Qwen · 235.1B parameters · 262.1K context · commercial OK
Local (your GPU) $0 · ~160 GB VRAM | Rent a GPU from $1.04/hr | Your API key $1.98/1M est. |
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Already have 160 GB of VRAM? Run Q4_K_M locally for $0 compute. Check the exact hardware fit →
No matching GPU? For the same representative session, the chosen rented GPU is about $2.99 at $1.04/hr. Open Vast.ai at its current rate →
Decision basis: 4,000 input + 2,000 output tokens, prices checked 2026-07-27. API estimates never beat a real price here; referral status never changes the winner.
Novita AI offers model APIs and GPU instances. We do not include its prices in Spanvero's ranking yet, so compare Novita's current price and fit yourself.
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Qwen3 235B A22B Instruct 2507 — 235.1B params (Qwen).
Qwen3 235B A22B Instruct 2507 needs more memory than any of our consumer hardware presets — running it locally means multi-GPU or workstation territory, so the API price is the honest baseline here.
Local is never $0 — every figure here includes electricity and hardware amortization. Speeds come from published 7-8B Q4 benchmarks (your model, quant, and context will differ); break-even volumes are rounded to 2 significant figures.
| Parameters | 235.1B |
|---|---|
| Context window | 262.1K tokens |
| Recommended quant | Q4_K_M |
| VRAM requirement | ~160 GB (at Q4_K_M, 16.4K context) |
| Download size | ~141 GB |
| License | Commercial use OK |
Open the free Spanvero advisor → for the live, interactive math for your exact workload and hardware.
Three ways: $0 on your own machine if you have about 160 GB of VRAM (at Q4_K_M); a rented GPU from $1.04/hr (8× NVIDIA Tesla P40 24GB at the direct Vast.ai price); or about $1.98 per 1M blended tokens via your own API key (a rough estimate for this size). Spanvero adds $0 markup on every path.
Only with serious hardware: at Q4_K_M, Qwen3 235B A22B Instruct 2507 needs about 160 GB of VRAM/unified memory — more than any consumer GPU or Mac we track — so local means multi-GPU workstation territory. Most people use a rented GPU or their own API key instead.
No single consumer GPU we track holds Qwen3 235B A22B Instruct 2507 — it needs about 160 GB at Q4_K_M. That is multi-GPU, cluster, or API territory.
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Spanvero · What's new · Prices as of 2026-07-27. We're an honest advisor — $0 markup, your own accounts, we never resell compute. Catalog specs auto-indexed from the Hugging Face Hub — parameter count is exact; download size and quantizations are estimates. © 2026 Cynosure LLC.
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