Listing Agent · E-commerce & boutiques

Raw photos in. Published listings out.

Listing products is the most hated task in retail: shoot, clean, composite, write, publish — per product, forever. The Listing Agent automates the whole line, with quality gates at every step where a mistake would cost you a customer's trust.

The system

Raw product photos
Deterministic compositing
Model shots
Validated copy
Published listing

human approval gate on generated imagery before anything goes live.

The moat · reliability, not generation

Boring and correct, 500 times in a row.

Anyone can call an image model. The product is the QA layer. Where pixels must be exact — cutouts, shadows, floor placement — the pipeline is deterministic code, not AI: it cannot hallucinate. Generative models are used only where they earn their place (model shots), behind a human approval gate. Copy is generated from your actual product data through validation checks — the system can't invent a fabric, a dimension, or a material that isn't in the source. One wrong description or a six-fingered hand erodes trust instantly; the pipeline exists so that never ships.

What's included

  • Photography pipeline — consistent backdrops, shadows, and framing across the entire catalog
  • Model shots where the category needs them, human-approved before publish
  • Listing copy — titles, descriptions, variants — constrained to your real product data
  • Direct publish to your Shopify store; new products flow through automatically on retainer

$2.5–4k

build

$500–750/mo

catalog retainer

Before / after

Pipeline output

Placeholder — drop in the Ohh Bags / NAIFIT before-and-after composites here once the reference catalog run is complete.

[ raw product photo ]
[ composited listing image ]

How many products are waiting to be listed?

Bring ten raw photos. We'll show you what the pipeline does with them.