Comparisons
How TokenTotal compares.
Most tools in this space do one job well — routing, access, observability, or gateway plumbing. TokenTotal is the layer that governs spend across all of them: Virtual AI Keys with hard caps enforced before the call, a tamper-evident audit trail, PII fail-closed, and a compliance evidence pack. These comparisons are honest about where each alternative is the better fit — and where you need a control plane.
Proxies & marketplaces
Great at access and routing. A control plane adds attribution, enforcement, and audit on top.
Developer gateways
Frictionless multi-provider access and observability for building AI apps.
Observability
They tell you what you spent. A control plane decides whether you spend it — before the call.
Cloud cost & FinOps
They allocate the bill after the fact. A control plane enforces the budget before the call.
Billing & monetization
They bill your account, or give you an engine to build on. We're the processor-neutral meter that bills your customers across every provider.
TokenTotal vs Stripe LLM Token Billing →
Stripe bills your account — vs reseller-native, all-provider, neutral billing.
TokenTotal vs Amberflo →
A metering platform to adopt — vs AI-native billing on the meter you run.
TokenTotal vs Lago →
An open-source billing engine to build on — vs turnkey AI token billing.
Control planes & governance
The nearest category. The difference is in the database, the envelope, and the evidence.
Not sure which layer you actually need?
Point the free audit at a usage export and see whether your gap is access, observability, or governance — in your own numbers.