Gartner analysis finds that organisations that budgeted for pilot scale encounter a real load 5 to 10 times what was planned — and projects the cancellation of more than 40% of agentic projects by the end of 2027.
Why does the pilot mislead on cost?
Because it tests small volume and the expected path. Production brings real volume, exceptions and reprocessing — and each one multiplies consumption.
Where does the cost blow out first?
In what nobody budgeted for: reprocessing what came back wrong, reviewing what the model didn't resolve, and maintaining the integration the pilot never had.
How do you buy without that risk?
With a declared envelope: number of conversations, systems checked and queries defined before signing. Whatever goes past that is agreed upon, never charged as a surprise.
Cost with no declared limit is cost that blows out after signing — always on the buyer’s side.