More than a billing dashboard
AI TokenScope is purpose-built for engineering teams using Claude Code. Here is how it compares to the alternatives organizations typically reach for first.
Feature comparison by category
This table compares categories of tools, not specific products. Values reflect typical capabilities — individual products within a category may vary.
| Feature | AI TokenScopePurpose-built for Claude Code | Provider billing dashboarde.g. Anthropic Console | Generic LLM observabilitye.g. LLM tracing platforms | General API gatewayCustom engineering required | Cloud FinOps toolBuilt for cloud infrastructure | Open-source proxyFlexible, no managed layer | Spreadsheets / homegrownManual tracking |
|---|---|---|---|---|---|---|---|
| Claude Code native onboarding | Native | Native | Usually not included | Requires custom implementation | Usually not included | Requires custom implementation | Usually not included |
| Individual developer attribution | Native | Limited | Available through configuration | Requires custom implementation | Usually not included | Requires custom implementation | Requires custom implementation |
| Team and project attribution | Native | Usually not included | Available through configuration | Requires custom implementation | Usually not included | Requires custom implementation | Requires custom implementation |
| Cost-centre rollup | Native | Usually not included | Usually not included | Requires custom implementation | Available through configuration | Usually not included | Requires custom implementation |
| Pre-request budget enforcement | Native | Usually not included | Usually not included | Available through configuration | Usually not included | Requires custom implementation | Usually not included |
| Policy enforcement (warn / block) | Native | Usually not included | Usually not included | Available through configuration | Usually not included | Requires custom implementation | Usually not included |
| Observe-only mode | Native | Native | Native | Depends on provider | Native | Depends on provider | Native |
| Configurable prompt-storage controls | Native | Usually not included | Available through configuration | Depends on provider | Usually not included | Requires custom implementation | Usually not included |
| Relevance / on-scope classification | Native | Usually not included | Available through configuration | Requires custom implementation | Usually not included | Requires custom implementation | Usually not included |
| Sensitive-data policies | Native | Usually not included | Available through configuration | Requires custom implementation | Usually not included | Requires custom implementation | Usually not included |
| Leadership reporting | Native | Available through configuration | Available through configuration | Requires custom implementation | Available through configuration | Requires custom implementation | Requires custom implementation |
| Instant access revocation | Native | Native | Usually not included | Depends on provider | Usually not included | Depends on provider | Usually not included |
| Full audit trail | Native | Available through configuration | Native | Available through configuration | Available through configuration | Requires custom implementation | Requires custom implementation |
| Self-service onboarding | Native | Native | Available through configuration | Requires custom implementation | Requires custom implementation | Requires custom implementation | Native |
“Available through configuration” means possible but requires custom engineering work. “Requires custom implementation” means you build and maintain it yourself.
Why Claude Code specifically?
Generic observability tools and API gateways are not designed around the Claude Code developer workflow. TokenScope is — which changes what is possible without custom engineering.
Native launcher authentication
TokenScope handles the Claude Code launcher authentication flow. Developer identity is captured at connection time — not inferred from API keys or headers after the fact.
Pre-request enforcement
Policies run before each request reaches Claude. Budget enforcement stops requests before they generate cost — not after you receive the monthly invoice.
No application code changes
Developers using Claude Code via the TokenScope launcher require no changes to application code, environment files, or Claude Code configuration.
Five attribution levels
Cost is attributed at developer, project, team, department, and organization level — from the same request, automatically, without manual tagging.
“AI TokenScope combines Claude Code onboarding, identity-based attribution, pre-request budget enforcement, and configurable governance policies in a single control layer — purpose-built for engineering teams.”
Purpose-built for Claude Code today. Additional provider support is being evaluated.
See it in action
The live demo shows attribution, budget enforcement, and policy controls — all running on sample data.