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BatteryIncluded

AI site search and recommendations for e-commerce

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What BatteryIncluded is

Search infrastructure for online stores. Site search is where intent meets catalog, and keyword matching fails on real shopper language; this platform brings semantic and hybrid LLM search to product discovery, plus AI recommendations.

The German engineering and cookieless framing address European privacy expectations directly.

What you can do with it

  • Deploy semantic search across the catalog
  • Reduce zero-result pages that lose shoppers
  • Add AI-driven product recommendations
  • Handle complex natural language queries
  • Operate without third-party cookies

Who it is for

  • Medium and large e-commerce operations
  • Brand stores and vertical retailers
  • Shopware ecosystem businesses
  • Teams with clear search conversion goals

What to watch out for

  • Search quality depends on product data: titles, attributes, synonyms and categories
  • Small catalogs or chaotic data limit the benefit
  • Privacy and data processing terms need review for your region
  • Ban rules and inappropriate recommendation filtering need configuration

Pros & cons

✓ What we like

  • Semantic search fixes real shopper language mismatch
  • Cookieless design fits European privacy norms
  • Hybrid LLM handles complex queries

! What to watch out for

  • Needs solid product data to work
  • Limited value for tiny catalogs
  • Integration effort for enterprise search

FAQ

Is it just a search box?

No. It includes semantic search, AI recommendations and hybrid LLM query understanding.

Does it use third-party cookies?

No. Cookieless operation is an explicit design principle.

Is it suitable for small shops?

Stores with few SKUs or unstructured product data see limited benefit.

Last reviewed: 2026-09-15

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