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Demand for LLMs: Descriptive Evidence on Substitution, Market Expansion, and Multihoming

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abstract

This paper documents three stylized facts about the demand for Large Language Models (LLMs) using data from OpenRouter, a prominent LLM marketplace. First, new models experience rapid initial adoption that stabilizes within weeks. Second, model releases differ substantially in whether they primarily attract new users or substitute demand from competing models. Third, multihoming, using multiple models simultaneously, is common among apps. These findings suggest significant horizontal and vertical differentiation in the LLM market, implying opportunities for providers to maintain demand and pricing power despite rapid technological advances.

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cs.GT 1

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2026 1

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Freemium Is All You Need

cs.GT · 2026-08-01 · reject · novelty 6.0

For a freemium GenAI service with training-eligible free requests, the paper derives steady-state quality and claims a closed-form optimal pricing strategy with two value thresholds, but the optimization contains a sign error.

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  • Freemium Is All You Need cs.GT · 2026-08-01 · reject · none · ref 17 · internal anchor

    For a freemium GenAI service with training-eligible free requests, the paper derives steady-state quality and claims a closed-form optimal pricing strategy with two value thresholds, but the optimization contains a sign error.