AI Spend Intelligence

Your AI bill is one invoice. Your AI spend is four cost categories.

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%

May
Jun
Jul
Aug
Sep
Oct
Nov
Dec
Jan
Feb
Mar
Apr
COGS
R&D
S&M
G&A

How it works

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.

  • 4-category attribution: COGS, R&D, S&M, G&A
  • Cascade resolver: manual → metadata → api_key → rules → default
  • Freeze-on-close locks snapshots for audit trail
  • GL restatement moves spend to correct cost centers
  • Dashboard KPIs: Revenue/AI$, AI as % of COGS, trend charts
  • Org-chart drill-down by department and team
  • VC/PE portfolio AI efficiency benchmarking
  • Per-call instrumentation captures StartOS-driven AI spend, even on individual provider accounts

Three steps to get started

1

Sync your AI costs

Connect OpenAI, Anthropic, AWS Bedrock, and Vertex AI. Cost data syncs automatically with the provider billing APIs.

2

Set attribution rules

Map API keys to cost categories, set department defaults, or override individual line items manually.

3

See your real margins

Gross margin recalculates with AI spend properly allocated. Close the period to freeze the attribution.

Works with

OpenAIAnthropicAWS BedrockVertex AI

From first dollar
to first audit.

StartOS is in pre-launch early access. We're hand-picking the founders and finance teams we onboard. Tell us about you and we'll respond within 2 business days.