Benchmarks & data

Raw, sourced benchmark data with full methodology — tok/s, memory, accuracy — plus downloadable CC-BY datasets you can cite.

Benchmark data

Dataset

Local AI benchmarks for Mac (2026)

Tok/s and memory data for local AI on Apple Silicon in 2026: Outlier measured, Ollama and LM Studio from public benchmarks.

Dataset

Mac RAM to AI model size — reference table

A reference table mapping Mac unified RAM to which local AI models fit, their disk sizes, and measured tokens/sec on an M1 Ultra. Plan your build or buy.

Dataset

Outlier vs Claude: 54-prompt benchmark

Raw side-by-side data: 54 prompts sent to Outlier Core 27B and Claude Opus 4.7, scored by rubric. Outlier scored 98.9% overall, 100% on the 9 hardest.

Dataset

Streaming engine benchmarks (Plus + Vision)

Raw tok/s and memory data for Outlier's MoE engines on Plus 397B and Vision 35B. Why both streaming engines (V10, V11) were retired in favor of V9…

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Free Nano + Lite. Pro $20/mo or $149/yr adds everything (Plus 397B included). Lifetime Pro from $99 (Founding 200) or $200 (Founders 500). Apple Silicon only.

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