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OpenAI Spend Intelligence â Read-only beta
Reads organisation-level usage and cost metadata. InfraDesk never reads prompts, responses, threads, files, or conversations.
Required access
âĸ OpenAI Admin API key
âĸ Organisation usage access
âĸ Organisation cost access
Note: A standard API key does not have organisation usage access. You need an Admin API key.
What InfraDesk reads
- Organisation-level token usage (input, output, cached)
- Cost by model, project, API key
- Number of model requests
- Batch vs real-time usage split
What InfraDesk never reads or stores
- Prompt bodies
- Response bodies
- Thread content
- Files or vector store content
- Fine-tuning data
- Conversation history
Decision signals
âĸ AI spend spike â cost increased sharply vs previous period
âĸ Expensive model concentration â one model driving most spend
âĸ Output token bloat â output tokens 2x+ input tokens
âĸ Low cache utilisation â repeated prompts not cached
âĸ Attribution gap â spend not attributed to project or API key
âĸ Batch opportunity â high volume with no batch API usage