Cloptima vs Portkey
Cloptima governs and accounts for AI spend end to end: per-team budgets and policies, BYOK on your own provider contracts, attribution and chargeback, a reconciliation-ready ledger, and unit economics tied to cloud cost — over a governed gateway. Portkey handles gateway routing and guardrails, but allocation, budgets-by-team, reconciliation, and finance reporting sit outside it. That finance and governance layer is exactly what Cloptima is built for.
| Feature | Cloptima | Portkey |
|---|---|---|
| AI FinOps Capabilities | ||
| Gateway routing and reliability | Governed AI gateway for FinOps-controlled workloads | Gateway routing and operations |
| Full request latency (p95), governance and execution included | p95 7–15ms | Not published as a distinct, policy-on measurement |
| Virtual keys and BYOK | Virtual keys plus encrypted provider credential controls for finance attribution | Gateway access and provider config |
| Terraform provider | Official provider for gateway keys, policies, policy bindings, tool servers, and provider credentials | Official provider for configs, workspaces, and prompts |
| Guardrails | Policy and governance controls for model usage and spend | Guardrails and routing — its focus |
| Prompt retention controls | Metadata-first by default; opt-in tenant-isolated audit retention (tool I/O or full session) available | Depends on observability and logging configuration |
| LLM cost allocation | Team, app, customer, workflow, agent run, and product dimensions | Usage analytics and metadata-based reporting |
| Provider bill reconciliation | Reconciliation-ready records (Live); bill matching (Coming Soon) | Usually separate from gateway operations |
| Cloud cost integration | Native cloud, Kubernetes, workload, and team cost context | Not the main product category |
| Cross-protocol + SDK telemetry | OpenAI and Anthropic surfaces with cross-protocol routing, plus JS/Python/Go SDKs for attribution without a gateway | Gateway-centric; SDK attribution typically separate |
| Guardrail cost economics | Provider scans carry a per-request cost cap, with skip or block above it, plus versioned, audited profiles — not just detection | Varies by gateway |
| Exact and semantic response cache | Policy-scoped exact-match plus semantic cache with eval-score gating and observe-before-enforce | Not a built-in capability |
| Prompt and eval registry | Versioned prompts, dataset-backed evals, and release gates tied directly to cost-optimization recommendations | Not a built-in capability |
When Cloptima Is the Better Fit
Built For Finance And Platform Together
Cloptima gives platform teams controls while giving finance the usage, ownership, and reconciliation data needed for AI spend governance.
AI Unit Economics
Cloptima is designed to connect AI spend to customer, workflow, and product-level margin views.
Guardrails Priced, Not Just Enforced
Cloptima treats the cost of a provider safety scan as a policy variable: cap it per request, choose to skip the scan or block above the cap, and skip it when a request is already slow. Every profile change is versioned and audited.
Full Governance At Negligible Latency Cost
Cloptima publishes what the full governed request — attribution, policy, pricing, atomic budget enforcement, guardrails, durable accounting, plus making the call itself — costs end to end in added latency, and the answer is close to nothing. See our benchmark for the current figure.
FAQ
Add AI FinOps to Your Model Stack
Govern model spend, allocate usage, prepare provider bill reviews, and connect AI costs to product economics.