AI Feature Monetization
Your AI Features Are Live. Your Billing Hasn’t Caught Up.
SaaS companies shipping AI features often discover their billing infrastructure hasn’t kept pace. Per-request metering, entitlements, usage-based pricing — the infrastructure that connects AI costs to AI revenue is frequently the last thing built and the first thing that matters.
What We Build
Usage Metering & Entitlements
Wire per-request, per-user, or per-feature metering events from your AI features into your billing system. Configure tier-based entitlements — who gets which model, at what rate, up to what limit.
Billing Tool Selection & Integration
We evaluate the metering platforms against your stack, recommend one with reasons, and implement it. We've lived with these tools' trade-offs in production.
Customer-Facing Usage Dashboards
Build the usage visibility your enterprise customers are asking for. Current consumption, remaining credits, feature access by tier — so your customers stop asking your support team.
AI Monetization Audit
Map every AI feature to its infrastructure cost and current pricing. Identify where revenue is leaking. Model what happens to margin and revenue under different tier structures and metering approaches.
What You Get
The audit comes before the tool recommendation. The billing architecture that's right for a $15M SaaS with 3 AI features is different from one with 12. Most teams pick Stripe and build something custom that turns into a maintenance burden. We've done this enough times to know which corner to start from.
How to Start
Free 30-min Call
A walkthrough of the metering and entitlements layer of a live AI platform — what per-tier model gating looks like in practice.
AI Monetization Audit ($5K–$8K, 2 weeks)
Written Monetization Readiness Report: every AI feature mapped to cost and current pricing, revenue leakage identified, tool recommendation with rationale, implementation roadmap.
Build ($15K–$35K, 4–8 weeks)
Metering, entitlements, and billing infrastructure implemented. Everything wired, tested, and documented. Your billing infrastructure catches up to your product.
“Your experience and guidance has been the perfect match for our enthusiasm. Working with you all has been a pleasure.”
Nia
Founder, Taglr
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Ready to Talk AI?
30 minutes with a senior engineer. Honest take on your situation. No sales pitch.