Trelis Research

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LLM Valuation Forecasts by Knowledge Cutoff

Models with knowledge cutoffs from Sep 2021 to Feb 2026 forecast valuations of OpenAI, Anthropic, NVIDIA, Alphabet and Meta — versus what actually happened. Plus: why point estimates mislead, hindsight calibration, and what tail shapes LLMs actually believe in.

July 2026 · 26 models · 2,500+ forecasts