Can Apple Mac mini M4 Pro 24GB run Llama, Qwen & DeepSeek? 346 models that fit

346 of the 482 models in the Spanvero catalog fit Apple Mac mini M4 Pro 24GB's 24 GB unified memory (at a sensible quant, 16k context). For each: run it locally ($0 compute + electricity), rent an equivalent GPU ($0 markup, as of 2026-07-09), or pay per-token via your own API key (as of 2026-08-10).

Three honest ways to run each model on Apple Mac mini M4 Pro 24GB

• Run it locally: $0 in compute — you pay only electricity (~140 W under load on this Mac). Local is real money, never a fake "$0".
• Rent an equivalent GPU: from a $0-markup vendor rate (as of 2026-07-09) — you rent on your own account and pay the vendor directly; we never resell compute.
• Skip the box: run the same model through your own API key, paying per million tokens (prices as of 2026-08-10).

What fits Apple Mac mini M4 Pro 24GB (24 GB unified memory)

• 346 of the 482 notable models in the Spanvero catalog fit Apple Mac mini M4 Pro 24GB at a sensible quant (context capped at 16k for the estimate). Most capable first:
• sarvam 30b (sarvamai, 32.2B) — needs ~22 GB at Q4_K_M: run it locally for $0 compute + ~$0.4648/1M in electricity, rent 3× NVIDIA RTX 3060 12GB from $0.18/hr ($0 markup), or ~$0.36/1M via your own API key (size estimate).
• NVIDIA Nemotron 3 Nano 30B A3B BF16 (nvidia, 31.6B) — needs ~22 GB at Q4_K_M: run it locally for $0 compute + ~$0.4578/1M in electricity, rent 3× NVIDIA RTX 3060 12GB from $0.18/hr ($0 markup), or ~$0.35/1M via your own API key (size estimate).
• Nemotron Cascade 2 30B A3B (nvidia, 31.6B) — needs ~22 GB at Q4_K_M: run it locally for $0 compute + ~$0.4578/1M in electricity, rent 3× NVIDIA RTX 3060 12GB from $0.18/hr ($0 markup), or ~$0.35/1M via your own API key (size estimate).
• Qwen3 30B A3B (Qwen, 30.5B) — needs ~22 GB at Q4_K_M: run it locally for $0 compute + ~$0.445/1M in electricity, rent 3× NVIDIA RTX 3060 12GB from $0.18/hr ($0 markup), or ~$0.31/1M via your own API key.
• Qwen3 Coder 30B A3B Instruct (Qwen, 30.5B) — needs ~22 GB at Q4_K_M: run it locally for $0 compute + ~$0.445/1M in electricity, rent 3× NVIDIA RTX 3060 12GB from $0.18/hr ($0 markup), or ~$0.17/1M via your own API key.
• Qwen3 30B A3B Instruct 2507 (Qwen, 30.5B) — needs ~22 GB at Q4_K_M: run it locally for $0 compute + ~$0.445/1M in electricity, rent 3× NVIDIA RTX 3060 12GB from $0.18/hr ($0 markup), or ~$0.12/1M via your own API key.
• Qwen3 30B A3B Thinking 2507 (Qwen, 30.5B) — needs ~22 GB at Q4_K_M: run it locally for $0 compute + ~$0.445/1M in electricity, rent 3× NVIDIA RTX 3060 12GB from $0.18/hr ($0 markup), or ~$1.30/1M via your own API key.
• Tongyi DeepResearch 30B A3B (Alibaba-NLP, 30.5B) — needs ~22 GB at Q4_K_M: run it locally for $0 compute + ~$0.445/1M in electricity, rent 3× NVIDIA RTX 3060 12GB from $0.18/hr ($0 markup), or ~$0.34/1M via your own API key (size estimate).
• Qwen3 30B A3B Base (Qwen, 30.5B) — needs ~22 GB at Q4_K_M: run it locally for $0 compute + ~$0.445/1M in electricity, rent 3× NVIDIA RTX 3060 12GB from $0.18/hr ($0 markup), or ~$0.34/1M via your own API key (size estimate).
• lynx instruct 30b (bineric, 30.5B) — needs ~22 GB at Q4_K_M: run it locally for $0 compute + ~$0.445/1M in electricity, rent 3× NVIDIA RTX 3060 12GB from $0.18/hr ($0 markup), or ~$0.34/1M via your own API key (size estimate).
• North Mini Code 1.0 (CohereLabs, 30.5B) — needs ~22 GB at Q4_K_M: run it locally for $0 compute + ~$0.445/1M in electricity, rent 3× NVIDIA RTX 3060 12GB from $0.18/hr ($0 markup), or ~$0.34/1M via your own API key (size estimate).
• Gemma 2 27B Instruct (Google, 27B) — needs ~22 GB at Q4_K_M: run it locally for $0 compute + ~$0.4037/1M in electricity, rent 3× NVIDIA RTX 3060 12GB from $0.18/hr ($0 markup), or ~$0.65/1M via your own API key.
• Trinity Mini (arcee-ai, 26.1B) — needs ~19 GB at Q4_K_M: run it locally for $0 compute + ~$0.3929/1M in electricity, rent 2× NVIDIA RTX 3060 12GB from $0.12/hr ($0 markup), or ~$0.10/1M via your own API key (last-known).
• LFM2 24B A2B (LiquidAI, 23.8B) — needs ~18 GB at Q4_K_M: run it locally for $0 compute + ~$0.3649/1M in electricity, rent 2× NVIDIA RTX 3060 12GB from $0.12/hr ($0 markup), or ~$0.29/1M via your own API key (size estimate).
• Mistral Small 3 (24B, 2501) (Mistral AI, 23.6B) — needs ~20 GB at Q4_K_M: run it locally for $0 compute + ~$0.3625/1M in electricity, rent 2× NVIDIA RTX 3060 12GB from $0.12/hr ($0 markup), or ~$0.07/1M via your own API key.
• EuroLLM 22B Instruct 2512 (utter-project, 22.6B) — needs ~19 GB at Q4_K_M: run it locally for $0 compute + ~$0.3501/1M in electricity, rent 2× NVIDIA RTX 3060 12GB from $0.12/hr ($0 markup), or ~$0.28/1M via your own API key (size estimate).
• solar pro preview instruct (upstage, 22.1B) — needs ~17 GB at Q4_K_M: run it locally for $0 compute + ~$0.3439/1M in electricity, rent 2× NVIDIA RTX 3060 12GB from $0.12/hr ($0 markup), or ~$0.28/1M via your own API key (size estimate).
• ERNIE 4.5 21B A3B Thinking (baidu, 21.8B) — needs ~16 GB at Q4_K_M: run it locally for $0 compute + ~$0.3402/1M in electricity, rent 2× NVIDIA RTX 3060 12GB from $0.12/hr ($0 markup), or ~$0.27/1M via your own API key (size estimate).
• gpt oss safeguard 20b (openai, 21.5B) — needs ~16 GB at Q4_K_M: run it locally for $0 compute + ~$0.3364/1M in electricity, rent 2× NVIDIA RTX 3060 12GB from $0.12/hr ($0 markup), or ~$0.19/1M via your own API key.
• gpt-oss-20b (OpenAI, 21B) — needs ~15 GB at Q4_K_M: run it locally for $0 compute + ~$0.3302/1M in electricity, rent 2× NVIDIA RTX 3060 12GB from $0.12/hr ($0 markup), or ~$0.08/1M via your own API key.

