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Kibbe.aiResearch report · 2026The state of AI in fashion commerceHow shopper expectations are rewriting retail search
New research

State of AI in Fashion Commerce 2026

What fashion shoppers now expect from search, where retailers are investing, and the discovery patterns separating leaders from laggards.

  • · How natural-language search changed what shoppers type
  • · Where AI is lifting conversion — and where it isn't yet
  • · A 90-day roadmap for ecommerce teams

The report isn't ready to send yet. We'll open requests here when it is.

Journal

Notes from the fitting room of fashion AI.

Search · 6 min read

Why “black dress” is the hardest query in fashion

Merchandising · 8 min read

Ranking for margin without breaking relevance

Data · 5 min read

A practical taxonomy for silhouette, fabric and fit

Open source & SDKs

Install, call, ship. In your stack.

Typed clients, storefront plugins and example apps — MIT licensed and maintained by the Kibbe team.

terminal
$ npm install @kibbe/sdk
kibbe-jsTypeScriptTyped client for browser and Node, with streaming search.
kibbe-pythonPythonBatch tagging and catalog sync for data teams.
kibbe-storefrontPluginDrop-in search and recommendations for popular storefronts.
kibbe-examplesNext.jsReference apps: image search, stylist chat, PDP recs.
System status

All systems operational.

Last checked
Search API99.99%
Tag API99.98%
Similar API100%
Fit API99.97%
Trends API100%
Dashboard99.95%
30 days agoToday

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