private · edge-gated
💳 Subscription Utilization
Capacity capture across Claude Max / ChatGPT / Ollama Cloud · updated 2026-09-01 12:30 SGT
⚠️ Claude Max under-captured: 1.2% of 14d capacity (29,410,511 / ~2,500,000,000 tokens). Decision: downgrade to $20 tier or commit to the unattended cron fleet (nightly bug sweep, PR-shaped maintenance, research dives).
Claude Code
$100/mo
2.4% · 29,410,511 / ~1,250,000,000 tok wk
sessions (30d)21
tokens (30d)29,410,511
active days3/30
$/session$4.76
idle: 0d since last session
top repos/home/joe/shanghairun ×4
/tmp ×4
/home/joe/heidiv1 ×3
/tmp/cc/test ×3
/home/joe ×2
/home/joe/heidiv2site ×2
Codex (ChatGPT)
$20/mo
3.5% · rate-limited (5h window)
sessions (30d)29
tokens (30d)25,352,058
active days8/30
$/session$0.69
idle: 0d since last session
top repos/home/joe/heidiv1 ×13
/tmp/cc-test ×7
/home/joe/heidiv2site ×6
/home/joe/heidi/clone ×1
/home/joe/dash-test/codex-build ×1
/tmp ×1
Ollama Cloud
$20/mo
sessions (30d)32543
tokens (30d)3,739,242,312
active days31/30
$/session$0.00
idle: 0d since last session
30d cost tracked$0.00 (llm_usage.db)
Shadow API bill (30d, estimate)
$49
what these tokens would cost on published API rates · 0.4× the $140/mo subs
| Claude Code tokens | $15 |
| Codex tokens | $35 |
Rates: Opus-class $5/M in $25/M out · GPT-5.4-class $1.25/M in $10/M out. Counterfactual — savings only if you'd have paid metered.
Monthly cost
| Claude Max | $100.00/mo |
| ChatGPT Plus (Codex) | $20.00/mo |
| Ollama Cloud | $20.00/mo |
| VPS | $0.00/mo |
| Domains | $0.00/mo |
| Total | $140.00/mo |
VPS/domain rows are placeholders — fill in build_subsdash.py constants.