High priority
Premium model overuse
- Impact
- $420/month estimated waste
- Evidence
- Low-risk support requests are routed to expensive models.
- Action
- Move low-risk tickets to a cheaper default route.
Sample report
See what your AI Spend Audit delivers.
A sample 48-hour audit report showing AI spend leaks by provider, model, team, feature, and customer — then turning them into practical savings actions.
Monthly AI spend
$3,290
Estimated waste
$890/mo
Savings opportunity
27%
Report timeline
48h
Executive summary
AI spend is growing from missing attribution and routing guardrails.
This report highlights premium-model overuse, repeated context, and missing cost-per-customer visibility.
Recommended next move
Start with 7-day quick wins, then turn the audit into a live control plane.
Fix expensive routes, add attribution metadata, and enable budget alerts before expanding into optimizer and autopilot workflows.
Top cost leaks
Example findings customers receive
Medium priority
Repeated long-context calls
- Impact
- $280/month estimated waste
- Evidence
- Repeated context appears in onboarding and assistant workflows.
- Action
- Add summarization, caching, and context trimming.
High priority
Missing customer margin visibility
- Impact
- High margin risk
- Evidence
- Usage is not grouped by customer or plan tier.
- Action
- Attach customer, plan, team, and feature metadata to AI usage.
Provider breakdown
| Provider | Spend | Share | Main use |
|---|---|---|---|
| OpenAI | $1,920 | 58% | Support |
| Anthropic | $820 | 25% | Research |
| Google AI | $360 | 11% | Internal tools |
| Other | $190 | 6% | Experiments |
7-day action plan
- 1Route low-risk support replies to a cheaper model.
- 2Add caching for repeated onboarding and FAQ contexts.
- 3Tag requests with feature, team, and customer metadata.
- 4Create budget alerts for daily spend spikes.
Next step
Turn this sample report into a real audit for your company.
Start with an AI Spend Audit to find leaks, measure margin risk, and get a practical action plan in 48 hours.