Same detectors. Your vocabulary.
A retry loop in a support bot and a re-run of a catalogue job look the same on a provider invoice. Pick your team to see the problems we look for, a synthetic example of what an audit finds, and the controls that matter in your sector.
Free 30-day audit. Read access only, no card.
AI-native SaaS
Gross margin depends on what every customer’s agents cost you.
- Gross margin per customer is a guess
- Free-tier usage you can’t see until month end
- Model routing changes ship without a cost check
Example findingSynthetic
Spend spike on project free-tier
Anomalous spend$556.48
Customer support
Resolution agents that retry, loop or escalate quietly cost the most.
- Retry loops on resolution agents
- Escalation handoffs that re-run the whole context
- Ticket spikes after releases
Example findingSynthetic
Spend spike on project resolution-agent
Anomalous spend$1,729.24
Financial services
Every AI cost decision needs an approval trail an auditor can follow.
- Budget ownership per desk and cost centre
- Approval trails for cost changes
- Model-risk review wants evidence, not dashboards
Example findingSynthetic
On track to exceed the October budget
Observed spend$2,349.36
Agencies & consultancies
Know which client’s agents eat the margin before the invoice goes out.
- Per-client attribution
- Margin on fixed-fee retainers
- Rebilling evidence clients accept
Example findingSynthetic
Sustained spend growth on project client-birch
Observed spend$644.20
E-commerce & marketplaces
Catalogue, search and shopping agents scale with traffic, and so do their costs.
- Seasonal traffic and campaign peaks
- Catalogue and enrichment batch jobs
- Assistant cost per order, not per token
Example findingSynthetic
Spend spike on project catalogue-enrichment
Anomalous spend$748.85
Not on the list?
If you pay OpenAI, Anthropic or xAI for agents, the free audit works the same way for you: 30 days, read-only, a report you can forward.
What changes between industries is how you map spend, not how we measure it.
| Team | A project or workspace is |
|---|---|
| AI-native SaaS | One project per product feature or tier |
| Customer support | One project per agent in the ticket flow |
| Financial services | One workspace per desk or cost centre |
| Agencies & consultancies | One project per client engagement |
| E-commerce & marketplaces | One project per shopper-facing agent or batch job |
Same results. A smaller AI bill, proven.
Free 30-day audit. Read access only, no card, revoke any time.