Continuous Foundry token-cost monitoring, chargeback, budget alerts, and FinOps automation. Joins genai.usage spans emitted by foundry-observability with the Azure Retail Prices API to compute per-agent / per-project / per-tenant cost projection. Wires Cost Management budgets + Action Groups, and uses Foundry's project-tag attribution (preview) for chargeback. USE FOR: foundry cost monitoring, token cost dashboard, FinOps Foundry, project-level chargeback, project tag cost attribution, Azure retail prices API, genai.usage cost KQL, budget alert Foundry, Action Group cost webhook, token cost anomaly detection, OTel vs Cost Management reconciliation, per-agent / per-tenant token spend. DO NOT USE FOR: one-shot PTU vs PAYGO sizing (use paygo-ptu-cost-analyzer); emitting cost telemetry from agent code (use foundry-observability); gateway-only chargeback via x-app-id (use citadel-spoke-onboarding); fine-tuning cost estimates.
EnglishHeadless Azure OpenAI PAYGO-vs-PTU cost analysis and sizing report. Wraps the analysis library of aiappsgbb/ptu-paygo-mix (NOT its Streamlit UI). Supports CSV token-usage input and Log Analytics queries via vendored KQL against AzureMetrics. Produces a markdown report, JSON data, and charts. Bundles a synthetic-data generator for offline demos. USE FOR: ptu sizing, paygo vs ptu, provisioned throughput unit recommendation, AOAI capacity planning, TPM percentile report, spillover cost estimate, log analytics token query, AzureMetrics PTU, CSV-based PTU sizing, headless cost report, paygo-ptu-cost-analyzer. DO NOT USE FOR: capacity reservation purchase workflow, deploying the upstream Streamlit UI (use the upstream repo), real-time TPM monitoring (use azure-monitor-query directly), pricing for non-Azure-OpenAI services.
EnglishIncludes Foundry Cost Monitoring and Paygo Ptu Cost Analyzer.
Supported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
Foundry Cost Monitoring
Continuous Foundry token-cost monitoring, chargeback, budget alerts, and FinOps automation. Joins genai.usage spans emitted by foundry-observability with the Azure Retail Prices API to compute per-agent / per-project / per-tenant cost projection. Wires Cost Management budgets + Action Groups, and uses Foundry's project-tag attribution (preview) for chargeback. USE FOR: foundry cost monitoring, token cost dashboard, FinOps Foundry, project-level chargeback, project tag cost attribution, Azure retail prices API, genai.usage cost KQL, budget alert Foundry, Action Group cost webhook, token cost anomaly detection, OTel vs Cost Management reconciliation, per-agent / per-tenant token spend. DO NOT USE FOR: one-shot PTU vs PAYGO sizing (use paygo-ptu-cost-analyzer); emitting cost telemetry from agent code (use foundry-observability); gateway-only chargeback via x-app-id (use citadel-spoke-onboarding); fine-tuning cost estimates.
Paygo Ptu Cost Analyzer
Headless Azure OpenAI PAYGO-vs-PTU cost analysis and sizing report. Wraps the analysis library of aiappsgbb/ptu-paygo-mix (NOT its Streamlit UI). Supports CSV token-usage input and Log Analytics queries via vendored KQL against AzureMetrics. Produces a markdown report, JSON data, and charts. Bundles a synthetic-data generator for offline demos. USE FOR: ptu sizing, paygo vs ptu, provisioned throughput unit recommendation, AOAI capacity planning, TPM percentile report, spillover cost estimate, log analytics token query, AzureMetrics PTU, CSV-based PTU sizing, headless cost report, paygo-ptu-cost-analyzer. DO NOT USE FOR: capacity reservation purchase workflow, deploying the upstream Streamlit UI (use the upstream repo), real-time TPM monitoring (use azure-monitor-query directly), pricing for non-Azure-OpenAI services.
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