Solving Token Anxiety: The AI Credits Antidote5 min read

Originally published by Avishay Cohen on LinkedIn.

2026 started off with a huge “token maxing” hangover.

Build without token anxiety

Anima Playground lets you create websites, apps, and UX designs from a prompt — and keep iterating with the model access you already pay for.

Uber blew its entire annual $3.4 billion 2026 AI budget in four months. The CTO’s words were “back to the drawing board.” They now cap engineers at $1,500 a month.

Microsoft gave thousands of employees Claude Code in December. 91% satisfaction. By May, they were ripping the licenses back. The tool worked too well to afford.

Meta engineers built a leaderboard to compete on token spend. One person burned through $1.4 million worth. It got shut down in 48 hours.

Figma gives designers ~50 AI prompts a month. Users burn through them in a day, saying they need 5-7 months worth of credits for a single prototype.

One company spent $500 million on AI in a single month. By accident. Nobody had capped the usage, and the bill just grew.

The SaaS pricing model broke

For 20 years, software was priced per seat. Flat. Predictable. The more you used it, the better your deal was, and you could plan your budget quarterly or annually.

GenAI changed everything. You get penalized for productivity. The more useful the tool, the higher the bill. Your best people hit the wall first.

An NVIDIA VP put the new math to Axios plainly. On his own team, the compute now costs more than the people running it. That is the line every CFO is starting to feel.

And more. In addition to the frontier labs, every SaaS provider has to charge you for their token usage as well, plus some tax, so you pay more and more tokens and AI credits to multiple providers.

What we are trying at Anima

Today, there’s no match for top frontier labs’ model quality. And maybe tomorrow, local models and self-hosted ones could solve the problem. We don’t have the full answer yet, but we know where the anxiety comes from, so we started there.

The idea is simple. You should pay for tokens once.

If you already have an OpenAI subscription, you can now use it to chat with Anima. If your company bought a bulk of Claude or OpenAI credits, point them at Anima.

Anima becomes the vibe coding harness and infrastructure. The agent loop, the Figma context, the image-to-code engine, the memory, the orchestration. You bring the LLM, we bring everything else.

We started with a truly free Figma agent

A Figma agent you can actually chat with. Freely. As much as you want, on the keys you already pay for. Try Buddy, the Free Figma AI agent.

We took a lot of inspiration from OpenClaw and Hermes, the open agent harnesses that proved you do not need to own the model to build something great around it. The harness is the product.

Taking the anxiety out of vibe coding

The game-changer is the Playground,
Anima
‘s state-of-the-art vibe coding platform, available at AnimaApp.com.

Vibe coding is where token anxiety bites hardest. Every message is a few thousand tokens. Every iteration loop is a few more. A real project can run hundreds of prompts, and on a metered plan, you feel each one. You stop exploring. You start rationing.

The real damage is quieter than the bill. A meter in your head holds you back. You stop chasing the idea that might take ten tries to land, because each try has a price. Token anxiety does not just cap spend. It caps creativity.

And it shows up in the work. The first draft an AI hands you is the starting point, and Anima excels here with cloning websites, web apps, and turning images into code, but that’s only the start. But you always need a few iterations past that to bring your idea to life. When every prompt is metered, most people stop before they get there and ship the slop. Intentional experiences and apps come from iteration, not from a budget alert.

So we are taking the meter out of the experience.

Connect your OpenAI subscription to the Anima Playground and chat as much as you want. Unlimited messages, running on the OpenAI plan you already pay for. We do not sit between you and your tokens and add a margin. We do not count your prompts if you bring your OpenAI subscription or your Anthropic/OpenAI keys.

You pay OpenAI for the model, the way you already do. You pay Anima for Anima – conning websites, design-to-code, image to code and hosting, if and when you need it. For the chat, the agent loop, the infrastructure, there are no more AI credits to worry about.

Build until you are done, not until your credits run out. Start at AnimaApp.com

Having a meter on our thinking process is holding us back

Our mission at Anima has always been to bring AI design and code to everyone. I believe 3 billion people will code, and that code is the new canvas. You cannot hand the world that future and then charge people, by the token, for thinking out loud.

Token anxiety is reshaping how the biggest companies on earth budget, hire, and decide what is even worth automating.

We are early in figuring out the answer. But the first step is admitting that the meter everyone is bolting onto their product is not a feature but a huge friction.