OpenAI sends one invoice. But that spend is split across COGS (inference in your product), R&D (model training), S&M (marketing copy), and G&A (internal tools). Most startups dump it all in one line item and overstate their gross margin.
AI Spend by Function Area — 12 months
Manage →Revenue / AI $
$98
AI % of Rev
1.02%
Total AI Spend
$14.2K
COGS Portion
22%
StartOS attributes every AI API call to a cost category using a cascade resolver: manual overrides, API key metadata, rule-based patterns, or org-chart defaults. Freeze-on-close locks attribution for audit. Gross margin restates automatically.
Connect OpenAI, Anthropic, AWS Bedrock, and Vertex AI. Cost data syncs automatically with the provider billing APIs.
Map API keys to cost categories, set department defaults, or override individual line items manually.
Gross margin recalculates with AI spend properly allocated. Close the period to freeze the attribution.
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