Our Anthropic bill is about to jump from $400K → $1.4M/yr. Not because usage exploded, but because we're about to cross 150 seats. Past 150 seats you're forced into Enterprise tier. Seats stop including any usage, every token bills at standard API rates. At our current run rate that's 3.5x overnight. Unfiltered thoughts on AI spend: 1. We should spend tokens to grow as aggressively as possible. But most people (me included) aren't conscious of what they're spending. 2. Visibility comes first. People see their personal number and they're shocked. I accidentally spent $4,000 in 3 days in Claude Code. 3. For engineering the spend is clearly worth it. Pay for the best model, it saves more than it costs. 4. For a lot of other roles it's questionable. Apps nobody uses, skills someone already built. No ROI. 5. Spend limits are coming. We already require approval for more tokens on our support team. The era of token-maxxing is coming to an end.

If big companies can't make a net return on their LLM token costs, that doesn't mean it's impossible to. In fact this is exactly what you'd expect to happen with a new technology. Incumbents can't use it well, and are replaced by upstarts who can.

Token costs will become a dominant topic in enterprises going forward with AI. Just got out of a dinner with many Fortune 500 enterprise CIOs and this was the most heated topic. A mix of strategies are being employed, but basically no one feels like they have the right solution. A mix of: figuring out how to prioritize workloads to different models, giving out access to better or worse agents by user type, setting different spend caps by team, having teams justify AI by their use-case, and some just having unfettered access. Everyone is trying to figure out a semi/predictable model right now in a world where the underlying tech and cost models are constantly evolving.

Redesigned every page of our app last night. 8 WOZCODE agents in parallel. I was the bottleneck. Try this with vanilla Claude Code and you'll hit the session limit within 10 minutes.

For the last year we've been building an AI mobile app builder. Last week we decided to generalize our agent harness and benchmark it against vanilla Claude Code. Turns out the tools we built for app building were significantly more efficient than the native Claude Code tools. When we ran benchmarks we beat Claude code on speed (~40% faster) , cost (25-55% cheaper) and performance ( 17% on Terminal Bench 2.0). Today we're making our agent harness publicly available as a Claude Code plugin. Use code WOZCODE1 to try it for $1 at wozcode.com

Claude Code is being carelessly wasteful with your tokens. By our benchmarking, it uses ~2x more tokens than needed. Half your limit, gone by default.

Computer use is now in Claude Code. Claude can open your apps, click through your UI, and test what it built, right from the CLI. Now in research preview on Pro and Max plans.

Calling all student founders. Join the Woz Buildfast Hackathon March 14-15. Compete for $30K in cash, credits, and prizes from companies like OpenAI, RevenueCat, Stripe, Clerky, and more. withwoz.com/buildfast

Woz 2.0 is here. The most powerful mobile app builder yet. What previously took engineering teams months, Woz does in hours. The tools are here. The opportunity is yours.

Mobile apps generated over $160B in 2025. Many vibe coding tools are great for web apps and prototypes, but they weren't designed for production mobile apps. The moment you need payments, authentication, ads, a real database, or scalable backend logic... you hit a wall. Woz (@WithWoz1) is a newer tool worth watching. It's an AI app builder designed specifically for mobile, with all that infrastructure included from the start. No rebuilding later. No duct tape. We've been featuring it as a tool for NCF members to explore. Free to start building with. withwoz.com/

Ever see a tree fucking EXPLODE due to the extreme cold? I’ve watched this about seven times so far and I’m not done yet.

Building your first mobile app is way harder than X makes it look. Some weeks you ship nothing. And yes… it’s frustrating. It’s the weekend. I’m on the train. My only goal: finish this app. What are you shipping this weekend?

It's too easy to found nowadays. Instead of getting Jobs Wozniak, we're just getting a bunch of solo Steves