Finance & technology

Allocate AI spend

Fund AI by what it returns. See what every agent, model, and vendor cost next to what it changed about the work. Then set budgets, renewals, and model choices on that record.

Budget cycle
Set next quarter's AI budget on return, not usage.
Vendor renewal
Go into renewals knowing what each vendor returned.
Model spend
Move spend to the model with the best outcome per dollar.
Team funding
Move budget to the teams whose agents return the most.

Connect AI spend to your delivery outcomes
Bloomfilter binds each agent session and its cost to the work item it touched in Jira, GitHub, and CI/CD, then compares the result to the same work done by people.
Weigh every vendor on what it returned
Put cost and outcome on one line for every agent, model, and vendor. Budget, renewal, and model decisions then rest on what each one returned, not on seats or usage.
Shift spend between teams and models
Once the record shows which teams and models return the most on each kind of work, move budget toward them. Then keep watching the same numbers to see that the shift holds.

Cost per outcome
What it cost to finish an item that stayed finished
Agent against human
Cycle time, cost, and rework for agent work against the same step done by people
Model-task fit
Which model does which type of work best, on your work
Cost of rework
What work that came back cost, and where

Bloomfilter compared with the tools teams use to fund AI today
	Bloomfilter	Vendor usage dashboards	Eval tools	FinOps tools	Surveys
Cost per model or vendor	Yes	Yes	Yes	Yes	No
Tied to the work item	Yes	No	No	No	No
Human baseline	Yes	No	No	No	No
Rework and reopen tracking	Yes	No	No	No	No
Works across vendors	Yes	No	Yes	Yes	Yes
Independent of the AI seller	Yes	No	Yes	Yes	Yes