Writing
Structured product attributes in; a 160-word listing description out. Priced per item and per catalogue.
Pricing verified:
Between $0.0000 and $0.0027 per run, depending on the model. That is a 99× spread for the same job.
Ten product attributes with values ≈ 250 input tokens. A 160-word description ≈ 220 output tokens.
Cost = (input tokens ÷ 1M × input price) + (output tokens ÷ 1M × output price). Prices come from our daily-verified model data. Batch and cached-input discounts are not applied — they only ever make these numbers smaller.
| Model | Provider | Per run | At a 1,000-product catalogue | Context |
|---|---|---|---|---|
| Gemma 2 9B | $0.0000 | $0.027 | 8k tokens | |
| Llama 3.1 8B Instruct | Meta | $0.0000 | $0.030 | 16k tokens |
| Ministral 3 3B 2512 | Mistral | $0.0000 | $0.047 | 131k tokens |
| Llama 3.2 1B Instruct | Meta | $0.0001 | $0.051 | 60k tokens |
| gpt-oss-safeguard-20b | OpenAI | $0.0001 | $0.062 | 131k tokens |
| Mistral Small 3.2 24B | Mistral | $0.0001 | $0.063 | 128k tokens |
| Llama 3 8B Instruct | Meta | $0.0001 | $0.066 | 8k tokens |
| Mistral 7B Instruct v0.1 | Mistral | $0.0001 | $0.069 | 3k tokens |
| Ministral 3 8B 2512 | Mistral | $0.0001 | $0.071 | 262k tokens |
| Mistral Nemo | Mistral | $0.0001 | $0.071 | 131k tokens |
| Llama Guard 4 12B | Meta | $0.0001 | $0.085 | 164k tokens |
| Gemini 2.0 Flash Lite | $0.0001 | $0.085 | 1.0M tokens | |
| Devstral Small 1.1 | Mistral | $0.0001 | $0.091 | 131k tokens |
| Mistral Small 3.1 | Mistral | $0.0001 | $0.091 | 128k tokens |
| Mistral Small Creative | Mistral | $0.0001 | $0.091 | 33k tokens |
| Voxtral Small 24B 2507 | Mistral | $0.0001 | $0.091 | 32k tokens |
| Ministral 3 14B 2512 | Mistral | $0.0001 | $0.094 | 262k tokens |
| DeepSeek V4-Flash | DeepSeek | $0.0001 | $0.097 | 1M tokens |
| GPT-5 Nano | OpenAI | $0.0001 | $0.101 | 400k tokens |
| Gemini 2.0 Flash | $0.0001 | $0.113 | 1.0M tokens | |
| Gemini 2.5 Flash Lite | $0.0001 | $0.113 | 1.0M tokens | |
| Gemini 2.5 Flash Lite Preview 09-2025 | $0.0001 | $0.113 | 1.0M tokens | |
| GPT-4.1 Nano | OpenAI | $0.0001 | $0.113 | 1.0M tokens |
| Gemma 4 26B A4B | $0.0001 | $0.120 | 262k tokens | |
| Llama Guard 3 8B | Meta | $0.0001 | $0.127 | 131k tokens |
| Qwen 3.8 Flash | Alibaba | $0.0001 | $0.143 | 991k tokens |
| GLM-5.3 Flash | Z.ai | $0.0001 | $0.148 | 1M tokens |
| Llama 3.2 11B Vision Instruct | Meta | $0.0002 | $0.162 | 131k tokens |
| GPT-4o Mini | OpenAI | $0.0002 | $0.170 | 128k tokens |
| Mistral Small 4 | Mistral | $0.0002 | $0.170 | 262k tokens |
| Saba | Mistral | $0.0002 | $0.182 | 33k tokens |
| Grok 3 Mini | xAI | $0.0002 | $0.185 | 131k tokens |
| Grok 3 Mini Beta | xAI | $0.0002 | $0.185 | 131k tokens |
| Llama 3.1 70B Instruct | Meta | $0.0002 | $0.188 | 131k tokens |
