AI cost governance

Track the spend.
Prove the return.

Multiple providers. Subscriptions and API usage tracked in different places. Coding agents on top. And if there are guardrails at all, they're a policy document asking people to be careful.

Bring your providers and your org chart. We'll show you what attribution and enforcement could look like.

Part of the UnitSense AI cost platform.

The test

Where did it go, who decided that, and can you stop it — three questions you should be able to answer.

What you get

See it. Control it. Trust it.

Every AI dollar — API calls, subscriptions, coding agents — attributed to a team, a project, or a person, with limits that stop spend instead of warning about it.

01

Attribution

Drill from team to app to model to the individual request. Every request carries its team, project, environment, and full token breakdown.

02

Enforcement

Set a limit on any dimension — team, project, model, key, person. Choose alert or block. Block means the request is denied at the limit, in the request path — not an email after the fact.

03

Subscription attribution

A per-seat subscription looks like a fixed cost. It isn't — it's tokens with a flat price on top. See seats provisioned vs. actually used, idle-seat waste in dollars, estimated value per seat, and where that work goes by project.

04

Reconciliation

Provider invoices checked line-by-line against the ledger — variance in dollars and percent, with a review workflow for every discrepancy.

05

Recommendations

Estimated monthly savings, surfaced automatically: expensive models on simple tasks, caching opportunities, batch candidates, idle seats.

Why not a dashboard

Because you're not on one provider.

And your provider's incentive was never your efficiency.

01Your provider's console only sees your provider
02Cloud cost tools were built for infrastructure, with AI bolted on
03Observability tools were built for debugging, not finance
Integrations

Built for the stack you already run.

ModelsOpenAI·Anthropic·Google Gemini·AWS Bedrock·Azure OpenAI·Mistral
Coding toolsClaude Code·Codex·Cursor·GitHub Copilot·Windsurf
Voice & speechElevenLabs·Cartesia·Hume·Deepgram·AssemblyAI
Voice agents & transportVapi·Retell·LiveKit·Pipecat·Twilio
GPU & cloudAWS·GCP·Azure·CoreWeave·Modal·RunPod
Vector & dataPinecone·Qdrant·Weaviate·Chroma

How we connect: LiteLLM · Bifrost · Python SDK · JavaScript SDK · our open-source agent · provider admin APIs · CSV import · invoice ingestion

…and the rest of your stack. Where a vendor exposes usage, we pull it. Where they don't, we ingest the invoice.

Next step

See where your dollars go.

We'll show you what attribution and enforcement could look like — built on your providers and your org chart. That's the whole agenda.

Book 20 minutes

UnitSense is built by AI-infrastructure and platform engineers out of CTDS, previously PLUMgrid.