Surface
True cost
0%
Tokens & API
$22K / yr
True all-in cost
$169K / yr
≈ 8× the token bill you budgeted for
Datos Insights · AI Economics

What you budgeted for AI is only the tip of the iceberg.

Token fees and model subscriptions are the numbers that reach the business case. They are real, and they are the smallest part of what an AI deployment costs.

What lies beneath

Most of the cost never breaks the surface.

Below the waterline sits the mass that most AI business cases forget to price, and it's where budgets quietly drown.

The hidden TCO

Six layers of cost, out of sight.

Engineering & integration
Build, glue code, and MLOps
Infrastructure & data
Pipelines, storage, retraining
Human-in-the-loop review
Validation labor at scale
Compliance & governance
Audit, risk, and model oversight
Exception & drift
The cases the model can’t resolve
Change management
Adoption, training, redesign
See your real number

What does your AI project actually cost?

Enter one use case. We estimate the token bill, gross it up to the true all-in cost via the iceberg model, and tell you whether the return still holds.

Calculate Your Real Cost Of AI
Illustrative model · cost fractions anchored in the Datos 2026 AI Implementation Survey.
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