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AI monetization & billing insights

Guides, architecture deep-dives, and platform comparisons for AI founders and engineers building monetization infrastructure.

How AI companies adopt real-time billing without replacing their stack

Most companies evolve toward real-time billing rather than replace it. Shadow Mode, Hybrid Mode, and Full Wallet Control: three stages with no migration risk.

AI monetization insights

Clay just rewired its pricing. Here's what it means.

Clay overhauled its pricing this week, cutting data costs 50-90% and splitting enrichment from platform work with a two-meter system. The full breakdown.

AI monetization insights

Vibe coders can build apps in hours but billing takes them months

AI coding tools created builders who ship apps without engineering backgrounds, then hit a wall the moment they try to charge for what they built.

AI monetization insights

Revenue Recognition for Usage-Based Billing: When Credits Become Revenue

Usage-based credits look identical in the UI but recognize differently under ASC 606 and IFRS 15 as entitlements, commitments, or prepaid usage.

AI monetization insights

Credyt vs Orb

Orb runs enterprise usage pricing with end-of-cycle invoicing; Credyt debits prepaid wallets in real time. Compare architectures and AI billing fit.

Billing platform comparisons

Credyt on Caffeine: Building an in-game economy with wallets

Coffee Shop Tycoon: a browser game with real wallet-based billing, built in one week with Godot 4.6, AI pixel art, and a few Credyt API endpoints.

Engineering

Credyt vs FlexPrice

Flexprice meters usage and invoices at cycle end. Credyt debits prepaid wallets in real time. Compare architectures, portals, and pricing for AI products.

Billing platform comparisons

Hackathon Diaries: Scaling Flux.2 with vLLM & Credyt in 24 Hours

Our Berlin team offsite turned into a spontaneous mini-hackathon: what we built scaling Flux 2 with vLLM and Credyt in 24 hours.

Engineering

Credyt vs Stripe

Stripe Billing runs invoice cycles on top of Stripe Payments. Credyt debits prepaid wallets in real time. Compare architectures, portals, and AI billing fit.

Billing platform comparisons

How to bill AI products in custom units instead of dollars

Bill customers in credits, tokens, GPU hours, or any product-native unit instead of dollars, so purchased credits keep working when costs or pricing change.

Product

Don't let monetization slow you down.

Free to start. Live in hours. No engineering team required.