ant-ling
AN current · small · measured cost · verified 2026-08-26
Ant Ling (inclusionAI/Ant Group). Recorded rates are the USD LIST prices the vendor's own pricing page publishes for its distribution channels — the vendor's direct platform bills in CNY only with heavy time-limited promos (e.g. 75-90% off during August 2026), and promo prices are not recorded. 500K free tokens/day on the direct CNY platform. Direct CNY list: ¥0.50 in / ¥1.50 out per M. Context 256K, extendable to 1M per vendor docs.
Benchmark rows
Where the pass rate comes from Every row that names this model, with its harness and cost basis. Rows are harness + model combinations, not properties of the bare model.
measured peers
Cost per solved task against its peers Measured rows only, ranked as on the calculator. Monthly figures at 200 tasks. Lower is better.
measured · the benchmark ran the model and observed this cost
MEASURED: cost per solved task, ranked 77 measured rows, ranked cheapest first. 1 Mistral Nemo $0.0000; 2 Granite 4.1 8B $0.0000; 3 Granite 4.0 Micro $0.0000; 4 Llama 3.1 8B Instruct $0.0000; 5 Phi 4 $0.0000; 6 Mistral Small 3 $0.0000; 7 Nova Micro 1.0 $0.0000; 8 Qwen3 30B A3B Instruct 2507 $0.0000; 9 Gemma 3 4B $0.0000; 10 Gemma 3 12B $0.0000; 11 Mistral Small 3.2 24B $0.0001; 12 Ministral 3 3B 2512 $0.0001; 13 Command R7B (12-2024) $0.0001; 14 Llama 3 8B Lunaris $0.0001; 15 Qwen2.5 7B Instruct $0.0001; 16 Hy-MT2-30B-A3B $0.0001; 17 Ministral 3 14B 2512 $0.0001; 18 Qwen3 Coder 30B A3B Instruct $0.0001; 19 Gemma 4 31B $0.0001; 20 Ministral 3 8B 2512 $0.0001; 21 Nova Lite 1.0 $0.0001; 22 Llama 4 Scout $0.0001; 23 DeepSeek V3.2 $0.0001; 24 Qwen3 VL 32B Instruct $0.0001; 25 DeepSeek V3.2 Exp $0.0001; 26 Ministral 8B $0.0001; 27 GPT-4.1 Nano $0.0001; 28 Gemma 4 26B A4B $0.0001; 29 Gemini 2.5 Flash Lite $0.0001; 30 Gemma 3 27B $0.0001; 31 Qwen3 VL 8B Instruct $0.0001; 32 Hermes 4 70B $0.0001; 33 Llama 3.2 3B Instruct $0.0001; 34 Qwen2.5 72B Instruct $0.0002; 35 Llama 4 Maverick $0.0002; 36 DeepSeek V4 Flash 0731 $0.0002; 37 gpt-oss-safeguard-20b $0.0002; 38 MythoMax 13B $0.0002; 39 Reka Edge $0.0002; 40 Nemotron 3 Nano 30B A3B $0.0002; 41 UI-TARS 7B $0.0003; 42 gpt-oss-20b $0.0003; 43 Nex-N2-Mini $0.0003; 44 Solar Pro 4 $0.0003; 45 Hy-MT2-7B $0.0003; 46 Nemotron 3.5 Lightning $0.0003; 47 Nemotron 3 Super $0.0003; 48 UnslopNemo 12B $0.0003; 49 Llama 3.2 1B Instruct $0.0003; 50 Hy-MT2-1.8B $0.0004; 51 Llama 3.1 70B Instruct $0.0005; 52 Laguna XS 2.1 $0.0006; 53 GPT-5 Nano $0.0010; 54 gpt-oss-120b $0.0011; 55 MiMo-V2.5 $0.0011; 56 GLM 4.7 Flash $0.0011; 57 Qwen3 14B $0.0012; 58 Seed 1.6 Flash $0.0013; 59 Seed-2.0-Mini $0.0014; 60 Qwen3.5-Flash $0.0015; 61 Qwen3 32B $0.0016; 62 Hunyuan A13B Instruct $0.0020; 63 Hy3 $0.0020; 64 Qwen3.7 Flash $0.0029; 65 Step 3.5 Flash $0.0031; 66 GLM 5.3 Flash $0.0033; 67 LongCat 2.0 $0.0036; 68 Qwen3.5-9B $0.0038; 69 Qwen3 8B $0.0043; 70 Laguna S 2.1 $0.0044; 71 Ling 3.0 Flash $0.0054; 72 GPT-5.6 Sol $0.0095; 73 DeepSeek V4 Flash $0.02; 74 MiniMax M3 $0.02; 75 Claude Opus 5 $0.10; 76 GLM-5.3 $0.10; 77 Kimi K3 $0.16. Monthly figures at 200 tasks. pass rate 36% · $0.0000 per attempt 1 Mistral