Best Local LLM 2026: Tested and Ranked on 24GB GPUs

We benchmarked 12 of the most popular open-weight LLMs in 2026 on consumer 24GB GPUs and Apple Silicon. Here are the winners by use case.

How we picked the winners

For each category, we evaluated quality on standard benchmarks, speed (tokens/sec) on target hardware, VRAM efficiency, ecosystem support, and maturity. All picks are tested hands-on.

The top picks

Decision matrix

Use case	Best pick	Why
All-round	Qwen 3 32B	Strongest 24GB model in 2026
Apple Silicon	GLM-4.7 Flash 30B	Strongest 30B class in 2026
Coding	Qwen 2.5-Coder 32B	Best 32B coder
Reasoning	DeepSeek R1 32B	Strongest 24GB reasoning
Edge	LFM2.5 Thinking 1.2B	Best 1B with reasoning

See also

• All learn topics
• All tool reviews
• All comparisons
• All model pages
• Local AI glossary
• All best-of pages