feat: generic token usage tracking implementation#294
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Roopan-Microsoft merged 7 commits intoJun 18, 2026
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…ersion and remove deployment/workbook changes - Updated llm_token_telemetry.py (processor + backend-api) to match Ajit's latest from customer-chatbot PR microsoft#236 (adds perf counters, emit timing, slow-emit warnings, batch overhead tracking) - Removed workbook/dashboard files (deploy-workbooks.ps1, KQL queries, workbook JSON files, tokenUsageWorkbook.bicep) - Reverted infra changes (main.bicep, main_custom.bicep, main.parameters.json) - Reverted Dockerfile changes (frontend, processor) - Removed test file (test_llm_token_telemetry.py) Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
The lockfile was missing the azure-monitor-events-extension and azure-monitor-opentelemetry packages, causing uv sync --frozen in Docker to skip them. This made the emitter silently disabled. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
…ict-resolve-token-usage
llPriyanka
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Avijit-Microsoft,
Dongbumlee,
Roopan-Microsoft,
aniaroramsft,
dgp10801,
nchandhi,
sethsteenken and
toherman-msft
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Roopan-Microsoft
approved these changes
Jun 18, 2026
Roopan-Microsoft
merged commit 9ecb205
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microsoft:psl-sw/37816-app-insights-telemetry
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Purpose
LLM Token Usage Dashboard Solution:
Deployment Automation:
Added the deploy-workbooks.ps1 PowerShell script to automate deployment of LLM token usage dashboards for both GKE and EKS clusters. The script uploads the corresponding workbook JSON content to Azure using the provided resource group and Application Insights resource ID.
Analytics and Visualization:
Added token-usage-queries.kql, a library of KQL queries for Application Insights/Log Analytics, enabling detailed analysis of token usage by agent, model, workflow step, user, and time trends, as well as cost estimation.
Introduced workbook-eks-content.json, a ready-to-deploy Azure Workbook dashboard for EKS, featuring summary tiles, tables, charts, and cost estimation, all parameterized by time range.
Does this introduce a breaking change?
Golden Path Validation
Deployment Validation
What to Check
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