Problem

Product data bottlenecks

New products take too long to go live. Attributes are inconsistent across channels. Descriptions are rewritten by hand. The PIM or spreadsheet becomes the bottleneck for the whole commercial workflow.

What this problem looks like

Backlog of products waiting on descriptions, categorisation or images.

Inconsistent attributes between PIM, ecommerce, marketplaces and supplier sheets.

Manual rewriting of supplier copy for every channel.

Why it costs time and margin

Slow product data delays revenue, weakens search performance and leads to duplicate work across teams. Inconsistency erodes trust in the catalogue.

Where the workflow usually breaks

  • Supplier data arrives in inconsistent formats.
  • Attribute rules are not documented.
  • No human review step between draft and publish.

How AI can help without over-automating

AI can classify products, draft descriptions, normalise attributes and flag gaps. A human reviewer keeps control of what actually goes live, especially on tone, claims and category-specific accuracy.

Systems usually involved

  • PIM
  • Ecommerce platform
  • Marketplaces
  • Spreadsheets
  • DAM
  • Supplier feeds

What value looks like

Faster product onboarding, more consistent attributes, less manual rewriting and a clearer review queue.

Where this connects

Common questions

Common questions

Do we need a big AI strategy first?

No. We start with one painful workflow, baseline the current effort and risk, then decide what kind of AI support — if any — is the right fit. Strategy comes from real workflows, not the other way round.

Will AI replace the people doing this work?

No. Useful AI usually removes repetitive manual steps, surfaces information faster and frees people for the parts of the work that need judgement. Human review stays where it matters.

Talk to us about this.

Let's discuss how we can help with your AI workflows and tasks.

Get in touch

About WithPraxis

WithPraxis is employee-owned and experience-led. We work on the workflows and tasks already running inside your business, not abstract AI strategy. Independent and platform-agnostic - we recommend what works, not what we sell.

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