Models & Research

Top AI experts badly underestimated how fast the field is moving, study finds

· September 24, 2026
Top AI experts badly underestimated how fast the field is moving, study finds

What happened

A recent study from the Forecasting Research Institute shows that top AI experts have consistently underestimated how quickly AI capabilities are advancing. For example, AI reached gold-medal performance at the International Mathematical Olympiad five years earlier than the median expert forecast. Similarly, Anthropic’s annualized revenue is roughly five times higher than experts predicted. However, predictions about real-world applications like self-driving cars have been more mixed and less optimistic.

Why it matters

Underestimating AI progress pressures companies and investors to reconsider their timelines and risk assessments. Builders betting on gradual improvements may miss opportunities or face sudden competition as new AI tools achieve breakthroughs faster than expected. Startups and incumbents in AI-driven markets will feel tightening pressure to accelerate development or lose relevance. Investors should adjust growth expectations and due diligence to account for AI’s faster pace, especially in deep learning and language models, while maintaining caution on technologies with slower real-world adoption.

What to watch next

Watch for shifts in funding and hiring patterns as startups and large players react to compressed AI timelines. Keep an eye on practical deployments where AI progress overlaps with user adoption hurdles, such as autonomous vehicles and robotics. The gap between model capability improvements and real-world use cases will define where the fast-moving AI wave creates value versus where it runs into regulatory, infrastructure, or safety limits.

AI Quick Briefs Editorial Desk

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