Measure the ROI of every AI interaction.
Bridge the gap between your LLM spend and your P&L. Measure real-time unit economics, protect gross margins, and prove the ROI of your AI initiatives.
The financial infrastructure to scale AI profitably.
Traditional cloud cost tools weren't designed for AI workloads. COGScontrol gives you the financial intelligence required to manage unit economics across your entire inference supply chain — from token to P&L line item, with the resolution finance expects.
The instrument panel
Six primitives that turn spend into signal.
Inference supply chain visibility
Unified cost data across OpenAI, Anthropic, AWS Bedrock, Azure OpenAI, and Vertex AI. One view of your fully-loaded AI COGS.
Intelligent classification
Automatically categorize costs by Cost Center, Product Line, Project, and more. Create rules that classify spending as it happens.
Dimension-based budgets
Set budgets on any dimension — by team, product, project, or environment. Get real-time alerts before you exceed limits.
Unit economics engine
Map AI costs to revenue, users, and transactions. Calculate cost-per-interaction, cost-per-customer, and AI-attributed gross margin in real time.
Custom dashboards
Build dashboards with 8+ chart types. Share with your team, pin favorites, and set up scheduled reports.
Margin leakage protection
Get alerted when unit costs drift outside expected bounds. Catch margin erosion from model changes, prompt bloat, or usage spikes before they hit your P&L.
How it works
From black-box AI spend to board-ready financial intelligence.
Connect your inference supply chain.
Securely ingest cost data from all your AI and cloud providers. Data syncs automatically within minutes — providers normalize to one schema and reconcile to invoice.
Map every token to a business outcome.
By product, feature, customer, or team. Our classification engine builds your AI cost of goods sold automatically — rules apply retroactively, with a full audit trail.
Track unit economics in real time.
Run variance analysis and surface margin leakage before it reaches your P&L. The questions a CFO actually asks — answered with the math attached.
The COGScontrol thesis
AI Value Management for the AI-first enterprise: measure unit economics, protect margins, and prove ROI across your inference supply chain.— The COGScontrol Editors
The questions you can't answer today
Until now.
Ready to measure the value of your AI investment?
See how COGScontrol gives you the financial intelligence to scale AI profitably.