| Mistral Small 3 | Mistral | $0.0002 | $0.210 | 33k tokens |
| Mixtral 8x7B Instruct | Mistral | $0.0003 | $0.254 | 33k tokens |
| Codestral 2508 | Mistral | $0.0003 | $0.273 | 256k tokens |
| Llama 3 70B Instruct | Meta | $0.0003 | $0.290 | 8k tokens |
| DeepSeek V4-Pro | DeepSeek | $0.0003 | $0.300 | 1M tokens |
| Gemma 2 27B | $0.0003 | $0.305 | 8k tokens | |
| DeepSeek V3 | DeepSeek | $0.0003 | $0.310 | 128k tokens |
| Gemma 4 31B | $0.0003 | $0.311 | 262k tokens | |
| GPT-5.6 Luna | OpenAI | $0.0003 | $0.314 | 1.1M tokens |
| Claude 3 Haiku | Anthropic | $0.0003 | $0.338 | 200k tokens |
| Grok Code Fast 1 | xAI | $0.0004 | $0.380 | 256k tokens |
| Llama 4 Scout | Meta | $0.0004 | $0.389 | 512k tokens |
| Gemini 3 Flash Preview | $0.0004 | $0.393 | 1.0M tokens | |
| Muse Glimmer 30B | Meta | $0.0004 | $0.418 | 131k tokens |
| GPT-4.1 Mini | OpenAI | $0.0005 | $0.452 | 1.0M tokens |
| GPT-3.5 Turbo | OpenAI | $0.0005 | $0.455 | 16k tokens |
| Mistral Large 3 2512 | Mistral | $0.0005 | $0.455 | 262k tokens |
| Llama 4 Maverick | Meta | $0.0005 | $0.502 | 256k tokens |
| GPT-5 Mini | OpenAI | $0.0005 | $0.503 | 400k tokens |
| GPT-5.1-Codex-Mini | OpenAI | $0.0005 | $0.503 | 400k tokens |
| Devstral 2 2512 | Mistral | $0.0005 | $0.540 | 262k tokens |
| Devstral Medium | Mistral | $0.0005 | $0.540 | 131k tokens |
| Mistral Medium 3 | Mistral | $0.0005 | $0.540 | 131k tokens |
| Mistral Medium 3.1 | Mistral | $0.0005 | $0.540 | 131k tokens |
| DeepSeek R1 | DeepSeek | $0.0006 | $0.619 | 128k tokens |
| Gemini 2.5 Flash | $0.0006 | $0.625 | 1.0M tokens | |
| Gemini 3.5 Flash-Lite | $0.0006 | $0.625 | 1.0M tokens | |
| Nano Banana (Gemini 2.5 Flash Image) | $0.0006 | $0.625 | 33k tokens | |
| GPT Audio Mini | OpenAI | $0.0007 | $0.678 | 128k tokens |
| GPT-3.5 Turbo (older v0613) | OpenAI | $0.0007 | $0.690 | 4k tokens |
| Gemini 3.1 Flash | $0.0008 | $0.785 | 1M tokens | |
| GPT-3.5 Turbo Instruct | OpenAI | $0.0008 | $0.815 | 4k tokens |
| Codestral 25.01 | Mistral | $0.0008 | $0.819 | 256k tokens |
| Gemini 3.6 Flash | $0.0010 | $1.01 | 1.0M tokens | |
| Gemini 3.7 Flash | $0.0010 | $1.01 | 1.0M tokens | |
| GPT-5 Image Mini | OpenAI | $0.0011 | $1.06 | 400k tokens |
| Claude 3.5 Haiku | Anthropic | $0.0011 | $1.08 | 200k tokens |
| Claude 4 Haiku | Anthropic | $0.0011 | $1.08 | 200k tokens |
| Kimi K2.7 Code | Moonshot | $0.0011 | $1.12 | 256k tokens |
| o3 Mini | OpenAI | $0.0012 | $1.24 | 200k tokens |
| o3 Mini High | OpenAI | $0.0012 | $1.24 | 200k tokens |
| o4 Mini | OpenAI | $0.0012 | $1.24 | 200k tokens |
| o4 Mini High | OpenAI | $0.0012 | $1.24 | 200k tokens |
| Muse Spark | Meta | $0.0012 | $1.25 | 1.0M tokens |
| GLM-5.2 | Z.ai | $0.0013 | $1.32 | 1M tokens |
| GLM-5.3 | Z.ai | $0.0013 | $1.32 | 1M tokens |
