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Legal & Compliance

How much does an AI agent cost to run Contract Review Support?

Token cost benchmark for an autonomous Contract Review Support agent, across 13 models. Prices as of 14 Jun 2026.

An agent for Contract Review Support on the clean path costs about $0.0268 to $1.86 per outcome depending on the model, around 24x the cost of a single chat message. At 10,000 outcomes a month that is roughly $268 to $18,620.
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Cost per outcome by model

Model$/1M in$/1M outCost / outcomeCost / month*
GPT-4o mini$0.15$0.60$0.0268$268
Llama 4 Maverick$0.27$0.85$0.0467$467
Gemini 2.5 Flash$0.30$2.50$0.0631$631
GPT-4.1 mini$0.40$1.60$0.0716$716
DeepSeek V4$0.44$0.87$0.0724$724
Claude Haiku 4.5$1.00$5.00$0.186$1,862
Gemini 2.5 Pro$1.25$10.00$0.260$2,598
Mistral Large 3$2.00$6.00$0.344$3,436
GPT-4.1$2.00$8.00$0.358$3,580
GPT-4o$2.50$10.00$0.448$4,475
Claude Sonnet 4.6$3.00$15.00$0.559$5,586
Claude Opus 4.8$5.00$25.00$0.931$9,310
Claude Fable 5$10.00$50.00$1.86$18,620

*At 10,000 outcomes per month. Cheapest model highlighted.

What this agent does

The clean-path steps this benchmark prices:

  1. Classify & Route
  2. Supported type?
  3. Extract Key Terms
  4. Benchmark vs Playbook
  5. Material value?
  6. Risk Scoring
  7. Draft Redlines
  8. Confidence high?
  9. High-risk clauses?
  10. Compile Review Pack

What drives the cost

This path runs 10 steps: 2 tool calls, 4 reasoning steps, 4 decision points and 0 human checkpoints. Tool steps make two model calls each, and the agent re-reads its growing context on every call. That compounding is why one Contract Review Support outcome costs about 24x a single chat message ($0.559 on Claude Sonnet 4.6), not the price of one message.

Why these numbers matter.

Frequently asked questions

How much does an AI agent cost to run Contract Review Support?

On the clean path with default assumptions, an agent for Contract Review Support costs about $0.0268 to $1.86 per outcome depending on the model, or roughly $268 to $18,620 per month at 10,000 outcomes. The cheapest model here is GPT-4o mini at $0.0268; the most expensive is Claude Fable 5 at $1.86.

Why does an AI agent cost more than a single chatbot message?

An agent does not make one model call. It plans, calls tools, retrieves context and re-reads its growing working context on every step. For Contract Review Support that adds up to about 24x the cost of a single chat message.

Which model is cheapest for Contract Review Support?

Across the 13 models benchmarked, GPT-4o mini is cheapest at $0.0268 per outcome and Claude Fable 5 is the most expensive at $1.86. A cheaper model is not always the right choice, but it sets the floor for this workflow.

How can I reduce the cost of an agent for Contract Review Support?

The biggest levers are prompt caching on the base context, fewer planning loops, smaller tool results, less retrieval, and choosing a cheaper model where quality allows. You can test each lever in the live estimator.

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