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AI capability funnel
also LLM capability funnel or capability funnel
Definition of AI capability funnel
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: a steep divide in how different groups perceive and use AI, ranging from billions of people with little exposure to a very small number of professionals and laboratory insiders who can access and test the most capable systems
- The AI capability funnel helps explain why one person sees a clumsy chatbot while another sees agents completing weeks of technical work.
- The company tried to widen the narrow middle of the capability funnel by training employees on difficult, verifiable tasks rather than simple email drafting.
Two meanings, one word
In everyday English
A funnel is an object or process that narrows from a wide opening to a small outlet.
In AI
A steep divide in how different groups perceive and use AI, ranging from billions of people with little exposure to a very small number of professionals and laboratory…
Origin & history
The expression emerged in October 2026 after AI researcher Andrej Karpathy described the widening gap in shared understanding of large-language-model capability as a "sharp funnel." His rough tiers ranged from people with almost no LLM exposure to a few thousand insiders using frontier-grade systems. Subsequent reporting referred to the framework as the AI capability funnel or LLM capability funnel.
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Cite this entry
"AI capability funnel." AI Dictionary, Dadgogo, https://dadgogo.com/dictionary/ai-capability-funnel/. Accessed 13 Oct. 2026.