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📊 Copilot Token Usage Report2026-05-20 #3457

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Description

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Overview

Period: 2026-05-19 to 2026-05-20
Runs analyzed: 50 (48 had token data)
Total tokens: 16,271K across all workflows
Effective tokens (cache-normalized): 164,861K
Total Actions minutes: 246 min

All 50 runs used claude-sonnet-4.6 via the Copilot engine. No cost data was available (estimated_cost = $0 for all runs — api-proxy cost estimation may not be enabled for this engine). Token counts are available and cache efficiency is generally high (80–93%).

Workflow Summary

Workflow Runs Total Tokens Avg Tokens/Run Avg Turns Cache Hit%
Build Test Suite 5 3,128K 625K 1.0 93%
API Surface & Export Audit 7 2,821K 403K 1.0 90%
Test Coverage Improver 1 2,682K 2,682K 1.0 90%
Test Coverage Reporter 8 2,216K 277K 1.0 86%
Smoke Services 6 1,557K 259K 1.0 89%
Smoke Copilot BYOK 6 879K 146K 1.0 82%
Smoke Copilot 6 853K 142K 1.2 84%
Dependency Security Monitor 1 571K 571K 1.0 92%
CI/CD Pipelines & Integration Tests Gap Assessment 1 471K 471K 1.0 86%
Daily Claude Token Usage Analyzer 1 462K 462K 1.0 88%
Firewall Issue Dispatcher 2 309K 154K 1.0 78%
Smoke Chroot 4 317K 79K 1.0 69%
Daily Claude Token Optimization Advisor ⚠️ 1 N/A
Daily Copilot Token Usage Analyzer ⚠️ 1 N/A

⚠️ = no token data (api-proxy may not be active for these runs)

🔍 Optimization Opportunities

  1. Test Coverage Improver — 2,682K tokens in a single run

    • Highest single-run token count observed. If this runs regularly, review whether the task scope can be narrowed or decomposed into smaller units.
    • Cache hit 90% is healthy — the high cost is driven by large input context.
  2. Build Test Suite — avg 625K tokens/run, 5 runs (3,128K total)

    • Second-highest per-run consumption and largest aggregate consumer. With 93% cache hit, the context is large but stable. Consider whether all 5 runs are necessary or if some are redundant trigger events.
  3. Dependency Security Monitor — 571K tokens in a single run

    • 92% cache hit is the best observed. Still a large single-run context; verify the system prompt isn't unnecessarily large.
  4. API Surface & Export Audit — avg 403K tokens/run, 7 runs (2,821K total)

    • High run frequency with 7 runs is the main aggregate driver. Review trigger conditions if some runs are redundant.
  5. All workflows — avg turns ≈ 1.0

    • Every workflow completes in approximately a single turn, which is efficient. No multi-turn inefficiency detected.

Historical Trend

This is the first Copilot token usage report — no prior baseline exists for comparison.

Per-Workflow Run Details

Build Test Suite

  • Runs: 5 | Total tokens: 3,128K (avg 625K) | Turns: 5 | Cache hit: 93%
  • §26139876448 — 2026-05-20, 831K tokens, success
  • §26134221008 — 2026-05-20, 635K tokens, success
  • §26134103328 — 2026-05-20, 680K tokens, success
  • §26133977519 — 2026-05-20, 554K tokens, success
  • §26131829166 — 2026-05-19, 426K tokens, success

API Surface & Export Audit

Test Coverage Improver

  • Runs: 1 | Total tokens: 2,682K | Turns: 1 | Cache hit: 90%
  • §26153002679 — 2026-05-20, success

Test Coverage Reporter

Smoke Services

Smoke Copilot BYOK

Smoke Copilot

Dependency Security Monitor

  • Runs: 1 | Total tokens: 571K | Turns: 1 | Cache hit: 92%
  • §26146878471 — 2026-05-20, success

CI/CD Pipelines & Integration Tests Gap Assessment

  • Runs: 1 | Total tokens: 471K | Turns: 1 | Cache hit: 86%
  • §26144348815 — 2026-05-20, success

Daily Claude Token Usage Analyzer

  • Runs: 1 | Total tokens: 462K | Turns: 1 | Cache hit: 88%
  • §26153516523 — 2026-05-20, success

Firewall Issue Dispatcher

Smoke Chroot

Workflows Without Token Data

Runs where token_usage was null or 0 — these may not have the api-proxy active, or the runs had not yet completed token accounting at time of export:

  • Daily Claude Token Optimization Advisor§26153838797 (2026-05-20, conclusion unknown at time of export)
  • Daily Copilot Token Usage Analyzer§26154216292 (this run — in progress when logs were captured)

References:

Generated by Daily Copilot Token Usage Analyzer · ● 4.4M ·

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