Comparison
AI Gateway vs AI FinOps
An AI gateway controls model access and request handling. AI FinOps connects that usage to budgets, ownership, provider bills, chargeback, and product economics. Mature teams need both.
| Feature | Cloptima | Generic AI Gateway |
|---|---|---|
| AI FinOps Capabilities | ||
| Request routing | Supported as part of governed adoption | Core gateway function |
| Virtual keys | Virtual keys tied to budget, ownership, and finance attribution | Access-control primitive without full finance context |
| Model and provider policies | Policy plus finance attribution | Policy without full finance context |
| Prompt and credential privacy | No-retention prompt policies, encrypted credentials, and private edge credential patterns | Varies by gateway and observability configuration |
| Spend ownership | Team, app, environment, customer, workflow, and unit dimensions | Often limited to key or metadata reporting |
| Bill reconciliation | Provider bill matching workflows | Usually outside gateway scope |
| Business economics | Cost per customer, workflow, feature, and margin views | Usually outside gateway scope |
When Cloptima Is the Better Fit
Gateway Is The Control Point
A gateway is where enforcement can happen before usage is created.
FinOps Is The Operating Model
AI FinOps is how teams allocate, forecast, reconcile, and improve AI spend after usage becomes part of the business.
FAQ
Add AI FinOps to Your Model Stack
Govern model spend, allocate usage, prepare provider bill reviews, and connect AI costs to product economics.
No credit card required
5-minute setup
30-day trial