From Black BoxtoProfitable Growth
Track, understand, and optimize AI costs at every layer - from tokens to customers - so you can scale AI without killing margins.
The AI Profitability Trap
AI costs are unpredictable and consumption-based. Cloud bills show aggregated AI services like Bedrock or SageMaker - with no breakdown into what actually matters.
No visibility into
Cost per user
No visibility into
Cost per feature
No visibility into
Cost per query
Key Challenges
Three compounding problems that make AI economics unmanageable.
Black Box Costing
A single AI query triggers a chain of hidden costs:
- Input tokens
- Vector DB lookups
- RAG pipelines
- GPU compute
- Output tokens
…but billing shows just one number.
Margin Risk
Consumption-based AI costs are explosive:
- One curious user can consume massive resources
- Can wipe out profits of multiple paying customers
- No early warning before damage is done
Margins erode silently, in real time.
Innovation Paralysis
Fear of runaway AI costs stalls progress:
- Teams throttle features to control spend
- AI pilots fail to graduate to production
- New ideas get blocked before they start
Cost uncertainty kills momentum.
AI Unit Economics Engine
End-to-end cost tracking across your entire AI stack. We map cloud spend to the units that actually matter - per token, per feature, per customer.
Full-stack cost tracing
Models, compute, storage
Per-customer cost visibility
Know your real unit economics
AI COGS dashboard
Cost of Goods Sold clarity
Real-time usage insights
Act before overspend happens
- Confident AI product pricing
- Identify high-cost users instantly
- Optimize expensive AI workflows
- Scale AI features profitably
4.5×
Cost variance detected
vs average query
40%
Average cloud/AI savings
after optimization
Deep Cost Diagnosis
TeraOps identifies exact savings across storage tiers and retrieval patterns.
Insights
TeraOps analyzes cost by AI capability and daily trends to generate valuable insights
Turn AI into a Profit Center,
Not a Cost Center
Stop flying blind on AI costs. Get the unit economics clarity you need to price, scale, and grow AI products confidently.