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How much does an AI agent cost to run Patient Intake?

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

An agent for Patient Intake on the clean path costs about $0.0172 to $1.20 per outcome depending on the model, around 15x the cost of a single chat message. At 10,000 outcomes a month that is roughly $172 to $12,030.
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Cost per outcome by model

Model$/1M in$/1M outCost / outcomeCost / month*
GPT-4o mini$0.15$0.60$0.0172$172
Llama 4 Maverick$0.27$0.85$0.0298$298
Gemini 2.5 Flash$0.30$2.50$0.0415$415
DeepSeek V4$0.44$0.87$0.0457$458
GPT-4.1 mini$0.40$1.60$0.0460$460
Claude Haiku 4.5$1.00$5.00$0.120$1,203
Gemini 2.5 Pro$1.25$10.00$0.171$1,706
Mistral Large 3$2.00$6.00$0.219$2,190
GPT-4.1$2.00$8.00$0.230$2,298
GPT-4o$2.50$10.00$0.287$2,872
Claude Sonnet 4.6$3.00$15.00$0.361$3,609
Claude Opus 4.8$5.00$25.00$0.602$6,015
Claude Fable 5$10.00$50.00$1.20$12,030

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

What this agent does

The clean-path steps this benchmark prices:

  1. Collect Forms
  2. Forms complete?
  3. Verify ID & Insurance
  4. Coverage active?
  5. Data confident?
  6. Create / Update Record
  7. Generate Intake Summary

What drives the cost

This path runs 7 steps: 2 tool calls, 2 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 Patient Intake outcome costs about 15x a single chat message ($0.361 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 Patient Intake?

On the clean path with default assumptions, an agent for Patient Intake costs about $0.0172 to $1.20 per outcome depending on the model, or roughly $172 to $12,030 per month at 10,000 outcomes. The cheapest model here is GPT-4o mini at $0.0172; the most expensive is Claude Fable 5 at $1.20.

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 Patient Intake that adds up to about 15x the cost of a single chat message.

Which model is cheapest for Patient Intake?

Across the 13 models benchmarked, GPT-4o mini is cheapest at $0.0172 per outcome and Claude Fable 5 is the most expensive at $1.20. 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 Patient Intake?

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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