Comparison

Cloptima vs Bifrost

Bifrost is a fast, self-hosted open-source gateway, with guardrail integrations, clustering, and in-VPC deployment in its enterprise edition. Cloptima is a governed AI gateway you can use hosted or run in your own VPC, with guardrails, budgets, tool policies, and spend attribution in every plan's request path — and an attributed spend record, chargeback, and unit economics on top. Choose Bifrost to operate a gateway yourself; choose Cloptima when governance and the spend record are the point.

FeatureCloptimaBifrost
AI FinOps Capabilities
DeploymentHosted gateway, or a private edge gateway in your VPC that enforces policy, guardrails, and budgets locallySelf-hosted gateway; in-VPC deployment and clustering in the enterprise edition
OpenAI- and Anthropic-compatible APIsBoth surfaces, with cross-protocol routing across OpenAI, Anthropic, Gemini, Vertex AI, Bedrock, and AzureOpenAI-compatible API plus drop-in Anthropic SDK support across 20+ providers
GuardrailsBuilt-in credential detection and personal-data rules, plus Azure AI Content Safety, AWS Bedrock Guardrails, Google Model Armor, a webhook, or Cloptima-managed scansBedrock Guardrails, Azure Content Safety, Model Armor, and Patronus integrations in the enterprise edition
Redact and restorePersonal data and secrets are redacted before the provider sees them, then restored to the original text in the response, including streamed responses, tool calls, and structured outputRedaction through partner guardrail integrations
Rollout safetyMonitor only for guardrails and caches, versioned and audited guardrail profiles, and your choice of what happens when a scan cannot runConfigured per gateway deployment
BudgetsDaily and monthly budgets per team, app, environment, or key, one org-wide ceiling, Alert only or Block, held before the provider callHierarchical budgets and rate limits on virtual keys, teams, and customers
Org baseline policyOne organization-wide baseline for models, tools, guardrails, limits, and budgets. Every request gets its own policy plus the baseline, and the stricter setting wins, so teams can tighten the rules but never loosen themHierarchical budgets and limits on keys, teams, and customers
MCP and tool governanceAllow and deny lists for tool servers and tools (denied tools are taken out of the request), approvals before a server goes live, tool definition changes flagged, and spend by tool, set per policy on top of your org baselineMCP gateway with per-key tool allow lists and approval-based tool execution
Spend record and chargebackAttributed spend record by team, app, environment, and your own fields, with chargeback, AI unit economics, and FOCUS exportRequest monitoring, Prometheus metrics, and OpenTelemetry traces
Use models without provider keysManaged credits at provider list prices, or bring your own keysBring your own provider keys
Terraform providerOfficial provider for gateway keys, policies, tool servers, and provider credentialsGateway configuration through its UI, API, and config files
Where Cloptima fits

When Cloptima is the better fit

Governance In Every Plan

Guardrails, budgets, and tool policies are part of Cloptima's request path, not an add-on edition. Every request needs a policy, so ungoverned traffic shows up as a clear error instead of a surprise bill.

Hosted Or Private, Same Rules

Start on the hosted gateway in minutes. Move sensitive traffic to a private edge gateway in your VPC later, with the same policies, guardrails, and budgets enforced locally.

A Spend Record Finance Can Use

Cloptima turns every governed call into an attributed record, so platform, security, and finance teams read the same numbers for budgets, chargeback, and unit economics.

FAQ

Questions teams ask

Put your first governed call through in five minutes

Point your SDK at the gateway, bind a policy, and watch the first call land on the ledger.

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