Overview
Period: 2026-04-05 to 2026-04-13
Runs analyzed: 23 (all 23 had token data)
Total tokens: 4,305K (effective: 1,434K after Anthropic cache pricing)
Estimated total cost: $6.81
Total Actions minutes: 110 min
Total turns: 116
Three Claude-engine workflows ran: Secret Digger (Claude) (5 runs, highest per-run cost), Smoke Claude (10 runs, highest volume), and Security Guard (8 runs). All runs used claude-sonnet-4-6. Prompt caching is active across all workflows — but Secret Digger is the only workflow where cache writes exceed reads, indicating cache is not being reused across runs.
Workflow Summary
| Workflow |
Runs |
Total Tokens |
Avg Tokens |
Total Cost |
Avg Cost |
Avg Turns |
Errors |
| Secret Digger (Claude) |
5 |
629K |
126K |
$2.55 |
$0.51 |
3.0 |
0 |
| Smoke Claude |
10 |
2,156K |
216K |
$2.21 |
$0.22 |
6.5 |
2 |
| Security Guard |
8 |
1,519K |
190K |
$2.06 |
$0.26 |
4.5 |
1 |
| Total |
23 |
4,305K |
187K |
$6.81 |
$0.30 |
5.0 |
3 |
🔍 Optimization Opportunities
-
Secret Digger (Claude) — $0.51/run, cache writes ≈ reads (0.97× ratio ⚠️)
- Cache is being written each run but barely reused: 194,981 write tokens vs 189,635 read tokens across 5 runs
- The high write/read parity suggests each run starts fresh without benefiting from prior cache entries
- Consider whether system prompt caching is properly structured to reuse the stable prefix across runs — cache entries persist ~5 min on Anthropic; if runs are spaced further apart, cache won't be hit
- Cache writes cost 12.5× more than reads; maximizing the read/write ratio is the biggest cost lever for this workflow
-
Smoke Claude — model_downgrade_available flagged on 9 of 10 runs
- 8 of 10 runs were classified as "Triage" domain; the assessment recommends a smaller model (e.g.
claude-haiku-4-5) could handle the task at lower cost
poor_agentic_control flagged on 5 runs — broad or weakly bounded tool access
resource_heavy_for_domain flagged on 5 runs
- ~50–57% of turns are data-gathering that could move to deterministic pre-agent steps
- Cache is healthy (4.13× read/write ratio) but avg 216K tokens/run is high for a triage workflow
- 2 failure runs this period
-
Security Guard — model_downgrade_available flagged on 1 run; ~60% turns reducible
- 1 of 8 runs assessed as "Issue Response" domain — likely doesn't require frontier model
- ~50–60% of turns across affected runs are pure data-gathering and could be pre-computed
- Cache ratio is solid (3.13×) — caching is working well here
- 1 failure run this period
Per-Workflow Details
Secret Digger (Claude)
- Runs: 5 — 24012669686 ✅ · 24011656105 ✅ · 24010635315 ✅ · 24009579929 ✅ · 24008628142 ✅
- All runs: 2026-04-05 (5 hourly runs)
- Total tokens: 629K (avg 126K/run) | Effective: 239K
- Estimated cost: $2.55 (avg $0.51/run)
- Turns: 15 total (avg 3.0/run)
- Actions minutes: 29 min total
- Model:
claude-sonnet-4-6
- Cache analysis:
- Cache reads: 189,635 tokens
- Cache writes: 194,981 tokens
- Ratio: 0.97× ⚠️ — writes barely exceed reads; cache is not being reused
- Raw input: 635 tokens | Output: 6,179 tokens
- Error rate: 0/5 runs
Smoke Claude
- Runs: 10 — 24345637612 ❌ · 24321359131 ❌ · 24319647106 ✅ · 24319183558 ✅ · 24318847644 ✅ · 24318792261 ✅ · 24318513152 ✅ · 24316781100 ✅ · 24315641999 ✅ · 24315473861 ✅
- Total tokens: 2,156K (avg 216K/run) | Effective: 623K
- Estimated cost: $2.21 (avg $0.22/run)
- Turns: 65 total (avg 6.5/run)
- Actions minutes: 44 min total
- Model:
claude-sonnet-4-6
- Cache analysis:
- Cache reads: 1,729,202 tokens
- Cache writes: 418,778 tokens
- Ratio: 4.13× ✅ — cache is working well
