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Blog /AI agents

How much does it cost to put an AI agent in production?

SNSara Novak, AI engineer · Oct 21, 2026 · 9 min read
On this pageThe short answerWhat you pay forModel costsEvaluation and guardrailsSupport after launchOur numbersBook a call →

The short answer

Most first agents we put in production cost between $45k and $110k to build and $1k to $4k a month to run. The range depends less on the model and more on how many systems the agent touches.

What you pay for

About 60% of the budget goes to integrations and permissions, 25% to evaluation and guardrails, and only 15% to prompts and model work.

const run = await agent.execute({
  task: "follow_up_overdue_invoices",
  requireApproval: ["send_email"],
})

Rule of thumb: budget one week of evaluation work for every system the agent can write to.

Model costs

For a finance agent handling 2,000 runs a month, model usage came to $380. Logging and monitoring cost more than the model itself.

Prices keep falling, so we design every agent to switch providers without a rewrite. That keeps the model line small and predictable.

Evaluation and guardrails

Every agent we ship has a test set built from real cases: the invoices, tickets or documents it will actually see. We run it on every change and report accuracy weekly. Anything that sends, pays or deletes waits for a person by default.

Support after launch

Plan for a small monthly retainer. Models change, your systems change, and edge cases show up in production. Most of our agent clients spend $1k to $4k a month on monitoring, tuning and new skills.

Our numbers

Across our last ten agent projects the median build was $68k over six weeks, and the median monthly run cost was $2.1k including models, hosting and support.

SN
Sara Novak

AI engineer at Orva. Builds agents for finance and healthcare teams.

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