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.

Full Visibility See the true cost of every AI interaction
Margin Clarity Trace token spend directly to gross margin
Automated AI cost reconciliation without the spreadsheets

Unified visibility across your inference supply chain

OpenAI
Anthropic
AWS
GCP
Azure

Who it's for

Built for how you measure AI success

For AI-native startups

Protect your gross margins

Stop treating AI as a black box cost. Get per-customer unit economics to ensure your pricing scales profitably.

  • Per-customer and per-feature cost attribution
  • Real-time gross margin tracking by product line
  • Pricing model validation against actual COGS
  • Margin leakage alerts before they hit your P&L
Explore margin protection
For the enterprise

Measure AI ROI

Compare the cost of AI interactions against human-led processes. Document the efficiency gains of your internal AI agents.

  • Outcome-based cost attribution across RAG and agent workflows
  • AI vs. human process cost comparison dashboards
  • Board-ready reporting on AI initiative ROI
  • Variance analysis across your inference supply chain
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Why COGScontrol

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.

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.

8+
Inference providers ingested
5
Attribution dimensions
1
Unified AI P&L view
24/7
Real-time margin tracking

How it works

From black-box AI spend to board-ready financial intelligence

1

Connect your inference supply chain

Securely ingest cost data from all your AI and cloud providers. Data syncs automatically within minutes.

2

Classify & Attribute

Map every token to a business outcome - by product, feature, customer, or team. Our classification engine builds your AI cost of goods sold automatically.

3

Measure value, not just cost

Track unit economics in real time, run variance analysis, and surface margin leakage before it reaches your P&L.

The questions you can't answer today

Until now

For the CFO

"What is our fully-loaded AI Cost of Goods Sold? Are our AI-enabled features diluting our aggregate gross margin, or are we achieving economies of scale?"

COGScontrol delivers real-time variance analysis against plan, so you can explain AI cost movements in terms the board and investors understand.

For the CTO

"Which features across our inference supply chain are driving unit costs up? Is our RAG pipeline more expensive per resolution than the human process it replaced?"

COGScontrol maps every token to a business outcome - by product, feature, or team - with outcome-based attribution across all providers.

For the CEO

"How do I prove to the board that our AI initiatives are creating value, not just generating expense? What's the ROI of each AI agent we've deployed?"

COGScontrol provides continuous unit economics visibility and AI ROI measurement, replacing month-end scrambles with durable financial intelligence.

Ready to measure the value of your AI investment?

See how COGScontrol gives you the financial intelligence to scale AI profitably.