- Raw input: 67 tokens | Output: 7,774 tokens
- Agentic flags:
partially_reducible (10/10), resource_heavy_for_domain (5/10), poor_agentic_control (5/10), model_downgrade_available (9/10)
- Error rate: 2/10 runs
Security Guard
- Runs: 8 — 24319647097 ✅ · 24319183550 ✅ · 24318847668 ✅ · 24318792239 ✅ · 24318513148 ✅ · 24316781082 ✅ · 24315642001 ❌ · 24315473875 ✅
- Total tokens: 1,519K (avg 190K/run) | Effective: 572K
- Estimated cost: $2.06 (avg $0.26/run)
- Turns: 36 total (avg 4.5/run)
- Actions minutes: 37 min total
- Model:
claude-sonnet-4-6
- Cache analysis:
- Cache reads: 1,132,847 tokens
- Cache writes: 362,336 tokens
- Ratio: 3.13× ✅ — cache is healthy
- Raw input: 48 tokens | Output: 24,152 tokens (highest output of all workflows)
- Agentic flags:
partially_reducible (2/8), model_downgrade_available (1/8)
- Error rate: 1/8 runs
Workflows Without Token Data
No workflows had missing token data in this report period — all 23 runs had complete token instrumentation via the api-proxy.
Historical Trend
Compared to the previous report (#1951 — 2026-04-12):
- Previous: 50 runs · $16.86 total · 226 turns · 250 action min
- Current: 23 runs · $6.81 total · 116 turns · 110 action min
The lower totals reflect a shorter observation window and fewer Secret Digger runs (5 vs 21 in the prior period). Average per-run costs are comparable: Smoke Claude ~$0.22/run (stable), Security Guard ~$0.26/run (stable). The Secret Digger cache problem (cache writes ≈ reads) is newly visible this period and warrants investigation.
Previous Report
#1951 — 2026-04-12
References:
Generated by Daily Claude Token Usage Analyzer · ● 356.4K · ◷
Overview
Period: 2026-04-05 to 2026-04-13
Runs analyzed: 23 (all 23 had token data)
Total tokens: 4,305K (effective: 1,434K after Anthropic cache pricing)
Estimated total cost: $6.81
Total Actions minutes: 110 min
Total turns: 116
Three Claude-engine workflows ran: Secret Digger (Claude) (5 runs, highest per-run cost), Smoke Claude (10 runs, highest volume), and Security Guard (8 runs). All runs used
claude-sonnet-4-6. Prompt caching is active across all workflows — but Secret Digger is the only workflow where cache writes exceed reads, indicating cache is not being reused across runs.Workflow Summary
🔍 Optimization Opportunities
Secret Digger (Claude) — $0.51/run, cache writes ≈ reads (0.97× ratio⚠️ )
Smoke Claude —
model_downgrade_availableflagged on 9 of 10 runsclaude-haiku-4-5) could handle the task at lower costpoor_agentic_controlflagged on 5 runs — broad or weakly bounded tool accessresource_heavy_for_domainflagged on 5 runsSecurity Guard —
model_downgrade_availableflagged on 1 run; ~60% turns reduciblePer-Workflow Details
Secret Digger (Claude)
claude-sonnet-4-6Smoke Claude
claude-sonnet-4-6partially_reducible(10/10),resource_heavy_for_domain(5/10),poor_agentic_control(5/10),model_downgrade_available(9/10)Security Guard
claude-sonnet-4-6partially_reducible(2/8),model_downgrade_available(1/8)Workflows Without Token Data
No workflows had missing token data in this report period — all 23 runs had complete token instrumentation via the api-proxy.
Historical Trend
Compared to the previous report (#1951 — 2026-04-12):
The lower totals reflect a shorter observation window and fewer Secret Digger runs (5 vs 21 in the prior period). Average per-run costs are comparable: Smoke Claude ~$0.22/run (stable), Security Guard ~$0.26/run (stable). The Secret Digger cache problem (cache writes ≈ reads) is newly visible this period and warrants investigation.
Previous Report
#1951 — 2026-04-12
References: