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SeedPublished 2026-10-23

Open innovation when the crowd is a model

Open innovation and crowdsourcing appear on 71 recent papers, mostly in management, but only 3 of them carry an AI keyword. Firms ran idea contests and crowdsourcing platforms to get ideas from outside. If a language model can generate thousands of ideas in an hour, what is the crowd still for, and how do firms tell good ideas from fluent ones?

What prompted this#

Since October 2025, 71 papers carry an open-innovation or crowdsourcing keyword (39 in management journals, 11 in economics): "open innovation" on 42, "crowdsourcing" on 13, "open innovation ecosystems" on 5. Only 3 of the 71 also carry an artificial-intelligence, generative-AI, language-model or machine-learning keyword.

Questions#

  • In idea contests, how do ideas from language models compare with crowd ideas on novelty, feasibility and what firms actually implement?
  • Do participants in crowdsourcing platforms now submit AI-generated ideas, and does that raise the volume and lower the diversity of submissions?
  • Does the value of open innovation shift from generating ideas to testing them with outside users?

Data that could help#

Submissions and outcomes from innovation contests and platforms, with timestamps around 2023, and experiments that mix model-generated and human ideas for blind evaluation.

Next step#

Run a blind evaluation in which managers rate a mix of crowd-sourced and model-generated ideas for a real problem, and track which ones they implement.

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
open innovation2#1303142
crowdsourcing1#288182

Markdown version of this note: /ideas/open-innovation-with-generative-ai.md

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Cite this page

Scholar4AI. (2026). Open innovation when the crowd is a model. Journal Research Rankings. Retrieved October 23, 2026, from https://scholar4ai.com/ideas/open-innovation-with-generative-ai

@misc{scholar4ai-ideas-open-innovation-with-generative-ai,
  author = {{Scholar4AI}},
  title = {Open innovation when the crowd is a model},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/ideas/open-innovation-with-generative-ai}},
  urldate = {2026-10-23},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

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