Enterprise AI Spending Shift Pressures OpenAI and Anthropic

Enterprises that once burned through tokens on OpenAI’s GPT-4 and Anthropic’s Claude are now imposing strict budget caps. Lindy’s migration to the cheaper Chinese DeepSeek model cut its AI spend dramatically, illustrating a broader industry shift away from high-cost frontier models and threatening the growth assumptions of the two leading LLM providers.

AI Giants Hit Budget Wall as Enterprises Ditch Tokenmaxxing

The AI surge after ChatGPT’s 2022 debut encouraged developers to maximize token usage, inflating corporate AI bills to billions. By 2026, CFOs demand measurable ROI, prompting firms to adopt model routing—assigning tasks to the cheapest capable model—and to tighten spend controls.

AI Giants Hit Budget Wall as Enterprises Ditch Tokenmaxxing

OpenAI introduced analytics and spend caps; Anthropic added limits. Microsoft, with $13 bn in OpenAI and $5 bn in Anthropic, launched low-cost models and Copilot routing. Amazon’s DeSantis touts chips for cheaper models. Google’s Gemini 3.5 Flash costs about one-third of frontier models. Lindy’s CEO Flo Crivello migrated to DeepSeek; Jeff Henry of Highspring cites a universal AI spend crunch.

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Anthropic posted a $47 bn annualized run rate in May 2026, up from $10 bn in 2025. OpenAI’s run rate reached $25 bn early 2026, versus $13.1 bn in 2025. Microsoft’s total investment in both firms totals $18 bn. Glean reports 95 % of enterprise AI usage still runs on frontier models. Anthropic has raised over $7 bn; OpenAI is reportedly losing money.

AI Giants Hit Budget Wall as Enterprises Ditch Tokenmaxxing

OpenAI introduced a dashboard for credit-spend breakdown, caps and monitoring. Anthropic added provisioning and individual limits. Microsoft promoted low-cost models and Copilot routing to suitable model. Amazon’s DeSantis said chips will enable cheaper models. Google highlighted Gemini 3.5 Flash as a half-price option for routine tasks. Both firms filed IPO paperwork, citing capital needs amid tighter budgets.

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Jeff Henry (Highspring) calls AI a “third pillar” of spend lacking budgeting tools. Eric Glyman (Ramp) says finance teams now scrutinize AI items like other tech. Satya Nadella warns that concentration of value in frontier models could create an untenable economy. Gil Luria (D.A. Davidson) cautions that growth rates may be peak for both firms, urging listings.

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• “We did it, and you could see that cost curve go down, like, crash to the ground,” — Flo Crivello, CEO, Lindy

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• “There's no way that toothpaste ever goes back in the tube.” — Jeff Henry, President, Highspring

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• “The last thing any of us want is a world where every company across every sector is ceding value to a few models that eat everything they see,” — Satya Nadella, CEO, Microsoft

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• “AI has a cost problem,” — Peter DeSantis, Amazon AI Executive

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OpenAI may postpone its IPO until 2027, while Anthropic could list earlier to secure fresh capital. Both firms are expanding low-cost model portfolios and tightening enterprise controls. Competitors—Microsoft, Amazon, Google—are scaling affordable alternatives, likely accelerating the shift toward model routing and open-source options as cost pressures persist.

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