Turn AI Usage
Into a Business
Model
Credit infrastructure for platforms building on LLMs. Give your users wallets, meter every model call, and settle per request — so you can ship usage-based AI products without building the billing stack.
Every LLM call settles against a stablecoin-backed wallet. Per-request. In real time.
The Problem
Building usage-based AI pricing is a full-time job
You want to charge users for what they actually consume. But metering, attribution, and settlement across LLM providers is harder than it looks.
Flat pricing bleeds margin
You're charging $20/mo but some users burn $200 in API calls. Usage-based pricing is the fix — but building the metering layer is a project in itself.
DIY metering is fragile
Logging costs after the fact, reconciling vendor invoices, hoping your numbers match. One missed call and your P&L is off.
No settlement primitive
There's no atomic link between "user made an LLM call" and "user paid for it." You're stitching together Stripe, webhooks, and prayer.
Three Steps
How It Works
Add usage-based billing to your AI product in minutes. Fund wallets, meter calls, settle automatically.
Fund User Wallets
Give each user, agent, or team a stablecoin-backed credit wallet. They fund it, you control the spend policy. No crypto complexity for your users.
Route LLM Calls
Use the SDK or gateway. Every request is metered by model, token count, and cost — attributed to the right user in real time.
Settle Per Request
Each API call settles against the user's wallet atomically. No batched invoices. No reconciliation. Credits go down, you get paid.
Our Edge
Not observability. Accountability.
Most tools track AI costs after the fact. Waterfall settles them at the moment they happen — using x402 and stablecoins so the blockchain is your accounting layer, not a dashboard you check on Mondays. We're not a crypto company — we use blockchain as infrastructure to make AI cost tracking exact, instant, and tamper-proof.
Traditional approach
Waterfall
Cost tracking
After the fact, batch analytics
At the moment of each request
Settlement
Monthly invoices + reconciliation
Atomic per-request via x402
Attribution
Org-level dashboards
Per-user, per-agent wallet ledger
Source of truth
Vendor invoices you hope are right
Immutable stablecoin transaction ledger
Billing integration
Stripe + webhooks + custom code
Built in — wallets are the billing
Overspend protection
Alerts after you've already overspent
Wallet balance enforced per call
Zero
Invoice reconciliation
Every LLM call settles atomically against a stablecoin wallet. There's nothing to reconcile — the ledger is the payment.
100%
Cost attribution accuracy
No sampling, no estimates. Every token is metered and settled at the request level, tied to a specific user or agent wallet.
Real-time
Revenue recognition
Credits deduct the moment a model responds. Your revenue is recognized instantly, not 30 days later on a vendor invoice.




