FinOps for AI

Every model. Every provider. One number you can defend.

AI spend arrives as nine different bills in nine different shapes. OpsNorth normalizes all of them into one comparable view — then finds the waste, allocates the cost to the teams that caused it, and turns the result into something a CFO will sign off.

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01 / Coverage

9 Providers

AWS Bedrock, Anthropic, OpenAI, Azure, Google Vertex, Databricks, Snowflake, Cohere and Mistral — ingested, normalized, comparable.

02 / Normalization

100% FOCUS v1.1

Every row is normalized to the FinOps Foundation's FOCUS specification before it reaches the application. No provider-specific special cases downstream.

03 / Engagements

3 Ways to start

A fixed-scope assessment, a routing and optimization engagement, or an ongoing managed retainer.

Why it is hard

AI spend does not behave like cloud spend.

It is priced per token, attributed to nothing in particular, and grows in steps rather than curves. The bill tells you what you paid; it does not tell you which product line caused it, which model was overkill for the task, or which commitment you are quietly failing to consume.

OpsNorth answers those questions with data rather than estimates — because every provider's usage is normalized into the same shape first, and every conclusion traces back to a row you can inspect.

Engagements

Three ways to work with us.

01 / Assess

AI Spend X-Ray

A fixed-scope assessment: connect every provider, normalize the spend, and produce a defensible picture of where the money is going and what is being wasted.

02 / Optimize

Optimization & Model Routing

Test cost against quality on your own tasks, then generate a routing policy with a measured savings projection and a staged rollout plan.

03 / Operate

Managed AI FinOps Retainer

Ongoing allocation, chargeback, commitment tracking and anomaly response, with scheduled readouts your finance team actually receives.

Where to start

Start with the X-Ray.

Most teams do not need a platform decision on day one — they need to know what they are spending and why. The assessment is fixed-scope and ends with a number you can take to a budget conversation.

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Built by people who already run mission-critical infrastructure.

OpsNorth is a CloudSAFE product. The platform is new; the practice behind it is not — CloudSAFE has spent years running managed cloud, security and resilience for organizations where uptime is the business. AI FinOps is the same discipline applied to a newer bill.

More about CloudSAFE

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See your own numbers.

Tell us where your AI spend lives and we will show you what OpsNorth does with it. No connectors required for the conversation.