Cloptima vs Cloudflare AI Gateway
Cloptima is the AI FinOps and governance control plane: per-team budgets and model policies, BYOK with policy, attribution and chargeback, a reconciliation-ready ledger, agent cost controls, and unit economics tied to cloud cost — over OpenAI- and Anthropic-compatible access. Cloudflare AI Gateway is a fast edge proxy with caching, rate limiting, and request analytics; helpful for performance, but not a finance or governance system.
| Feature | Cloptima | Cloudflare AI Gateway |
|---|---|---|
| AI FinOps Capabilities | ||
| Full request overhead (p95), budget checks and execution included | p95 17ms | Not published as a distinct, policy-on measurement |
| Request analytics / logging | Cost and attribution telemetry, with a no-retention prompt option | Request logs and analytics |
| Per-team budgets & model policies | Provider/model/team/app/environment policies and budgets enforced before egress | Rate limits, not org-level FinOps policy |
| BYOK with governance | Encrypted provider credentials behind policy; app-scoped virtual keys | Pass-through to your provider keys |
| Attribution & chargeback | Team, app, feature, customer, and workflow attribution with chargeback | Not a finance allocation tool |
| Provider bill reconciliation | Reconciliation-ready records (Live); bill matching (Coming Soon) | Outside scope |
| AI unit economics + cloud context | Cost per unit, beside cloud and K8s COGS | Outside scope |
| Cost-aware guardrails and semantic caching | Guardrail cost policy plus exact and semantic response cache with observe-before-enforce | Edge caching is generic HTTP caching, not policy- or safety-aware for LLM semantics |
When Cloptima Is the Better Fit
Proxy Features vs a Finance Control Plane
Edge caching and rate limiting optimize requests. Cloptima governs and accounts for the spend those requests create — budgets, ownership, reconciliation, and unit economics.
One Operating Model for AI and Cloud Spend
Cloptima puts model spend in the same attribution and reporting model as your cloud and Kubernetes cost, so AI isn't a finance island.
Full Governance At Negligible Latency Cost
Cloptima measures and publishes what the full governed request — policy, budget, guardrails, accounting, and execution — costs end to end, and it's close to nothing (see our benchmark). That's the number a FinOps and safety buyer actually needs.
FAQ
Add AI FinOps to Your Model Stack
Govern model spend, allocate usage, prepare provider bill reviews, and connect AI costs to product economics.