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📊 Copilot Token Usage Report2026-09-27 #9065

Description

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Overview

Period: 2026-09-26 16:15:04 UTC to 2026-09-27 08:28:53 UTC
Runs analyzed: 50 (42 had token data)
Total tokens: 672k across all workflows
Estimated total cost: $970.98
Total Actions minutes: 284.0 min

Notes:

  • The JSON did not include estimated_cost, so aic was used as the cost field.
  • token_usage_summary was empty for all runs, so no model-level breakdown was available.
  • 8 runs had no token data; these likely missed api-proxy instrumentation.

Workflow Summary

Workflow Runs Total Tokens Avg Tokens Cost Avg Cost Turns Errors
Smoke OTel Tracing 3 38k 13k $141.19 $47.06 0 0
Runner Doctor Updater 1 30k 30k $131.23 $131.23 0 0
Build Test Suite 3 51k 17k $130.05 $43.35 0 0
Auth Doctor Updater 1 19k 19k $75.06 $75.06 0 0
Dependency Security Monitor 1 21k 21k $53.76 $53.76 0 0
Smoke Services 4 21k 5k $51.62 $12.90 0 0
Smoke Copilot 4 3k 1k $51.28 $12.82 0 0
Test Coverage Reporter 2 25k 13k $38.33 $19.17 0 0
Daily Claude Token Usage Analyzer 1 16k 16k $35.30 $35.30 0 0
Smoke Copilot Network Isolation 3 2k 1k $34.86 $11.62 0 0
Smoke Chroot 3 14k 5k $29.88 $9.96 0 0
Smoke Cloud Hypervisor 2 4k 2k $29.28 $14.64 0 0
Test Coverage Improver 1 10k 10k $26.01 $26.01 0 0
Model API Mapping Updater 1 8k 8k $24.28 $24.28 0 0
Smoke Copilot BYOK 4 20k 5k $20.70 $5.17 0 0
Issue Duplication Detector 1 8k 8k $19.75 $19.75 0 0
Firewall Issue Dispatcher 1 6k 6k $19.06 $19.06 0 0
Smoke Enclave Issues Read 1 5k 5k $13.08 $13.08 0 0
Smoke Enclave Dynamic Issues Read 1 5k 5k $12.97 $12.97 0 0
Smoke Enclave Build Test 1 1k 1k $11.67 $11.67 0 0
Duplicate Code Detector 1 357k 357k $10.51 $10.51 0 0
Pelis Agent Factory Advisor 1 5k 5k $6.23 $6.23 0 1
Security Guard 1 5k 5k $4.90 $4.90 0 0
Smoke Copilot BYOK AOAI (api-key) 4 0k 0k $0.00 $0.00 0 4
Smoke Copilot BYOK AOAI (Entra) 4 0k 0k $0.00 $0.00 0 4

🔍 Optimization Opportunities

  1. Duplicate Code Detector — 357k tokens/run, $10.51/run
    • This is the clear token outlier; trim the prompt, reduce MCP/tool exposure, or split deterministic work out of the agent.
  2. Runner Doctor Updater — $131.23/run, 30k tokens/run
    • Review whether the workflow is carrying unnecessary context or redoing fixed checks each run.
  3. Build Test Suite and Smoke OTel Tracing — $43.35/run and $47.06/run respectively
    • These are the largest repeat spenders after the outlier; precompute stable inputs and remove unused tool calls.
  4. Smoke Copilot BYOK AOAI (api-key) and Smoke Copilot BYOK AOAI (Entra) — 0 tokens, 4/4 runs failing
    • Fix the instrumentation/auth path first; these runs are invisible to token accounting and are currently not producing usable telemetry.
Top Per-Workflow Details

Duplicate Code Detector

  • Runs: 1 (run 1)
  • Total tokens: 357k (avg 357k/run)
  • Estimated cost: $10.51 (avg $10.51/run)
  • Turns: 0 total
  • Errors: 0/1 runs
  • Model breakdown: not available in the pre-downloaded JSON

Build Test Suite

  • Runs: 3 (run 1, run 2, run 3)
  • Total tokens: 51k (avg 17k/run)
  • Estimated cost: $130.05 (avg $43.35/run)
  • Turns: 0 total
  • Errors: 0/3 runs
  • Model breakdown: not available in the pre-downloaded JSON

Smoke OTel Tracing

  • Runs: 3 (run 1, run 2, run 3)
  • Total tokens: 38k (avg 13k/run)
  • Estimated cost: $141.19 (avg $47.06/run)
  • Turns: 0 total
  • Errors: 0/3 runs
  • Model breakdown: not available in the pre-downloaded JSON

Runner Doctor Updater

  • Runs: 1 (run 1)
  • Total tokens: 30k (avg 30k/run)
  • Estimated cost: $131.23 (avg $131.23/run)
  • Turns: 0 total
  • Errors: 0/1 runs
  • Model breakdown: not available in the pre-downloaded JSON

Test Coverage Reporter

  • Runs: 2 (run 1, run 2)
  • Total tokens: 25k (avg 13k/run)
  • Estimated cost: $38.33 (avg $19.17/run)
  • Turns: 0 total
  • Errors: 0/2 runs
  • Model breakdown: not available in the pre-downloaded JSON

Smoke Services

  • Runs: 4 (run 1, run 2, run 3, run 4)
  • Total tokens: 21k (avg 5k/run)
  • Estimated cost: $51.62 (avg $12.90/run)
  • Turns: 0 total
  • Errors: 0/4 runs
  • Model breakdown: not available in the pre-downloaded JSON

Dependency Security Monitor

  • Runs: 1 (run 1)
  • Total tokens: 21k (avg 21k/run)
  • Estimated cost: $53.76 (avg $53.76/run)
  • Turns: 0 total
  • Errors: 0/1 runs
  • Model breakdown: not available in the pre-downloaded JSON

Smoke Copilot BYOK

  • Runs: 4 (run 1, run 2, run 3, run 4)
  • Total tokens: 20k (avg 5k/run)
  • Estimated cost: $20.70 (avg $5.17/run)
  • Turns: 0 total
  • Errors: 0/4 runs
  • Model breakdown: not available in the pre-downloaded JSON

Auth Doctor Updater

  • Runs: 1 (run 1)
  • Total tokens: 19k (avg 19k/run)
  • Estimated cost: $75.06 (avg $75.06/run)
  • Turns: 0 total
  • Errors: 0/1 runs
  • Model breakdown: not available in the pre-downloaded JSON

Daily Claude Token Usage Analyzer

  • Runs: 1 (run 1)
  • Total tokens: 16k (avg 16k/run)
  • Estimated cost: $35.30 (avg $35.30/run)
  • Turns: 0 total
  • Errors: 0/1 runs
  • Model breakdown: not available in the pre-downloaded JSON
Workflows Without Token Data
  • Smoke Copilot BYOK AOAI (Entra) — 4 runs
  • Smoke Copilot BYOK AOAI (api-key) — 4 runs

These runs appear to be missing api-proxy instrumentation or token capture.

Historical Trend

This report is the current 24h baseline in the pre-downloaded dataset. Previous token-usage-report issues exist, but a direct comparison was not available from this environment’s read access.

Previous Report

Unavailable from the current read-only environment.

Generated by Daily Copilot Token Usage Analyzer · copilot · gpt54mini · 12.2 AIC · ⊞ 29.8K · ◷

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