AI Agent Rollout / Canary Cost Calculator
Estimate the cost of rolling out or canary-testing an AI agent: duplicated inference, traffic split, human review, monitoring, incident response, and setup.
Scenario presets
Workload & rollout
Costs are estimates. Provider rates last updated: 2026-07-10. See notes.
Inference / month
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Human review / month
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Monitoring & incidents / month
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Total first-month rollout cost
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Inference cost by provider at this traffic slice
| Provider | Model | Inference / mo | Verdict |
|---|---|---|---|
| OpenAI | GPT-4o | — | — |
| Anthropic | Claude 3.5 Sonnet | — | — |
| Gemini 1.5 Pro | — | — | |
| Groq | Llama 3.1 70B | — | — |
| Together AI | Llama 3.1 70B | — | — |
| Azure OpenAI | GPT-4o | — | — |
Rollout cost estimate
Enter a workload to see the rollout cost.
Verdict
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Frequently asked questions
What is shadow rollout cost?
In a shadow rollout the new agent processes the same requests as the existing system in parallel, so you pay for duplicated LLM calls. You also log and compare outputs, which adds observability and storage cost, plus a small human review sample.
When is a canary cheaper than shadow mode?
A canary sends only a small slice of traffic to the agent, so duplication cost is zero and inference cost scales with the canary percentage. The trade-off is tighter monitoring and a larger human review sample per canary request.
How do incident response costs factor in?
The calculator multiplies the incident rate by the number of canary/agent requests, then applies an average response time and hourly rate for the on-call engineer. During early rollouts the incident rate is usually higher than steady state.
Does this include the cost of building guardrails?
Guardrail development, eval suites, and safety testing are modeled as one-time setup hours. If your team runs a separate red-team sprint, cross-check with the Agent Red Team Cost Calculator.
Can I model a staged ramp from 5% to 100% traffic?
Use the traffic percentage input to model any stage. For a multi-stage ramp, run the calculator at a few percentages and sum the costs, or use the average traffic share over the projection window.
Provider rates and infrastructure costs are representative of mid-2026 public pricing. Replace with your actual contract rates. Rollout overhead (shadow traffic, canary traffic split, human review, monitoring, incident response) is estimated from common engineering-effort models.