AI model credit rates

Updated 2026-04-18

Credits are the only unit you need to think about in the product. Intelligence tools run against your organization’s credit balance; when a run uses language, image, or video models, the platform measures tokens, images, or seconds and converts them into settled credit debits using the same catalog basis summarized below.

Use this page when you compare models, sanity-check a heavy job, or align finance with ops. Everyday tasks like topping up stay on Credits & billing.

Credits as the platform unit

  • Balance lives on the organization, not your personal login.
  • Subscriptions and top-ups increase that balance in whole credits.
  • Each run either charges a predictable credit fee for the tool (see Tools overview) or settles against metered usage when you pick premium models or generate lots of media.
  • Fractional usage still stacks up in credits—token tables below use per 10,000 tokens so numbers stay easy to relate to typical prompts.

Fixed tool fees vs metered settlement

Many tools advertise a flat credit cost per execution so planning stays simple. When you override models or produce long outputs, settlement follows actual tokens / images / seconds from your run against the same reference rates. A small authorization hold may apply when the run starts; the final debit lines up with metered usage and can be higher when usage is heavy—your run detail is the authoritative breakdown.

How to read the tables

All numeric cells are credits. Headers state the denominator: 10k tokens, one image / MP, or one second of video.

Text & token-priced image (per 10k tokens)

Three columns—input, output, and read (for repeated/cached context where applicable). Figures are credits per 10,000 tokens. If read is marked “—”, that model does not expose a separate read line in this reference.

Native image (per image or per megapixel)

The native block lists total credits per generated asset—either one image or one megapixel, as shown in the basis column—when billing is not token-based.

Video (per second)

Credits per second of generated output. Estimate total credits by multiplying rate × duration in seconds; some SKUs add tiers—see the footnote and your run summary when the catalog shows composite pricing.

Browse rates by modality

Switch tabs for text, image, or video. Image combines token-priced models (same per-10k columns as text) with native per-asset pricing.

Credits are the platform unit (1 credit = $1 on your balance). Numbers below are reference rates from our model catalog. Token rows use per 10,000 tokens; native image rows are per image or per MP; video is per second. Actual runs may vary slightly; your run summary shows what was metered.

Token rates are credits per 10,000 input, output, or read tokens.

