Comparison

Cloptima vs Kong AI Gateway

Kong AI Gateway extends Kong's API gateway with AI plugins for routing, prompt guards, semantic caching, and cost-based rate limits — a strong fit for teams that already run Kong for their APIs. Cloptima is purpose-built for AI governance: one policy on every request, guardrails with a Monitor only rollout, budgets, tool policies, and an attributed spend record, without operating an API gateway platform.

FeatureCloptimaKong AI Gateway
AI FinOps Capabilities
Starting pointA dedicated AI gateway: change the base URL, issue a virtual key, bind a policyAI plugins and entities on Kong Gateway, managed through Konnect or self-hosted
GuardrailsBuilt-in credential detection and personal-data rules, plus Azure AI Content Safety, AWS Bedrock Guardrails, Google Model Armor, a webhook, or Cloptima-managed scansPrompt guard, semantic prompt guard, PII sanitizer, and Azure, AWS, and GCP guardrail plugins
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 outputPII sanitizer redacts before the provider
Rollout safetyMonitor only for guardrails and caches, versioned and audited guardrail profilesConfigured per plugin
Budgets and limitsDaily and monthly budgets per team, app, environment, or key, one org-wide ceiling, Alert only or Block, held before the provider callToken and cost budgets per consumer group, with alerts
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 themPolicies on AI entities and consumer groups
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 baselineExpose APIs as MCP tools, aggregate MCP servers, and apply OAuth2 to tool calls
Spend record and chargebackAttributed spend record by team, app, environment, and your own fields, with chargeback, AI unit economics, and FOCUS exportPer-request cost calculation, usage analytics, and metering
Response cachingPolicy-scoped exact and semantic cache, both with Monitor only before ServeSemantic cache plugin
Use models without provider keysManaged credits at provider list prices, or bring your own keysBring your own provider keys
Where Cloptima fits

When Cloptima is the better fit

Built For AI, Not Added To An API Gateway

Cloptima's whole model is AI traffic: virtual keys, model and tool policies, guardrail profiles, and budgets in one policy that security, platform, and finance can read together.

No Policy, No Traffic

Every request needs a policy you bound. There is no implicit default, so shadow AI turns into a visible error a developer fixes in a minute.

Governance You Can Prove

Monitor only shows what a guardrail or cache would do before you enforce it, and every profile change is versioned and audited.

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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