Fleet Token Audit

Overview

Cross-platform agent token usage and waste detection.

847
Total Runs
$127.40
Total Cost
2
Systems
$31.50/mo
Potential Savings
Claude Codeclaude
$84.20
512 runs over 21 days
12mavg duration
34%compaction rate
18abandoned
OpenClawmulti
$43.20
335 runs over 21 days
8mavg duration
$18.40heartbeat waste
9abandoned
Waste Detection

Findings

Identified waste patterns with dollar savings estimates and fix snippets.

critical OpenClaw
$18.40/mo
127 empty heartbeat runs: deploy-bot loaded 50K+ context, produced <100 tokens output
Add guard conditions to skip runs when there's nothing to deploy. Route idle checks to Haiku.
# Add early-exit check in heartbeat script: if ! has_pending_deploys; then exit 0; fi # Or switch idle polling to haiku model
high OpenClaw
$8.20/mo
Heartbeat model waste: triage agent using Sonnet for cron scheduling tasks
Switch triage-inbox heartbeat from Sonnet to Haiku. Classification tasks don't need Sonnet-level reasoning.
# In openclaw.yaml, update triage agent: # model: sonnet -> model: haiku # Saves ~$8.20/mo with no quality loss
medium Claude Code
$3.80/mo
14 sessions hit 500K+ tokens without compaction (session history bloat)
Use /compact at 50-70% context fill. Set up Smart Compaction for automatic protection.
# Install Smart Compaction: python3 measure.py setup-smart-compact
medium OpenClaw
$1.10/mo
Heartbeat over-frequency: reviewer agent averaging 90s intervals instead of recommended 5 min
Increase reviewer heartbeat interval from 90s to 300s. Review cadence doesn't need sub-2-min polling.
# In openclaw.yaml, update reviewer agent: # heartbeat_interval: 90 -> heartbeat_interval: 300
System Breakdown

Systems

Per-system usage, model mix, and top projects.

Claude Codeclaude
$84.20
512 runs over 21 days
12mavg duration
34%compaction rate
18abandoned
OpenClawmulti
$43.20
335 runs over 21 days
8mavg duration
$18.40heartbeat waste
9abandoned
Model MixCost distribution by model
Top ProjectsBy total cost
deploy-pipeline 89 runs 48.2M tok $31.20
code-review 67 runs 38.7M tok $24.80
triage-inbox 142 runs 22.1M tok $18.40
docs-updater 34 runs 12.4M tok $8.60
Time Series

Daily

Daily cost and run count over the scan window.

Daily Cost
Daily Runs