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OpenAI costs, allocated and explained

OpenAI costs, allocated and explained

AI / LLM

OpenAI costs, allocated and explained

OpenAI organization costs with a read-only Admin API key

How Costory connects to OpenAI

Costory imports OpenAI Platform (API usage) organization costs with a read only Admin API key, created by an organization admin. A project inference key will not work.

Azure OpenAI spend arrives through the Azure connector instead, and ChatGPT Enterprise and Codex are not covered by this connector.

Step by step: OpenAI setup in the Costory docs.

Questions you can ask

  • “What is our OpenAI spend by project and model this month?”

  • “Which team's API key drove last week's OpenAI spike?”

  • “Show total AI spend across OpenAI, Anthropic and Bedrock.”

Good to know

Allocation only works at project/key grain; one project per team is the practical split.

Use OpenAI with your AI assistant

Setup guide: OpenAI in the Costory docs.

In Costory

OpenAI cost in the product

Screenshots from the Costory app with this integration connected.

Explorer filtered to OpenAI, grouped by user and project
Explorer filtered to OpenAI, grouped by user and project

Explorer filtered to OpenAI, grouped by user and project

OpenAI spend shown next to a business metric
OpenAI spend shown next to a business metric

OpenAI spend shown next to a business metric

Weekly alert when OpenAI costs increase more than 10%
Weekly alert when OpenAI costs increase more than 10%

Weekly alert when OpenAI costs increase more than 10%

Playbooks

Playbooks that use OpenAI

What the Costory agent can watch, investigate and report on for you, with this in the loop.

All playbooks

Costory notices

A feature's model cost per request rises, or a new model ships.

Choose LLM models and routing based on cost per feature

The agent tracks per-model spend for each AI feature across OpenAI, Anthropic, Bedrock and Vertex AI, and recommends where a cheaper model or a routing change could fit.

See the playbook

Costory notices

A shared API or platform bill lands without an owner.

Split shared API costs across teams with usage data

Allocate untagged or shared API costs, like a single LLM key or a shared data platform account, to teams based on actual usage.

See the playbook

Costory notices

Every week, across every connected provider.

One showback across AWS, Google Cloud, Azure, AI and data platforms

Teams see all their costs in one place, whatever the provider: cloud, Kubernetes, data platforms and LLM APIs.

See the playbook

Costory notices

Daily, as LLM provider costs refresh.

LLM cost allocation by team, feature and customer

Allocate model spend from OpenAI, Anthropic, Azure OpenAI, Bedrock, Vertex AI and OpenRouter to teams, features and customers.

See the playbook

Costory notices

Every Monday, across every AI provider.

All AI spend in one view: OpenAI, Anthropic, Bedrock, Vertex AI and more

The agent tracks total AI spend across model APIs, cloud AI services and AI tools, and reports the weekly trend in one place.

See the playbook

Costory notices

Monthly, or when a feature's unit cost moves.

Cost per AI feature: tokens, GPUs and infrastructure in one number

Combine model API spend with the GPU and serving infrastructure behind each AI feature, then divide by usage for a true cost per request.

See the playbook

Connect in under 30 minutes. Get your first optimization recommendation the next day.

30-day free trial. Plans from €250/month, billed annually. We recommend Team (€600/month) once more than one team uses Costory.

First optimization recommendation

The next day

ROI

Pays for itself with the first recommendation you act on

Setup

About 30 minutes

Data residency

EU

Access

Read-only on your cloud