Markleft vs Wattfare

AI output seldom meets the intent on the first prompt, so iteration is necessary. Today, iteration usually means providing feedback in a follow-up prompt, which leads to a...

Users connect, set a spending cap, and you call any model through one SDK, charged to them, not you.

About Markleft

AI output seldom meets the intent on the first prompt, so iteration is necessary. Today, iteration usually means providing feedback in a follow-up prompt, which leads to a rewrite of the whole document. The prompt that explains the intent behind the revision remains buried in the chat. That is absurd, this workflow has been solved for decades by comments and tracked changes in Word, or by Suggesting mode in Google Docs. Let's play through the process of creating a document, and iterate once.

About Wattfare

Users connect, set a spending cap, and you call any model through one SDK, charged to them, not you. OpenAI-compatible Works with the Vercel AI SDK ~5-min integration. One button connects a user's inference budget to your app, metered, capped, and revocable. The problem AI costs are the one line item you can't predict. Every AI app makes the same uncomfortable bet: price high enough to survive your power users, ration usage so nobody hurts you, or quietly lose money on the heavy ones.