AI Deployment Cost Calculator
Estimate the total cost of deploying an AI model to production infrastructure.
About AI Deployment Cost Calculator
Deploying an AI model to production involves more than compute instances alone — load balancers distribute traffic across replicas, storage holds model weights and logs, and bandwidth charges apply to data transferred in and out. This calculator sums all four cost centers into a single monthly total and shows the proportional breakdown, which is useful for right-sizing instance count against expected load.
Formula
monthly_cost = (instances × instance_cost) + load_balancer_cost + storage_cost + bandwidth_cost
- instances
- Number of compute instances
- instance_cost
- Monthly cost per instance
- load_balancer_cost
- Monthly load balancer fee
- storage_cost
- Monthly storage fee
- bandwidth_cost
- Monthly bandwidth fee
Worked example
With the default values below, AI Deployment Cost Calculator returns Total Monthly Cost of $1,775.00. Change any input above and every figure here is recalculated in your browser.
Inputs used
- Number of Instancesaccepts 0–100,000 instances
- 3 instances
- Cost per Instance / Monthaccepts 0–1,000,000 $/month
- 500 $/month
- Load Balancer Cost / Monthaccepts 0–100,000 $/month
- 25 $/month
- Storage Cost / Monthaccepts 0–1,000,000 $/month
- 100 $/month
- Bandwidth Cost / Monthaccepts 0–1,000,000 $/month
- 150 $/month
Results
- Total Monthly Cost
- $1,775.00
- Instances Cost
- $1,500.00
Step by step
- 1Instances total= $1500.00
- 2Monthly cost= $1775.00
Assumptions and limits
- The result is derived only from the 5 inputs listed above. Anything not among them is not part of the calculation.
- In particular, this calculator does not take inflation, tax or compounding frequency into account.
- Figures are rounded for display to 2 decimal places, so totals built from several rounded parts can differ slightly from the unrounded arithmetic.
How these calculators are built and tested is described on the Methodology page. If a figure looks wrong, please report it.
Frequently Asked Questions
Should I run multiple instances for redundancy?
Yes, most production deployments run at least 2 instances behind a load balancer for failover and to handle traffic spikes without downtime.
What drives bandwidth cost the most?
Outbound data transfer (responses sent to users, especially large payloads like images or audio) is typically the dominant bandwidth cost, not inbound requests.
Does this include model-serving software licensing?
No — this covers infrastructure only. Add any serving-framework or MLOps platform licensing fees separately.
