Most AI tools show spend. Xerg shows waste.
Run a local audit on OpenClaw logs and get the answer engineering and finance both want: where money is leaking, what to fix first, and what savings to test next.
Find where money leaks
Separate waste from guesses
Turn logs into next actions
Build toward cost per outcome
Before: generic spend report
Total spend: $0.0660
Runs analyzed: 8
Top workflow: daily_summary
Top model: anthropic/claude-sonnet-4-5
After: xerg audit
Retry waste: $0.0054
Loop waste: policy_reviewer
Context outlier: daily_summary
First savings test: heartbeat_monitor → Haiku
Potential impact identified: $0.0348
Why now
Most teams can already see spend. The harder problem is knowing what to fix.
Spend dashboards stop at totals
Knowing what you spent is table stakes. It does not tell you which retries, loops, or model choices are leaking money.
Routers optimize price, not workflow economics
Cheaper routing helps, but it still does not tell you whether the workflow was wasteful, brittle, or worth the spend.
Xerg turns cost into decisions
It highlights structural waste, surfaces the next savings tests, and creates a path from raw spend to cost per outcome.
What Xerg is
An economic audit for AI agents that starts with local waste intelligence.
What Xerg does now
Audits OpenClaw logs locally and turns spend into waste findings, opportunities, and prioritized next actions.
Why that is different
Most products stop at tokens, traces, or routing. Xerg shows retry waste, loop waste, context bloat, and downgrade tests.
Where it can go later
Once teams trust the audit, Xerg can grow into cost per outcome, trend analysis, and economic governance.
How it starts
OpenClaw first. Local first. Fix the leak before you build the platform.
Audit. Fix. Re-audit.
Xerg starts with one job: turn local agent logs into a report that tells you more than a spend dashboard can.
# Before
npx audit-tool report
Total spend: $0.0660
Runs analyzed: 8
Top workflow: daily_summary
Top model: Sonnet# After
npx @xergai/cli audit
Retry waste: $0.0054
Loop waste: policy_reviewer
Downgrade test: heartbeat_monitor
Potential impact: $0.0348Get on the waitlist
Join for launch updates, early access to the CLI, and design partner invites for the first workflows where economic signal is clean.