Comparison

Cloptima vs Helicone

Helicone is an observability-first platform with an AI gateway, request logging, caching, and unified billing. Cloptima is a governance-first gateway: one policy on every request, guardrails that redact personal data and restore it in the response, budgets held before the call, tool policies for agents, and an attributed spend record for chargeback and unit economics.

FeatureCloptimaHelicone
AI FinOps Capabilities
FocusGovernance: access, guardrails, budgets, tool policies, and spend attribution on every requestObservability, with an AI gateway and request logging
Policy on every requestNo policy, no traffic: a request without a policy you bound is refused with a clear reasonNot a policy-first gateway
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-injection and jailbreak screening, with optional content moderation
Personal-data protectionPersonal 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 outputNot its focus
BudgetsDaily and monthly budgets per team, app, environment, or key, one org-wide ceiling, Alert only or Block, held before the provider callRate limits
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 themNot its focus
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 baselineNot its focus
Response cachingPolicy-scoped exact and semantic cache, both with Monitor only before ServeExact-match caching
Sessions and tracesSession traces for each agent step, with time split between the provider and CloptimaRequest logs with custom properties
Spend record and chargebackAttributed spend record by team, app, environment, and your own fields, with chargeback, AI unit economics, and FOCUS exportCost tracking with custom properties
Telemetry without the gatewayJS, Python, and Go SDKs plus OpenTelemetry GenAI ingest into the same spend modelLogging through its gateway or integrations
Where Cloptima fits

When Cloptima is the better fit

From Observability To Control

Seeing a request is useful. Cloptima decides whether it may run, protects its content, and holds its budget before the provider is called.

COGS And Margin View

Cloptima connects AI spend to teams, apps, and your own fields such as customer or workflow, so you can evaluate AI feature margins.

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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