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 Find
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
Evaluate and implement the right tool for your stack: Stigg, Schematic, Flexprice, or Stripe native. We know the trade-offs cold — runtime enforcement, credit wallets, BYOK support, Stripe dependency.
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
We start with the audit before we recommend a tool. 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 seen enough of these to know which corner to start from.
How to Start
Free 30-min Call
We show you the metering and entitlements layer of our 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.
Related Services
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Ship AI This Quarter
Board pressure, real deadline. We take one scoped AI feature from architecture to production in 6 weeks. One team, one invoice.
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Let’s Figure Out What Fits
Tell us where you are with AI. We’ll share honest feedback on what makes sense — and what doesn’t. 30 minutes, no pitch.