
AVIS
The operating system for AI applications, offering unified model access and marketplace distribution for builders.
Developer Tools·AI & Machine Learning
What is AVIS?
AVIS is an operating layer for AI applications. Its Gateway gives builders a single integration point to access multiple AI models, including partner frontier models such as Claude Opus, GPT-5.5, Seedance, and Qwen, so they can switch models and manage costs without being locked into one provider.
On the distribution side, the AVIS App Store is a marketplace where builders can get their applications featured and discovered by users, rather than relying entirely on their own marketing to find an audience. The platform is aimed at developers and teams who want to create, launch, and scale AI applications.
What sets AVIS apart, according to its site, is that it combines access and distribution in one ecosystem and is designed not to compete with the applications built on it. The company states that as more applications are adopted, the ecosystem becomes more valuable for every participant. Pricing, documentation, and a Enterprise option are available from the site.
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you have to have an incredible onboarding activation experience let alone goto Market goto Market you know people product channel product itself when people sign up get the value moment become a customer if that is not dialed in premium is so tough
Onboarding has to hit a value moment before freemium can work
Freemium only works when the path from signup to the value moment is ruthlessly tight. Most founders running freemium under-invest in activation because growing free-user count feels like progress — it isn't, if the curve from signup to paid is flat. Audit the first session: does a new user hit the one moment that proves the product's value?
Free users don't actually validate your product — they will just consume it and if something doesn't work they will just ghost you. Paid customers, because they have put real money in, will tell you exactly what is broken.
Paying customers give brutal feedback; free users ghost
Devin pushes back on 'just give it away for feedback' advice. Of his 250+ LTD buyers, only ~10% became active long-term users but those gave brutally honest, unfiltered feedback over Intercom — some even tracked down team members directly. Real money in the door buys you real signal back out.
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