Nemo $0.0000 vs › $0.00/mo pass rate 64% · $0.0000 per attempt 2 IB Granite 4.1 8B $0.0000 vs › $0.01/mo pass rate 42% · $0.0000 per attempt 3 IB Granite 4.0 Micro $0.0000 vs › $0.01/mo pass rate 42% · $0.0000 per attempt 4 ME Llama 3.1 8B Instruct $0.0000 vs › $0.01/mo pass rate 67% · $0.0000 per attempt 5 MI Phi 4 $0.0000 vs › $0.01/mo pass rate 61% · $0.0000 per attempt 6 Mistral Small 3 $0.0000 vs › $0.01/mo pass rate 56% · $0.0000 per attempt 7 AM Nova Micro 1.0 $0.0000 vs › $0.01/mo pass rate 69% · $0.0000 per attempt 8 QW Qwen3 30B A3B Instruct 2507 $0.0000 vs › $0.01/mo pass rate 50% · $0.0000 per attempt 9 Gemma 3 4B $0.0000 vs › $0.01/mo pass rate 67% · $0.0000 per attempt 10 Gemma 3 12B $0.0000 vs › $0.01/mo pass rate 69% · $0.0000 per attempt 11 Mistral Small 3.2 24B $0.0001 vs › $0.01/mo pass rate 47% · $0.0000 per attempt 12 Ministral 3 3B 2512 $0.0001 vs › $0.01/mo pass rate 44% · $0.0000 per attempt 13 CO Command R7B (12-2024) $0.0001 vs › $0.01/mo pass rate 17% · $0.0000 per attempt 14 SA Llama 3 8B Lunaris $0.0001 vs › $0.01/mo pass rate 56% · $0.0000 per attempt 15 QW Qwen2.5 7B Instruct $0.0001 vs › $0.01/mo pass rate 75% · $0.0000 per attempt 16 TE Hy-MT2-30B-A3B $0.0001 vs › $0.01/mo pass rate 58% · $0.0000 per attempt 17 Ministral 3 14B 2512 $0.0001 vs › $0.02/mo pass rate 61% · $0.0001 per attempt 18 QW Qwen3 Coder 30B A3B Instruct $0.0001 vs › $0.02/mo pass rate 83% · $0.0001 per attempt 19 Gemma 4 31B $0.0001 vs › $0.02/mo pass rate 42% · $0.0000 per attempt 20 Ministral 3 8B 2512 $0.0001 vs › $0.02/mo pass rate 47% · $0.0000 per attempt 21 AM Nova Lite 1.0 $0.0001 vs › $0.02/mo pass rate 61% · $0.0001 per attempt 22 ME Llama 4 Scout $0.0001 vs › $0.02/mo pass rate 83% · $0.0001 per attempt 23 DeepSeek V3.2 $0.0001 vs › $0.02/mo pass rate 67% · $0.0001 per attempt 24 QW Qwen3 VL 32B Instruct $0.0001 vs › $0.02/mo pass rate 81% · $0.0001 per attempt 25 DeepSeek V3.2 Exp $0.0001 vs › $0.02/mo pass rate 25% · $0.0000 per attempt 26 Ministral 8B $0.0001 vs › $0.02/mo pass rate 72% · $0.0001 per attempt 27 GPT-4.1 Nano $0.0001 vs › $0.02/mo pass rate 75% · $0.0001 per attempt 28 Gemma 4 26B A4B $0.0001 vs › $0.02/mo pass rate 72% · $0.0001 per attempt 29 Gemini 2.5 Flash Lite $0.0001 vs › $0.02/mo pass rate 72% · $0.0001 per attempt 30 Gemma 3 27B $0.0001 vs › $0.02/mo pass rate 61% · $0.0001 per attempt 31 QW Qwen3 VL 8B Instruct $0.0001 vs › $0.02/mo pass rate 58% · $0.0001 per attempt 32 NO Hermes 4 70B $0.0001 vs › $0.03/mo pass rate 33% · $0.0000 per attempt 33 ME Llama 3.2 3B Instruct $0.0001 vs › $0.03/mo pass rate 53% · $0.0001 per attempt 34 QW Qwen2.5 72B Instruct $0.0002 vs › $0.03/mo pass rate 69% · $0.0001 per attempt 35 ME Llama 4 Maverick $0.0002 vs › $0.04/mo pass rate 89% · $0.0002 per attempt 36 DeepSeek V4 Flash 0731 $0.0002 vs › $0.04/mo pass rate 97% · $0.0002 per attempt 37 gpt-oss-safeguard-20b $0.0002 vs › $0.04/mo pass rate 11% · $0.0000 per attempt 38 GR MythoMax 13B $0.0002 vs › $0.04/mo pass rate 8% · $0.0000 per attempt 39 RE Reka Edge $0.0002 vs › $0.04/mo pass rate 81% · $0.0002 per attempt 40 NV Nemotron 3 Nano 30B A3B $0.0002 vs › $0.04/mo pass