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Legal & Compliance

How much does an AI agent cost to run Clause Extraction?

Token cost benchmark for an autonomous Clause Extraction agent, across 13 models. Prices as of 14 Jun 2026.

An agent for Clause Extraction on the clean path costs about $0.0246 to $1.70 per outcome depending on the model, around 22x the cost of a single chat message. At 10,000 outcomes a month that is roughly $246 to $17,030.
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Cost per outcome by model

Model$/1M in$/1M outCost / outcomeCost / month*
GPT-4o mini$0.15$0.60$0.0246$246
Llama 4 Maverick$0.27$0.85$0.0427$427
Gemini 2.5 Flash$0.30$2.50$0.0577$577
GPT-4.1 mini$0.40$1.60$0.0655$655
DeepSeek V4$0.44$0.87$0.0662$662
Claude Haiku 4.5$1.00$5.00$0.170$1,703
Gemini 2.5 Pro$1.25$10.00$0.238$2,376
Mistral Large 3$2.00$6.00$0.314$3,142
GPT-4.1$2.00$8.00$0.327$3,274
GPT-4o$2.50$10.00$0.409$4,093
Claude Sonnet 4.6$3.00$15.00$0.511$5,109
Claude Opus 4.8$5.00$25.00$0.852$8,515
Claude Fable 5$10.00$50.00$1.70$17,030

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

What this agent does

The clean-path steps this benchmark prices:

  1. Ingest & OCR
  2. Machine- readable?
  3. Segment Clauses
  4. Identify Clause Types
  5. Extract Clause Text
  6. Normalize & Tag
  7. Confidence high?
  8. Unknown clauses?
  9. Build Structured Output

What drives the cost

This path runs 9 steps: 2 tool calls, 4 reasoning steps, 3 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 Clause Extraction outcome costs about 22x a single chat message ($0.511 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 Clause Extraction?

On the clean path with default assumptions, an agent for Clause Extraction costs about $0.0246 to $1.70 per outcome depending on the model, or roughly $246 to $17,030 per month at 10,000 outcomes. The cheapest model here is GPT-4o mini at $0.0246; the most expensive is Claude Fable 5 at $1.70.

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 Clause Extraction that adds up to about 22x the cost of a single chat message.

Which model is cheapest for Clause Extraction?

Across the 13 models benchmarked, GPT-4o mini is cheapest at $0.0246 per outcome and Claude Fable 5 is the most expensive at $1.70. 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 Clause Extraction?

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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