The Cost Attribution Problem
When one team runs AI agents, costs are simple. When five teams share an AI infrastructure, costs become political. Finance wants to know who's responsible for the $8,000 Anthropic bill. Engineering says it's marketing's agents. Marketing says it's the data team's research pipeline.
Without proper cost attribution, AI agent budgets become a source of friction instead of value.
How Cost Allocation Works in ClawHQ
ClawHQ uses OTLP attributes to tag every cost metric with its source:
// In your agent's OTLP config:
attributes: {
ย ย 'team.name': 'marketing',
ย ย 'project.name': 'content-pipeline',
ย ย 'client.name': 'acme-corp', // for agencies
}
Once tagged, ClawHQ automatically:
- Groups costs by team, project, or client
- Provides per-group dashboards with full spend breakdown
- Enforces per-group budgets and alerts
- Generates chargeback reports for finance
Setting Up Team Budgets
In ClawHQ Dashboard โ Teams โ Budget Settings:
- Create team groups matching your organization
- Assign agents to teams (via tags)
- Set monthly budgets per team
- Configure alert thresholds (80% warning, 100% critical)
- Choose enforcement action (alert, throttle, or suspend)
Chargeback Reports
ClawHQ generates monthly chargeback reports showing:
- Total spend per team/project/client
- Breakdown by model and agent
- Cost trends vs. previous periods
- Budget utilization percentage
- Top cost drivers and optimization opportunities
Export as PDF, CSV, or share via API for integration with your finance tools.
Agency Client Billing
For agencies running agents on behalf of clients, ClawHQ provides:
- Per-client cost isolation: See exactly what each client's agents cost
- Client-facing reports: Professional cost reports you can share with clients
- Margin tracking: Compare actual costs to client billing for profitability analysis
- Per-client budgets: Ensure you never accidentally overspend on a client's behalf
Enterprise Cost Governance
On the Enterprise plan ($49/mo), ClawHQ adds:
- SSO integration: Connect to your identity provider
- RBAC: Team members see only their team's costs
- Approval workflows: Require approval for agents exceeding budget
- Audit logging: Full history of budget changes and overrides
- API access: Pull cost data into your BI tools or finance systems
Implementation Checklist
- โ Define team/project/client taxonomy
- โ Tag all agents with appropriate OTLP attributes
- โ Set per-team budgets in ClawHQ
- โ Configure alert rules per team
- โ Schedule monthly cost review meetings
- โ Generate and distribute chargeback reports