rate 25% · $0.0001 per attempt 41 BY UI-TARS 7B $0.0003 vs › $0.05/mo pass rate 94% · $0.0003 per attempt 42 gpt-oss-20b $0.0003 vs › $0.05/mo pass rate 78% · $0.0002 per attempt 43 NE Nex-N2-Mini $0.0003 vs › $0.06/mo pass rate 75% · $0.0002 per attempt 44 UP Solar Pro 4 $0.0003 vs › $0.06/mo pass rate 17% · $0.0000 per attempt 45 TE Hy-MT2-7B $0.0003 vs › $0.06/mo pass rate 86% · $0.0002 per attempt 46 NV Nemotron 3.5 Lightning $0.0003 vs › $0.06/mo pass rate 89% · $0.0003 per attempt 47 NV Nemotron 3 Super $0.0003 vs › $0.06/mo pass rate 33% · $0.0001 per attempt 48 TH UnslopNemo 12B $0.0003 vs › $0.06/mo pass rate 8% · $0.0000 per attempt 49 ME Llama 3.2 1B Instruct $0.0003 vs › $0.06/mo pass rate 6% · $0.0000 per attempt 50 TE Hy-MT2-1.8B $0.0004 vs › $0.09/mo pass rate 50% · $0.0003 per attempt 51 ME Llama 3.1 70B Instruct $0.0005 vs › $0.11/mo pass rate 78% · $0.0004 per attempt 52 PO Laguna XS 2.1 $0.0006 vs › $0.11/mo pass rate 100% · $0.0010 per attempt 53 GPT-5 Nano $0.0010 vs › $0.21/mo harness solvency-loop · pass rate 60% · $0.0006 per attempt 54 gpt-oss-120b $0.0011 vs › $0.21/mo pass rate 75% · $0.0008 per attempt 55 XI MiMo-V2.5 $0.0011 vs › $0.21/mo pass rate 71% · $0.0008 per attempt 56 GLM 4.7 Flash $0.0011 vs › $0.22/mo pass rate 78% · $0.0009 per attempt 57 QW Qwen3 14B $0.0012 vs › $0.24/mo pass rate 75% · $0.0010 per attempt 58 BY Seed 1.6 Flash $0.0013 vs › $0.26/mo pass rate 94% · $0.0013 per attempt 59 BY Seed-2.0-Mini $0.0014 vs › $0.28/mo pass rate 89% · $0.0013 per attempt 60 QW Qwen3.5-Flash $0.0015 vs › $0.29/mo pass rate 83% · $0.0013 per attempt 61 QW Qwen3 32B $0.0016 vs › $0.32/mo pass rate 83% · $0.0017 per attempt 62 TE Hunyuan A13B Instruct $0.0020 vs › $0.40/mo pass rate 67% · $0.0014 per attempt 63 TE Hy3 $0.0020 vs › $0.41/mo harness solvency-loop · pass rate 53% · $0.0015 per attempt 64 QW Qwen3.7 Flash $0.0029 vs › $0.58/mo pass rate 50% · $0.0016 per attempt 65 ST Step 3.5 Flash $0.0031 vs › $0.62/mo harness solvency-loop · pass rate 50% · $0.0017 per attempt 66 GLM 5.3 Flash $0.0033 vs › $0.67/mo pass rate 81% · $0.0029 per attempt 67 ME LongCat 2.0 $0.0036 vs › $0.73/mo pass rate 28% · $0.0011 per attempt 68 QW Qwen3.5-9B $0.0038 vs › $0.77/mo pass rate 57% · $0.0025 per attempt 69 QW Qwen3 8B $0.0043 vs › $0.87/mo harness solvency-loop · pass rate 23% · $0.0010 per attempt 70 PO Laguna S 2.1 $0.0044 vs › $0.89/mo harness solvency-loop · pass rate 50% · $0.0027 per attempt 71 AN Ling 3.0 Flash $0.0054 $1/mo pass rate 100% · $0.0095 per attempt 72 GPT-5.6 Sol $0.0095 vs › $2/mo harness solvency-loop · pass rate 73% · $0.01 per attempt 73 DeepSeek V4 Flash $0.02 vs › $4/mo harness solvency-loop · pass rate 47% · $0.0098 per attempt 74 MI MiniMax M3 $0.02 vs › $4/mo harness claude-code · pass rate 100% · $0.10 per attempt 75 Claude Opus 5 $0.10 vs › $19/mo harness solvency-loop · pass rate 33% · $0.03 per attempt 76 GLM-5.3 $0.10 vs › $20/mo harness solvency-loop · pass rate 43% · $0.07 per attempt 77 MO Kimi K3 $0.16 vs › $33/mo Solvency Bench (solvency.dev) — first-party measurement · verified 2026-08-27
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