Systems

AI Commerce System

Connect research, product evaluation, image and video tasks, multilingual listings, channel publishing and performance feedback in one governed workflow.

45 min → 6 minfirst-draft time per product listing

Internal lab evidence · Not client results · Q2 2026 test cycle

How you probably do it today

Purchasing hands you a spreadsheet of this season's new products. Someone writes the copy item by item, sends it out for translation, then pastes each version into every platform's back end, one product at a time. Images are handled separately. And once everything is live, you find out what sold at the end of the month — after the next batch has already been ordered.

What this is costing you

From raw data to live on every platform, one product takes about 45 minutes. Five hundred new products is more than sixty working days of someone's time. The more expensive loss: what sold well never feeds back into what you buy next. Every season starts from a guess.

What it looks like connected

  1. The spreadsheet goes in
  2. The system drafts listings for every platform and language
  3. Your person reviews — this step does not disappear, and it should not
  4. One publish, all platforms
  5. Sales and returns flow back into the next buying decision

What we have measured

On an internal test set of 1,200 products, first-draft time fell from about 45 minutes to under 6 minutes. 78% of multilingual drafts passed human review without structural rewrites.

Internal lab evidence · Not client results · Q2 2026 test cycle

A good fit if

50 or more new products a month, sold on two or more platforms or markets, with new products arriving continuously.

Not a fit if

A small catalogue of high-value items where every listing is written and negotiated individually — manual work is faster there, and we will tell you so.

How it operates

One governed flow, with people in control.

Input
System Processing
Human Checkpoint
Action / Write-back
Measurement

Workflow

market and product signals → research structuring → content and listing drafts → human approval → channel publishing → performance feedback.

Engagement

typically starts as a focused pilot on one product line or marketplace, then expands through deployment and managed operations.

Designed to improve

time to listing, content consistency, review effort and iteration speed.

Human control

product approval, brand and compliance review, pricing, inventory and final publishing.

Discuss Commerce Operations.

Tell us which workflow is costing time, quality or visibility, and we will assess what scope fits.