Overview
Period: 2026-04-16 to 2026-04-17
Runs analyzed: 33 (17 had token data; 16 cancelled or failed before any tokens were consumed)
Total tokens: 3,802K raw (1,263K effective after Anthropic cache pricing)
Estimated total cost: $4.28
Total Actions minutes: 242 min
Total turns: 108
Total errors: 24 across 33 runs (most are pre-token infrastructure failures)
Two Claude-engine workflows ran: Smoke Claude (17 runs) and Security Guard (16 runs). Both use claude-sonnet-4-6 exclusively and show excellent cache efficiency (~76–81% cache hit ratio). Cost is down 28.6% vs the previous report (§24565499865).
Workflow Summary
| Workflow |
Runs |
Token Runs |
Total Tokens |
Avg Tokens |
Cost |
Avg Cost |
Turns |
Errors |
| Smoke Claude |
17 |
10 |
1,971K |
116K |
$2.32 |
$0.14 |
61 |
9 |
| Security Guard |
16 |
7 |
1,832K |
114K |
$1.96 |
$0.12 |
47 |
15 |
| Total |
33 |
17 |
3,803K |
115K |
$4.28 |
$0.13 |
108 |
24 |
🔍 Optimization Opportunities
-
Smoke Claude — HIGH_TOKEN_COUNT (116K avg tokens/run), HIGH_ERROR_RATE (53%)
- High error rate is infrastructure-driven: 7 of 9 errors are from runs that failed/cancelled before producing any tokens (likely CI setup issues, not agent logic). The 10 token-producing runs have 0 errors.
- Token count above threshold (>100K): Primarily driven by large cache write blocks on first turn. Subsequent turns benefit heavily from cache reads (76% cache hit ratio).
- Consider a smaller model for triage-style tasks:
claude-haiku-4-5 was flagged as a candidate by the agentic assessor.
- ~50% of turns are data-gathering that could move to deterministic pre-agent steps (reading files, fetching PR metadata) to reduce inference cost.
-
Security Guard — HIGH_TOKEN_COUNT (114K avg tokens/run), HIGH_ERROR_RATE (94%)
- High error rate is infrastructure-driven: 9 of 15 errors are cancelled/failed runs with 0 tokens. The 7 token-producing runs show 0–1 errors.
- Cache efficiency is strong (81% hit ratio) — prompt structure is well-suited for caching.
- One run on 2026-04-17T02:34 consumed 349K tokens with 9 turns while concluding
failure — worth investigating if a runaway tool loop caused the spike.
- ~50% of turns could move to deterministic steps per the agentic assessor.
Per-Workflow Details
Smoke Claude
- Runs: 17 total, 10 with token data
- Total tokens: 1,971K (avg 116K/run on token-producing runs)
- Effective tokens: 648K (avg 65K/run — Anthropic cache pricing applied)
- Estimated cost: $2.32 (avg $0.14/run)
- Turns: 61 total (avg 3.6/run; avg 6.1/run on token-producing runs)
- Action minutes: 110 min
- Model:
claude-sonnet-4-6 (Anthropic)
- Cache analysis: 1,497K cache reads / 466K cache writes → 76.3% cache hit ratio
- Error rate: 9/17 runs — all errors are pre-token (infrastructure failures); 0 errors on token-producing runs
Security Guard
- Runs: 16 total, 7 with token data
- Total tokens: 1,832K (avg 261K/run on token-producing runs)
- Estimated cost: $1.96 (avg $0.28/run on token-producing runs; $0.12/run across all runs)
- Turns: 47 total (avg 6.7/run on token-producing runs)
- Action minutes: 132 min
- Model:
claude-sonnet-4-6 (Anthropic)
- Cache analysis: 1,642K cache reads / 376K cache writes → 81.4% cache hit ratio
- Error rate: 15/16 runs — 14 errors are pre-token (infrastructure cancellations/failures); 1 error on a token-producing failure run
Runs Without Token Data (16 of 33)
These runs produced no token data — they failed or were cancelled before the agent started (likely CI infrastructure issues, not api-proxy instrumentation gaps).
Smoke Claude (7 runs): §24492604680, §24511331897, §24518435449, §24518863976, §24519347283, §24524052400, §24545545784
Security Guard (9 runs): §24492604716, §24518435474, §24518863886, §24519347300, §24522612889, §24524052306, §24535683262, §24545540882, §24545545743
Historical Trend
Compared to the previous report (#1987 — 2026-04-14 to 2026-04-15):
| Metric |
Previous |
Current |
Change |
| Total cost |
$5.99 |
$4.28 |
✅ −28.6% |
| Total tokens (raw) |
5,119K |
3,803K |
✅ −25.7% |
| Total turns |
139 |
108 |
✅ −22.3% |
| Action minutes |
108 min |
242 min |
⚠️ +124% (high infra cancellations) |
| Error count |
9 |
24 |
⚠️ +167% (mostly pre-token infra failures) |
All efficiency metrics improved. The increased action minutes and error count are attributable to 16 runs that cancelled/failed before producing tokens — worth investigating the cluster of infrastructure failures on 2026-04-16 (especially the batch around 15:18–17:19 UTC).
Previous Report
#1987 — 📊 Claude Token Usage Report 2026-04-15
References:
Generated by Daily Claude Token Usage Analyzer · ● 774.9K · ◷
Overview
Period: 2026-04-16 to 2026-04-17
Runs analyzed: 33 (17 had token data; 16 cancelled or failed before any tokens were consumed)
Total tokens: 3,802K raw (1,263K effective after Anthropic cache pricing)
Estimated total cost: $4.28
Total Actions minutes: 242 min
Total turns: 108
Total errors: 24 across 33 runs (most are pre-token infrastructure failures)
Two Claude-engine workflows ran: Smoke Claude (17 runs) and Security Guard (16 runs). Both use
claude-sonnet-4-6exclusively and show excellent cache efficiency (~76–81% cache hit ratio). Cost is down 28.6% vs the previous report (§24565499865).Workflow Summary
🔍 Optimization Opportunities
Smoke Claude —
HIGH_TOKEN_COUNT(116K avg tokens/run),HIGH_ERROR_RATE(53%)claude-haiku-4-5was flagged as a candidate by the agentic assessor.Security Guard —
HIGH_TOKEN_COUNT(114K avg tokens/run),HIGH_ERROR_RATE(94%)failure— worth investigating if a runaway tool loop caused the spike.Per-Workflow Details
Smoke Claude
claude-sonnet-4-6(Anthropic)Security Guard
claude-sonnet-4-6(Anthropic)Runs Without Token Data (16 of 33)
These runs produced no token data — they failed or were cancelled before the agent started (likely CI infrastructure issues, not api-proxy instrumentation gaps).
Smoke Claude (7 runs): §24492604680, §24511331897, §24518435449, §24518863976, §24519347283, §24524052400, §24545545784
Security Guard (9 runs): §24492604716, §24518435474, §24518863886, §24519347300, §24522612889, §24524052306, §24535683262, §24545540882, §24545545743
Historical Trend
Compared to the previous report (#1987 — 2026-04-14 to 2026-04-15):
All efficiency metrics improved. The increased action minutes and error count are attributable to 16 runs that cancelled/failed before producing tokens — worth investigating the cluster of infrastructure failures on 2026-04-16 (especially the batch around 15:18–17:19 UTC).
Previous Report
#1987 — 📊 Claude Token Usage Report 2026-04-15
References: