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AI's top startups are barely publishing their research

science.org

July 29, 2026

4 min read

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52/100

Summary

Many leading AI startups are not actively publishing their research findings, which hinders the scientific community's ability to evaluate and build upon their discoveries. Over half of AI unicorns have minimal participation in documenting their advancements in scientific literature.

Key Takeaways

More than half of AI unicorns have never published a scientific paper or preprint, contributing to only one in every 1000 AI papers published in 2025.
The top 5% of AI startups account for over 90% of all citations in the field, with OpenAI alone responsible for nearly 40% of citations.
AI companies prioritize rapid development and financial gain over traditional scientific documentation, leading to a trend of "blogification" in research dissemination.
The lack of scientific publications makes it difficult to assess the social impacts of AI technologies, including their energy use and safety.

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Community Sentiment

Negative

Positives

The foundational work from publicly shared research like 'Attention is All You Need' is acknowledged as critical, underscoring the irony of today's closed-off startup culture.
There are startups doing genuine world-first research, showcasing that innovation still thrives despite the reluctance to publish.

Concerns

Commenters are frustrated that the AI industry’s current trend is driven by greed, contrasting sharply with the collaborative spirit that once fueled research advancements.
There's a troubling sentiment that the lack of transparency in AI research leads to a proliferation of dubious claims, undermining the integrity of future models.