What are Ollama benchmarks in 2026?

Ollama models like Qwen 2.5 32B hit 83% MMLU, near GPT-4, with blazing local speeds on M4 or RTX 4090.

Does local AI cost $0 to run?

Marginal cost yes — hardware amortized, then free queries forever versus cloud's per-token bleed.

Is Ollama better than OpenAI for developers?

For code, chat, RAG on your machine

Local AI's Silent Takeover: Ollama Benchmarks Prove $0 Inference Wins in 2026

Ever wonder why your cloud AI bill keeps climbing while local setups run forever for free? Ollama's explosive growth and killer benchmarks show 2026 is the year per-token pricing dies.

theAIcatchup Apr 07, 2026 3 min read

Ollama benchmark charts on M4 Max Mac Studio running 70B local AI models

⚡ Key Takeaways

Local inference delivers 70-85% frontier quality at $0 marginal cost, crushing cloud APIs at scale. 𝕏
Ollama's 52M downloads and benchmarks prove viability on consumer hardware like M4 Max or RTX 4090. 𝕏
Shift favors hardware makers; per-token pricing faces extinction by 2027. 𝕏

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Originally reported by dev.to

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