• sarvam 30b — full cost breakdown
• NVIDIA Nemotron 3 Nano 30B A3B BF16 — full cost breakdown
• Nemotron Cascade 2 30B A3B — full cost breakdown
• Qwen3 30B A3B — full cost breakdown
• Qwen3 Coder 30B A3B Instruct — full cost breakdown
• Qwen3 30B A3B Instruct 2507 — full cost breakdown
• Qwen3 30B A3B Thinking 2507 — full cost breakdown
• Tongyi DeepResearch 30B A3B — full cost breakdown
• Qwen3 30B A3B Base — full cost breakdown
• lynx instruct 30b — full cost breakdown
• North Mini Code 1.0 — full cost breakdown
• Gemma 2 27B Instruct — full cost breakdown
• Trinity Mini — full cost breakdown
• LFM2 24B A2B — full cost breakdown
• Mistral Small 3 (24B, 2501) — full cost breakdown
• EuroLLM 22B Instruct 2512 — full cost breakdown
• solar pro preview instruct — full cost breakdown
• ERNIE 4.5 21B A3B Thinking — full cost breakdown
• gpt oss safeguard 20b — full cost breakdown
• gpt-oss-20b — full cost breakdown

The honest cost of owning Apple Mac mini M4 Pro 24GB

• Street price $1,599.00 (as of 2026-07-09; Apple US store, verified 2026-07-09 — $1,599 base M4 Pro mini 24GB/512GB after the 2026-06-25 hike ($1,399 -> $1,599; MacRumors dedicated article + Gotechtor + apple.com buy-page config)) — amortized over 3 years that's ~$1.4603/day whether or not you're generating.
• Electricity: ~140 W under sustained inference at $0.1883/kWh (EIA Electric Power Monthly Table 5.6.A — U.S. residential average, Apr 2026, as of 2026-07-02) — the per-1M-token figures above already include this at each model's speed.
• Straight talk: for the small models a 24 GB unified memory box runs, hosted APIs are often cheaper per token. Own local for privacy, offline use, and unlimited runs — not to save money on tokens.

Too big for Apple Mac mini M4 Pro 24GB — rent or use an API instead

• These need more than the 24 GB unified memory on this Mac. Closest first — you can still run them on a rented GPU ($0 markup) or via your own API key:
• llm jp 4 32b a3b thinking (llm-jp, 32.1B) — needs ~23 GB; rent 3× NVIDIA RTX 3060 12GB from $0.18/hr, or ~$0.36/1M via your own API key (size estimate).
• Qwen3.6 27B Claude Opus Sonnet Distilled NVFP4 MTP (Brian6145, 19.6B) — needs ~23 GB; rent 3× NVIDIA RTX 3060 12GB from $0.18/hr, or ~$0.26/1M via your own API key (size estimate).
• Laguna XS.2 (poolside, 33.4B) — needs ~24 GB; rent 3× NVIDIA RTX 3060 12GB from $0.18/hr, or ~$0.15/1M via your own API key (last-known).
• Laguna XS 2.1 NVFP4 (poolside, 33.4B) — needs ~24 GB; rent 3× NVIDIA RTX 3060 12GB from $0.18/hr, or ~$0.37/1M via your own API key (size estimate).
• Laguna XS 2.1 (poolside, 33.4B) — needs ~24 GB; rent 3× NVIDIA RTX 3060 12GB from $0.18/hr, or ~$0.09/1M via your own API key.
• granite 4.1 30b (ibm-granite, 28.9B) — needs ~24 GB; rent 3× NVIDIA RTX 3060 12GB from $0.18/hr, or ~$0.33/1M via your own API key (size estimate).

Keep exploring

• Check a different GPU or Mac
• All GPUs — rental rates compared
• Outcome Lab — include retries and failures
• All models — the real cost to run each
• How we stay honest

Open the free LLM cost calculator → · GPU rates dated 2026-07-09, API rates dated 2026-08-10. $0 markup — your own accounts, we never resell compute. © 2026 Cynosure LLC.