Question 1

How much does an AI agent cost per task?

Accepted Answer

It depends on the workflow. A simple support chatbot costs $0.01-$0.12 per conversation. A multi-step agent with tool calls and payments can cost $1-$10+ per task. AgentMeter tracks the exact cost of each task, broken down by LLM inference, MCP tool calls, and agent payments.

Question 2

How is AgentMeter different from Helicone or LangSmith?

Accepted Answer

Helicone, Portkey, and LangSmith track per-LLM-call costs. AgentMeter tracks per-task costs. When your agent makes 15 LLM calls, 8 tool calls, and a Stripe MPP payment to resolve one ticket, AgentMeter tells you the total cost of that ticket — and attributes it to a specific customer and workflow.

Question 3

Does AgentMeter track MCP tool costs?

Accepted Answer

Yes. AgentMeter includes an MCP middleware that auto-tracks all tool calls with per-tool cost configuration. It also tracks Stripe MPP payments, x402 transactions, and any API call costs.

Question 4

Can I set budget limits for AI agents?

Accepted Answer

Yes. AgentMeter supports per-run, daily, and monthly budget limits. If an agent exceeds the per-run limit, it can automatically kill the workflow. Budget checks cover all cost types — LLM, tools, and payments combined.

Question 5

What LLM providers are supported?

Accepted Answer

Anthropic, OpenAI, and Google — all models supported with built-in pricing tables and prompt caching detection. Auto-patch functions require zero code changes beyond initialization. Custom models supported via setCustomPricing().

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How Much Do AI Agents Actually Cost? A Real-World Breakdown