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AI FinOps

Every model call, priced and attributed as it happens.

You do not buy this separately. It is on from the first request. Every call to GPT, Claude, Gemini, or a self-hosted model is costed and tied to the team, project, and person who made it. Leadership gets one view. Budget owners get ceilings that hold.

cost view · this monthsample

$8,420

spend · 4 teams

61%

from cache · no model call

1

ceiling reached · calls stopped

Claims$5,000 of $5,000
Actuarial$2,640 of $5,000
Finance$1,120 of $4,000
Ops$480 of $4,000
The cost view

Cost by team, by model, by question.

One screen for everything AI is spending. Set a ceiling anywhere in the org chart and it holds — when it is reached, calls stop and the owner is told.

Leadership view

All AI spend, usage, and return across every business unit, updated as calls happen.

OrganisationBusiness unitTeamProjectMember

Nested budgets

Set a ceiling at the organisation, business unit, team, project, or person. They roll up. When one is reached, calls stop and the owner is notified.

Model cost breakdown

What each model is costing, per request, and where the semantic cache is saving.

Cache and routing savings

Repeat questions never reach a model. Routine requests go to cheaper models. Both show up as money not spent.

Org structure

Business units, teams, sub-teams, roles, and scope, from one admin screen.

Unit isolation

People see their own unit's spend and work. Admins see across units on purpose.

Why a request gets a no

When a request is refused, you get the reason.

Before any call is made, the platform checks whether the capability is in your plan, whether the role is allowed to use it, and whether the resource belongs to that person's unit. A no is recorded with the reason. Flip the switches to see it decide.

access gate · try it allow
audit.log
request · permittednow

The rest of your AI spend

Route other tools through the same gateway and the view covers them too.

If a team already uses Copilot, ChatGPT, or an in-house wrapper, their calls can go through the same gateway. Same costing, same ceilings, same cache. One screen for all of it.

See what your AI is actually costing.

The cost view is live from the first request of the pilot.