way to lock geometry while swapping label/color?

• Pricing model: credits per project vs. per image — what feels no-brainer?

A small thank-you

Drop a comment with your pain point or teardown request — I’ll DM 500 credits (≈ 1 month of Pro, $60 value) to the first IH folks who chime in.

One link

mujoai.com — Open Free Beta. no credit card