ModelCredits / 10k inputCredits / 10k outputCredits / 10k read
GPT-5 Nano openai/gpt-5-nano0.0015 credits0.012 credits0.0001 credits
GPT-5 Mini openai/gpt-5-mini0.0075 credits0.06 credits0.0008 credits
GPT-5.4 Nano openai/gpt-5.4-nano0.006 credits0.0375 credits0.0006 credits
GPT-5.4 Mini openai/gpt-5.4-mini0.0225 credits0.135 credits0.0022 credits
GPT-5.4 openai/gpt-5.40.075 credits0.45 credits0.0075 credits
GPT-5 openai/gpt-50.0375 credits0.3 credits0.0037 credits
GPT-5 Pro openai/gpt-5-pro0.45 credits3.6 credits-
GPT-5.2 openai/gpt-5.20.0525 credits0.42 credits0.0052 credits
GPT-5.2 Chat openai/gpt-5.2-chat0.0525 credits0.42 credits0.0052 credits
GPT-5 Chat openai/gpt-5-chat0.0375 credits0.3 credits0.0037 credits
GPT-4.1 openai/gpt-4.10.06 credits0.24 credits0.015 credits
GPT-4.1 Mini openai/gpt-4.1-mini0.012 credits0.048 credits0.003 credits
GPT-4o Mini openai/gpt-4o-mini0.0045 credits0.018 credits0.0022 credits
o4 Mini openai/o4-mini0.033 credits0.132 credits0.0083 credits
o3 openai/o30.06 credits0.24 credits0.015 credits
o3 Pro openai/o3-pro0.6 credits2.4 credits-
o3 Mini openai/o3-mini0.033 credits0.132 credits0.0165 credits
Claude 3.5 Haiku anthropic/claude-3.5-haiku0.024 credits0.12 credits-
Claude Haiku 4.5 anthropic/claude-haiku-4.50.03 credits0.15 credits0.003 credits
Claude Sonnet 4.5 anthropic/claude-sonnet-4.50.09 credits0.45 credits0.009 credits
Claude Sonnet 4.6 anthropic/claude-sonnet-4.60.09 credits0.45 credits0.009 credits
Claude Opus 4.5 anthropic/claude-opus-4.50.15 credits0.75 credits0.015 credits
Claude Opus 4.6 anthropic/claude-opus-4.60.15 credits0.75 credits0.015 credits
Claude Opus 4.7 anthropic/claude-opus-4.70.15 credits0.75 credits0.015 credits
Claude Opus 4.8 anthropic/claude-opus-4.80.15 credits0.75 credits0.015 credits
Claude Opus 5 anthropic/claude-opus-50.15 credits0.75 credits0.015 credits
Kimi K3 moonshotai/kimi-k30.09 credits0.45 credits0.009 credits
Gemini 2.5 Flash google/gemini-2.5-flash0.009 credits0.075 credits0.0009 credits
Gemini 2.5 Flash Lite google/gemini-2.5-flash-lite0.003 credits0.012 credits0.0003 credits
Gemini 2.5 Pro google/gemini-2.5-pro0.0375 credits0.3 credits0.0037 credits
Gemini 3 Flash google/gemini-3-flash0.015 credits0.09 credits0.0015 credits
Gemini 3.1 Flash Lite google/gemini-3.1-flash-lite0.0075 credits0.045 credits0.0009 credits
Gemini 3.1 Flash Lite (preview) google/gemini-3.1-flash-lite-preview0.0075 credits0.045 credits0.0009 credits
Gemini 3.1 Pro Preview google/gemini-3.1-pro-preview0.06 credits0.36 credits0.006 credits
Gemini 3.5 Flash google/gemini-3.5-flash0.045 credits0.27 credits0.0045 credits
Grok 4.1 Fast Reasoning xai/grok-4.1-fast-reasoning0.006 credits0.015 credits0.0015 credits
Grok 4.20 Reasoning xai/grok-4.20-reasoning0.0375 credits0.075 credits0.006 credits
Seed 1.8 bytedance/seed-1.80.0075 credits0.06 credits0.0015 credits
Trinity Mini arcee-ai/trinity-mini0.0012 credits0.0045 credits-
Trinity Large (preview) arcee-ai/trinity-large-preview0.0075 credits0.03 credits-
GLM-4.5V zai/glm-4.5v0.018 credits0.054 credits0.0033 credits
GLM-4.5 Air zai/glm-4.5-air0.006 credits0.033 credits0.0009 credits
Qwen 3.7 Plus alibaba/qwen3.7-plus0.012 credits0.048 credits0.0024 credits
Qwen3 Next 80B Instruct alibaba/qwen3-next-80b-a3b-instruct0.0045 credits0.036 credits-
Qwen3 Coder 30B alibaba/qwen3-coder-30b-a3b0.0045 credits0.018 credits-
Mercury 2 inception/mercury-20.0075 credits0.0225 credits0.0008 credits
Mercury Coder Small inception/mercury-coder-small0.0075 credits0.03 credits-
Llama 3.1 70B meta/llama-3.1-70b0.0216 credits0.0216 credits-
Llama 3.2 1B meta/llama-3.2-1b0.003 credits0.003 credits-
Llama 3.2 11B meta/llama-3.2-11b0.0048 credits0.0048 credits-
Llama 3.2 90B meta/llama-3.2-90b0.0216 credits0.0216 credits-
LongCat Flash Thinking meituan/longcat-flash-thinking-26010.015 credits0.06 credits-
Kimi K2 Thinking Turbo moonshotai/kimi-k2-thinking-turbo0.0345 credits0.24 credits0.0045 credits
Amazon Nova Pro amazon/nova-pro0.024 credits0.096 credits-
GPT-3.5 Turbo Instruct openai/gpt-3.5-turbo-instruct0.045 credits0.06 credits-
GPT-5.1 Thinking openai/gpt-5.1-thinking0.0375 credits0.3 credits0.0037 credits
GPT-5.5 openai/gpt-5.50.15 credits0.9 credits0.015 credits
GPT-5.5 Pro openai/gpt-5.5-pro0.9 credits5.4 credits-
Grok 4.3 xai/grok-4.30.0375 credits0.075 credits0.006 credits
Grok Build 0.1 xai/grok-build-0.10.03 credits0.06 credits0.006 credits
Qwen3.7 Max alibaba/qwen3.7-max0.075 credits0.225 credits0.015 credits
DeepSeek V4 Flash deepseek/deepseek-v4-flash0.0039 credits0.0078 credits0.0008 credits
Step 3.7 Flash stepfun/step-3.7-flash0.006 credits0.0345 credits0.0012 credits

Provider catalogs move, so refresh this page periodically. Tool calls, web search, and long agent loops can add credit lines beyond base tokens or seconds; your completed run shows the full breakdown. Subscription grants and top-ups add whole credits to the organization balance; settled runs debit against that balance per Credits & billing.

What can add credits beyond these rows

Even with the same model, runs can cost more when any of the following are included:

  • Tool or function invocations billed separately
  • Web search or grounding add-ons
  • Agent or deep research style jobs with extra steps
  • Reasoning or batch surcharges on certain SKUs

Those lines roll into the same credit settlement as base tokens or seconds.

Overrides vs defaults

When the UI offers a model override, only approved options are selectable and validated. If you skip overrides, Pinnora chooses a default for that tool.

After your run — where totals appear

Completed runs surface usage and settlement in the workspace so owners can reconcile balances. For disputes or anomalies, capture the organization slug, project, tool ID, and timestamp before contacting support.

Freshness

Vendor catalogs change. We refresh this reference when our pricing snapshot moves; your billing and run views always reflect what actually settled for that execution.