---
title: "Discussion on \"When \"10 Credits per Generation\" Stops Working\" | Hashnode"
description: "Discussion on \"When \"10 Credits per Generation\" Stops Working\". Designing a model-aware pricing engine for AI image and video products with versioned rates, input-dependent costs, and reproducible billing."
url: "https://hashnode.com/posts/when-10-credits-per-generation-stops-working/6a62e9f7af6f70fbd2105529"
---

[Feed](https://hashnode.com/feed) /

Discussion

# [When "10 Credits per Generation" Stops Working](https://natalia-tech-notes.hashnode.dev/when-10-credits-per-generation-stops-working?utm_source=hashnode&utm_medium=feed)

Designing a model-aware pricing engine for AI image and video products with versioned rates, input-dependent costs, and reproducible billing.

Jul 24 · 8 min read · natalia-tech-notes.hashnode.dev  
Read the article

-   [#ai](https://hashnode.com/tag/ai)
-   [#architecture](https://hashnode.com/tag/architecture)
-   [#typescript](https://hashnode.com/tag/typescript)
-   [#billing](https://hashnode.com/tag/billing)
-   [#testing](https://hashnode.com/tag/testing)

## Written by

[Natalia](https://hashnode.com/@natalia724)

@natalia724

  
[View profile](https://hashnode.com/@natalia724)

## Responses

Markdown supported · ⌘↵ to post

No responses yet.