---
title: "LLMs are stuck in a groupthink groove. This startup is trying to get them out."
slug: "llms-are-stuck-in-a-groupthink-groove-this-startup-is-trying-to-get-them-out"
date: 2026-07-01
category: tech-pub
tags: [anthropic]
language: en
sources_count: 1
featured: false
publisher: AInauten News
url: https://news.ainauten.com/en/story/llms-are-stuck-in-a-groupthink-groove-this-startup-is-trying-to-get-them-out
---

# LLMs are stuck in a groupthink groove. This startup is trying to get them out.

**Published**: 2026-07-01 | **Category**: tech-pub | **Sources**: 1

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## TL;DR

- ChatGPT, Claude, and Gemini often converge on similar answers for open prompts: in the random-number test, 7 appears strikingly often, followed by 3 or 4, then 8 or 9.

---

## Summary

- ChatGPT, Claude, and Gemini often converge on similar answers for open prompts: in the random-number test, 7 appears strikingly often, followed by 3 or 4, then 8 or 9.
- Australian startup Springboards is building Flint, an experimental LLM meant to break out of those response grooves without sacrificing coherence entirely.
- The method relies on controlled unpredictability: Flint identifies points in an answer where more variation can be added, such as ideas, travel picks, or campaign concepts.
- Springboards is positioning Flint mainly for advertising, marketing, and branding. Its value is brainstorming support, not finished work ready to publish.

---

## Why it matters

ChatGPT, Claude, and Gemini often converge on similar answers for open prompts: in the random-number test, 7 appears strikingly often, followed by 3 or 4, then 8 or 9.

---

## Key Points

- ChatGPT, Claude, and Gemini often converge on similar answers for open prompts: in the random-number test, 7 appears strikingly often, followed by 3 or 4, then 8 or 9.
- Australian startup Springboards is building Flint, an experimental LLM meant to break out of those response grooves without sacrificing coherence entirely.
- The method relies on controlled unpredictability: Flint identifies points in an answer where more variation can be added, such as ideas, travel picks, or campaign concepts.
- Springboards is positioning Flint mainly for advertising, marketing, and branding. Its value is brainstorming support, not finished work ready to publish.

---

## Nauti's Take

Flint hits a real weakness: many LLMs are now useful, but also painfully predictable. That is risky for creative work because mediocre ideas can sound polished enough to pass. Still, the answer is not simply more randomness. Good AI needs targeted deviation: enough friction to open new directions, but not so much that originality turns into noise.

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## FAQ

**Q:** What is LLMs are stuck in a groupthink groove. This startup is trying to get them out. about?

**A:** - ChatGPT, Claude, and Gemini often converge on similar answers for open prompts: in the random-number test, 7 appears strikingly often, followed by 3 or 4, then 8 or 9.

**Q:** Why does it matter?

**A:** ChatGPT, Claude, and Gemini often converge on similar answers for open prompts: in the random-number test, 7 appears strikingly often, followed by 3 or 4, then 8 or 9.

**Q:** What are the key takeaways?

**A:** ChatGPT, Claude, and Gemini often converge on similar answers for open prompts: in the random-number test, 7 appears strikingly often, followed by 3 or 4, then 8 or 9.. Australian startup Springboards is building Flint, an experimental LLM meant to break out of those response grooves without sacrificing coherence entirely.. The method relies on controlled unpredictability: Flint identifies points in an answer where more variation can be added, such as ideas, travel picks, or campaign concepts.

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## Related Topics

- [anthropic](https://news.ainauten.com/en/tag/anthropic)

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## Sources

- [LLMs are stuck in a groupthink groove. This startup is trying to get them out.](https://www.technologyreview.com/2026/07/01/1140003/llms-are-stuck-in-a-groupthink-rut-this-startup-is-trying-to-get-them-out/) - MIT Technology Review

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## About This Article

This article is a synthesis of 1 sources, curated and summarized by AInauten News. We aggregate AI news from trusted sources and provide bilingual (German/English) coverage.

**Publisher**: [AInauten](https://www.ainauten.com) | **Site**: [news.ainauten.com](https://news.ainauten.com)

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*Last Updated: 2026-07-02*