AgentWatch shows exactly where AI spend goes and gives leaders the budgets, alerts and chargeback reporting to keep it under control.
At a glance
- Best for: CIOs, CFOs, FinOps and engineering leaders
- Problem: Rising AI spend across multiple providers with no attribution
- Outcome: Full cost attribution by organization, team and user, with budgets enforced before overruns
The challenge
Once teams have API access, AI usage grows quickly and spreads across providers. Costs arrive on separate invoices and rarely map back to the teams, projects or applications that generated them.
- Spend is split across OpenAI, Anthropic, Google and custom models
- Finance cannot attribute costs to business units
- Teams have no budget limits or early warning
- Chargeback is manual, or does not happen at all
How AgentWatch solves it
- Route. AI traffic flows through a single AgentWatch gateway.
- Measure. Tokens are counted on every request, across every provider.
- Attribute. Costs are assigned to the organization, team and user involved.
- Control. Leaders set budgets per tenant or team and receive alerts as thresholds approach.
- Report. Attribution data feeds chargeback reporting for finance.
Key capabilities
- Token-level usage tracking and analytics
- Per-tenant and per-team budgets with alerts
- Cost attribution for internal chargeback
- One dashboard for spend across all providers
- Stripe integration for SaaS plans and billing
Example scenario
A retailer runs AI assistants for customer service, merchandising and marketing content. With AgentWatch, each team has its own budget and receives an alert as it approaches its monthly limit. At the end of the quarter, finance runs chargeback by department from AgentWatch attribution data instead of splitting provider invoices by hand.
Who benefits
- CIO and CFO: See where AI spend goes across every provider.
- Finance and FinOps: Run chargeback by department, project or user.
- Engineering leaders: Set budgets and alerts before overruns occur.
- Product teams: Meter and monetize AI features with built-in billing support.
Frequently asked questions
Can AgentWatch track costs across different LLM providers?
Yes. AgentWatch tracks token usage and cost across OpenAI, Anthropic, Google and custom models in one dashboard.
Can we set spending limits for individual teams?
Yes. Budgets can be set per tenant, team, department, project or user, with alerts as limits approach.
Bring AI spend under control. Schedule a demo of AgentWatch.
