Model rate card

What the models cost.

Bench runs on your own Claude, ChatGPT, or Grok plan. Here is what the labs charge.

Tokens are what the frontier models charge.

Where the thinking comes from

Connect any number or mix of your own AI provider plans to your harness at no extra charge. You pay provider subscriptions separately.

Your own plan

Connect your plans

Included

Provider-plan connections are included with your harness. You pay provider subscriptions separately.

  • Anthropic · Claude
  • OpenAI · ChatGPT / Codex
  • xAI · Grok

What a run costs at lab prices

Flagships · what the labs charge

Input and output rates per million tokens. Grok bills the whole request at a higher rate from 200,000 input tokens. OpenAI does the same from 272,000. Anthropic does not. The calculator uses those steps. Enterprise Fuel is priced in your agreement.

Anthropic

Claude Opus 5

What the labs charge
$5.00 / $25.00
OpenAIPromo at least through November 21, 2026

GPT-5.6 Sol

What the labs charge
$4.00 / $20.00

Promo at least through November 21, 2026. Standard rate $5.00 / $30.00.

xAI

Grok 4.7

What the labs charge
$2.00 / $6.00

Same job, lab prices

Pick a token shape to see what the labs charge for it.

Input tokens
40,000
Output tokens
6,000
Cached share
20%
ModelLabs charge
Claude Haiku 5.5$0.0063
GPT-5.6 Luna$0.01
Grok 4.3$0.06
Claude Haiku 4.5$0.06
Grok 4.5$0.10
Grok 4.7$0.10
Grok 4.6$0.10
Claude Sonnet 5$0.13
GPT-5.6 Terra$0.14
GPT-5.6 Sol$0.25
Claude Opus 5$0.31
Fable 5.1$0.62
GPT-6 Astra$0.63

The seats we run

SeatModelLabs · in / out
Lead (unclear / T4)Fable 5.1$10.00 / $50.00
Lead (known shape) / panelClaude Opus 5$5.00 / $25.00
Pre-map / workersClaude Sonnet 5$2.00 / $10.00
TrivialClaude Haiku 4.5$1.00 / $5.00
Builder + first adversarialGPT-6 Astra$10.00 / $50.00
Daybreak BlueGPT-5.6 Sol$4.00 / $20.00
ParentGrok 4.7$2.00 / $6.00

Full current lineup

FromModelLabs · in / out
AnthropicFable 5.1$10.00 / $50.00
AnthropicClaude Opus 5$5.00 / $25.00
AnthropicClaude Sonnet 5$2.00 / $10.00
AnthropicClaude Haiku 5.5$0.10 / $0.50
AnthropicClaude Haiku 4.5$1.00 / $5.00
OpenAIGPT-6 Astra$10.00 / $50.00
OpenAIGPT-5.6 Sol$4.00 / $20.00
OpenAIGPT-5.6 Terra$2.00 / $12.00
OpenAIGPT-5.6 Luna$0.20 / $1.20
xAIGrok 4.7$2.00 / $6.00
xAIGrok 4.6$2.00 / $6.00
xAIGrok 4.5$2.00 / $6.00
xAIGrok 4.3$1.25 / $2.50

Grok 4.1 Fast has no public token price from the labs, so it is not on this table.

Glossary

Tokens
What the frontier models charge for a run. Input is what the model reads. Output is what it writes.
OAuth
How you sign in to Claude, ChatGPT, or Grok so Bench can use the plan you already pay for. No password handed to us. Connect any number or mix of your own provider plans.
Fuel
Prepaid thinking Bench sells to enterprise customers through a rep. Most companies plug in their own plan.
Harness
The computer running your agents. The first harness is included with your first agent; each additional Gateway is $299 a month. Setup is $525 per harness. Nodes are $99 monthly network or storage devices without a harness or agents.
Frontier labs
xAI, Anthropic, and OpenAI. They make Grok, Claude, and ChatGPT / Codex.