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RESEARCH

Research only

Intelligent commerce discovery.

How buyer-side agents could turn intent into useful, explainable product discovery.

RESEARCH FRAME

Thesis

Keyword search and filters force buyers to translate intent into catalog language.

Why now

Structured catalogs and better retrieval make conversational discovery worth studying now.

Unresolved work

Relevance, latency, merchant permission, ranking integrity, and buyer trust remain unresolved.

Graduation signal

This becomes product work only after a bounded prototype produces useful, explainable results.

Enes Özkan · 26 July 2026 · 2 min read

RESEARCH

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