| Claude Haiku 4.5 | Anthropic | $0.0014 | $1.35 | 200k tokens |
| GPT-5.2 Mini | OpenAI | $0.0014 | $1.36 | 128k tokens |
| GPT-3.5 Turbo 16k | OpenAI | $0.0016 | $1.63 | 16k tokens |
| Grok 4 | xAI | $0.0018 | $1.82 | 2M tokens |
| Grok 4.5 | xAI | $0.0018 | $1.82 | 500k tokens |
| Grok 4.6 | xAI | $0.0018 | $1.82 | 500k tokens |
| Mixtral 8x22B Instruct | Mistral | $0.0018 | $1.82 | 66k tokens |
| Pixtral Large 2411 | Mistral | $0.0018 | $1.82 | 131k tokens |
| Qwen 3.8 Max | Alibaba | $0.0018 | $1.82 | 1M tokens |
| Mistral Medium 3.5 | Mistral | $0.0020 | $2.02 | 256k tokens |
| GPT-4.1 | OpenAI | $0.0023 | $2.26 | 1.0M tokens |
| o3 | OpenAI | $0.0023 | $2.26 | 200k tokens |
| o4 Mini Deep Research | OpenAI | $0.0023 | $2.26 | 200k tokens |
| Qwen 3.7 Max | Alibaba | $0.0023 | $2.27 | 1M tokens |
| Gemini 3.5 Flash | $0.0024 | $2.35 | 1.0M tokens | |
| GPT-5 | OpenAI | $0.0025 | $2.51 | 400k tokens |
| GPT-5 Chat | OpenAI | $0.0025 | $2.51 | 128k tokens |
| GPT-5 Codex | OpenAI | $0.0025 | $2.51 | 400k tokens |
| GPT-5.1 | OpenAI | $0.0025 | $2.51 | 400k tokens |
| GPT-5.1 Chat | OpenAI | $0.0025 | $2.51 | 128k tokens |
| GPT-5.1-Codex | OpenAI | $0.0025 | $2.51 | 400k tokens |
| GPT-5.1-Codex-Max | OpenAI | $0.0025 | $2.51 | 400k tokens |
| Gemini 2.5 Pro | $0.0025 | $2.51 | 1.0M tokens | |
| Gemini 2.5 Pro Preview 05-06 | $0.0025 | $2.51 | 1.0M tokens | |
| Gemini 2.5 Pro Preview 06-05 | $0.0025 | $2.51 | 1.0M tokens | |
| Claude Sonnet 5 | Anthropic | $0.0027 | $2.70 | 1M tokens |
| GPT-5.6 Sol | OpenAI | $0.0027 | $2.70 | 1.1M tokens |
| Mistral Large 2 | Mistral | $0.0027 | $2.73 | 128k tokens |
| GPT Audio | OpenAI | $0.0028 | $2.83 | 128k tokens |
| GPT-4o | OpenAI | $0.0028 | $2.83 | 128k tokens |
| GPT-5.6 Terra | OpenAI | $0.0031 | $3.14 | 1.1M tokens |
| Gemini 3.1 Pro | $0.0031 | $3.14 | 2M tokens | |
| Nano Banana Pro (Gemini 3 Pro Image Preview) | $0.0031 | $3.14 | 66k tokens | |
| GPT-5.2 | OpenAI | $0.0035 | $3.52 | 200k tokens |
| GPT-5.3 Chat | OpenAI | $0.0035 | $3.52 | 128k tokens |
| GPT-5.3-Codex | OpenAI | $0.0035 | $3.52 | 400k tokens |
| GPT-5.4 | OpenAI | $0.0039 | $3.92 | 272k tokens |
| Claude 3.7 Sonnet (thinking) | Anthropic | $0.0040 | $4.05 | 200k tokens |
| Claude Sonnet 4 | Anthropic | $0.0040 | $4.05 | 200k tokens |
| Claude Sonnet 4.5 | Anthropic | $0.0040 | $4.05 | 1M tokens |
| Claude Sonnet 4.6 | Anthropic | $0.0040 | $4.05 | 1M tokens |
| Grok 3 | xAI | $0.0040 | $4.05 | 131k tokens |
| Grok 3 Beta | xAI | $0.0040 | $4.05 | 131k tokens |
| Kimi K3 | Moonshot | $0.0040 | $4.05 | 1M tokens |
| GPT-5 Image | OpenAI | $0.0047 | $4.70 | 400k tokens |
| Claude Opus 4.5 | Anthropic | $0.0068 | $6.75 | 200k tokens |
| Claude Opus 4.6 | Anthropic | $0.0068 | $6.75 | 1M tokens |
