📊 Claude Token Usage Report2026-06-28

[github-actions]

Overview

Period: 2026-06-27 to 2026-06-28
Runs analyzed: 13 (13/13 had AIC data)
Total AIC: 710.8 units across all workflows
Total Actions minutes: 71 min
Total GitHub API calls: 69

i️ This report uses aic (Agent Inference Cost) as the cost metric. USD cost estimates and token-level data are not available in the current data format — token_usage is null for all runs. AIC is a normalized inference cost unit reported by the AWF api-proxy (budget cap: 1,000 AIC/day per awf-config.json).

Workflow Summary

Workflow	Runs	Total AIC	Avg AIC	Actions Min	GH API Calls	Errors
Red-Team Benchmark	1	66.3	66.3	11	10	0
Smoke Claude	12	644.6	53.7	60	59	0

All 13 runs completed with success conclusion. No failures recorded.

🔍 Optimization Opportunities

1. 🆕 Red-Team Benchmark appeared for the first time — 66.3 AIC, 10.4 min duration

   • This is the highest-AIC single run today, exceeding the Smoke Claude average (~53.7)
   • Only 1 run in the window (schedule-triggered), so no avg trend yet — monitor over upcoming days
   • Recommendation: Establish a baseline over 3–5 runs before flagging as high-cost

2. Bimodal AIC pattern persists in Smoke Claude — 3 runs averaged ~37.2 AIC vs. 9 runs at ~59.2 AIC

   • All 3 low-AIC runs are pull_request-triggered (same finding as yesterday)
   • Two bursts of concurrent PR runs at nearly the same second: 15:49 UTC (×2) and 16:17 UTC (×2)
   • The concurrent pairs likely test the same or overlapping code paths but yield very different AIC — one path exits earlier
   • Recommendation: Add concurrency: { group: "smoke-${{ github.head_ref }}", cancel-in-progress: true } to avoid redundant same-branch runs

3. Total AIC +8.4% vs. yesterday (655.6 → 710.8)

   • The Smoke Claude per-run average is slightly lower today (53.7 vs. 54.6 yesterday)
   • The total increase is entirely due to Red-Team Benchmark being added — no organic inflation
   • No action required on Smoke Claude; monitor Red-Team Benchmark AIC in subsequent runs

Per-Run Details

Smoke Claude — 12 Runs

Time (UTC)	AIC	Event	Actions Min	GH API Calls	Run
2026-06-27 12:54	56.7	schedule	5	10	§28289799920
2026-06-27 15:49	61.7	pull_request	5	4	§28294024201
2026-06-27 15:49	37.2	pull_request	5	4	§28294040376
2026-06-27 16:07	60.5	pull_request	5	3	§28294485555
2026-06-27 16:14	61.3	pull_request	5	4	§28294668043
2026-06-27 16:17	37.1	pull_request	6	4	§28294730526
2026-06-27 16:17	37.2	pull_request	5	4	§28294746181
2026-06-27 16:28	61.4	pull_request	5	4	§28295015368
2026-06-27 17:52	61.3	pull_request	5	4	§28297089309
2026-06-27 21:35	58.3	pull_request	4	4	§28302493881
2026-06-27 22:58	58.2	pull_request	5	4	§28304404935
2026-06-28 01:27	53.6	schedule	5	10	§28307578175

Red-Team Benchmark — 1 Run

Time (UTC)	AIC	Event	Actions Min	GH API Calls	Run
2026-06-27 17:16	66.3	schedule	11	10	§28296222524

Workflows Without Token Data

All 13 runs have token_usage as null/0. The aic metric is a normalized cost proxy from the AWF api-proxy. To enable per-model token breakdowns (input/output/cache tokens and USD cost estimates), the runs would need to emit structured token usage through the api-proxy's token tracking capability.

Affected workflows: Smoke Claude, Red-Team Benchmark

Historical Trend

Date	Runs	Total AIC	Avg AIC/Run	Actions Min
2026-06-23	0	0	—	0
2026-06-24	18	446.8*	—	102
2026-06-25	6	329.5	54.9	35
2026-06-26	16	749.0	46.8	85
2026-06-27	12	655.6	54.6	57
2026-06-28	13	710.8	54.7	71

* 2026-06-24 had 9 uninstrumented runs; AIC reflects only instrumented subset.

The Smoke Claude avg AIC has been stable at ~54–55 over the last 4 days. The step up in total AIC today is fully explained by Red-Team Benchmark's debut.

Previous Report

📊 Claude Token Usage Report2026-06-27 (#5596)

References:

• §28317594807 — this analyzer run
• §28296222524 — Red-Team Benchmark (highest AIC today)
• §28307578175 — most recent Smoke Claude run

Generated by Daily Claude Token Usage Analyzer · 68.3 AIC · ⊞ 8.6K · ◷