Opsmeter.io
AI Cost & Inference Control
OpenAI integration
OpenAI cost tracking integration
OpenAI usage is easy to collect but hard to operationalize. Opsmeter adds endpoint and tenant ownership so teams can investigate spikes quickly.
OpenAI account totals do not tell operators which deploy, endpoint, or tenant changed cost behavior.
Why default tooling falls short
OpenAI account totals do not tell operators which deploy, endpoint, or tenant changed cost behavior.
Ownership visibility
Attribute OpenAI spend to endpoint, tenant, and user in one model.
Budget posture
Use warning/exceeded workflows tied to request-level context.
Release safety
Catch prompt regressions with current-vs-baseline comparisons.
Setup checklist
Capture usage on every OpenAI response
Read input/output token usage and preserve a stable externalRequestId across retries.
Attach ownership metadata
Include endpointTag, tenantId, userId, promptVersion, and environment on each ingest row.
Route to Opsmeter ingest
POST request telemetry directly to Opsmeter ingest without introducing a gateway rewrite.
Example event mapping
| Field | Example value | Why it matters |
|---|---|---|
| externalRequestId | req_6f12b5c | Dedupes retries and links traces to one cost event. |
| endpointTag | support.reply | Enables feature-level cost ownership and containment. |
| promptVersion | support_v9 | Detects deploy-linked cost/request regressions quickly. |
| tenantId | enterprise-alpha | Supports per-tenant profitability decisions. |
How Opsmeter operationalizes this path
Instrument request payloads
Send externalRequestId, endpointTag, promptVersion, userId, and tenantId with usage fields.
Ingest into no-proxy endpoint
Keep app path unchanged while posting usage telemetry to Opsmeter ingest.
Investigate deltas in dashboard
Use Top Endpoints, Top Users, and Prompt Versions to isolate change drivers.
Ship attribution without gateway rewrites
No proxy rewrite required. Keep your current app path and enrich request metadata.