| Claude Opus 4.7 | Anthropic | $0.0068 | $6.75 | 1M tokens |
| Claude Opus 4.8 | Anthropic | $0.0068 | $6.75 | 1M tokens |
| Claude Opus 5 | Anthropic | $0.0068 | $6.75 | 1M tokens |
| GPT-5.5 | OpenAI | $0.0078 | $7.85 | 1M tokens |
| Claude 3.5 Sonnet | Anthropic | $0.0081 | $8.10 | 200k tokens |
| GPT-4 Turbo | OpenAI | $0.0091 | $9.10 | 128k tokens |
| GPT-4 Turbo (older v1106) | OpenAI | $0.0091 | $9.10 | 128k tokens |
| GPT-4 Turbo Preview | OpenAI | $0.0091 | $9.10 | 128k tokens |
| o3 Deep Research | OpenAI | $0.011 | $11.30 | 200k tokens |
| Claude Fable 5 | Anthropic | $0.014 | $13.50 | 1M tokens |
| Claude Fable 5.1 | Anthropic | $0.014 | $13.50 | 1M tokens |
| Claude Mythos 5 | Anthropic | $0.014 | $13.50 | 1M tokens |
| Claude Mythos 5.1 | Anthropic | $0.014 | $13.50 | 1M tokens |
| GPT-6 Astra | OpenAI | $0.014 | $13.50 | 1.1M tokens |
| o1 | OpenAI | $0.017 | $16.95 | 200k tokens |
| Claude Opus 4 | Anthropic | $0.020 | $20.25 | 200k tokens |
| Claude Opus 4.1 | Anthropic | $0.020 | $20.25 | 200k tokens |
| GPT-4 | OpenAI | $0.021 | $20.70 | 8k tokens |
| GPT-4 (older v0314) | OpenAI | $0.021 | $20.70 | 8k tokens |
| o3 Pro | OpenAI | $0.023 | $22.60 | 200k tokens |
| GPT-5 Pro | OpenAI | $0.030 | $30.15 | 400k tokens |
| o1-pro | OpenAI | $0.170 | $170 | 200k tokens |
“Needs chunking” means the model's context window can't hold this job in a single pass, so the real cost is higher than the figure shown and quality usually suffers.
This is the volume shape where cheap models earn their keep: the per-item cost is fractions of a cent and the job is formulaic enough that a budget model rarely embarrasses you. Batch APIs typically halve these figures again for work with no deadline.
$0.0000 on Gemma 2 9B, the cheapest capable option, rising to $0.0027 on Claude Sonnet 5 at the top end. DeepSeek V4-Pro is the value pick at $0.0003 per run. The job is priced at 250 input and 220 output tokens — see the working below.
Ten product attributes with values ≈ 250 input tokens. A 160-word description ≈ 220 output tokens.
$0.027 a month on Gemma 2 9B, $0.300 on DeepSeek V4-Pro, and $2.70 on Claude Sonnet 5. Batch APIs typically halve these figures for work that can wait, and prompt caching cuts the input side further when the same context is reused.
This is the volume shape where cheap models earn their keep: the per-item cost is fractions of a cent and the job is formulaic enough that a budget model rarely embarrasses you. Batch APIs typically halve these figures again for work with no deadline.
Yes. Every figure on this page is computed from our model pricing data, which is checked daily against each provider's official pricing page. When a provider changes a price, these numbers change with it.
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