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SeedPublished 2026-10-23

When the shopping assistant chooses

Purchase intention, purchase decisions and consumer choice appear on 178 recent papers, mostly in management and economics, but only 14 of them carry a generative-AI, conversational-AI or recommendation keyword. Shoppers are starting to let AI assistants search, compare and buy. Who gets recommended, and what happens to brands and prices when a model makes the choice?

What prompted this#

Since October 2025, 178 papers carry a purchase-intention, purchase-decision, consumer-choice or online-shopping keyword (88 in management journals, 48 in economics, 24 in operations research): "purchase intention" on 48, "purchase decision" on 38, "consumer choice" on 37, "online shopping" on 19. Only 14 of them also carry a generative-AI, ChatGPT, language-model, AI-assistant, conversational or recommendation keyword, while "conversational AI" appears on 20 papers in the archive.

Questions#

  • When an assistant picks products, how concentrated are its choices across brands compared with human shoppers, and do the choices favour the assistant's owner or advertisers?
  • Do consumers who delegate to assistants pay less, buy more, or buy different things?
  • How do sellers optimize for assistants rather than for human eyes, and does that change product descriptions and prices?

Data that could help#

Logs of assistant-mediated shopping sessions, experiments comparing assistant and human choices for the same shopping tasks, and retailer price and description data over time.

Next step#

Ask several shopping assistants to buy the same 100 everyday products and compare brand concentration and prices with what human panels chose.

The keywords this note follows, in the tracked finance, accounting, economics, management, operations research and AI journals as of 2026-10-26
KeywordPapers, last 30 daysRankPapers per month, Oct 23 – Oct 26*Papers, last 36 months
purchase intention13#81406
conversational AI0–32
online shopping2#130376

Markdown version of this note: /ideas/ai-shopping-assistants.md

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Cite this page

Scholar4AI. (2026). When the shopping assistant chooses. Journal Research Rankings. Retrieved October 23, 2026, from https://scholar4ai.com/ideas/ai-shopping-assistants

@misc{scholar4ai-ideas-ai-shopping-assistants,
  author = {{Scholar4AI}},
  title = {When the shopping assistant chooses},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/ideas/ai-shopping-assistants}},
  urldate = {2026-10-23},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

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