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Why we run our own machines

T. V. Rao

The easy path we didn't take

The simple way to build an AI product in 2026 is to rent. You sign up for a big provider's API, you pay per word in and per word out, and you never think about a graphics card. It's fast to start, and for many companies it's the right call.

We went the other way. GabForge runs on machines we own and operate ourselves — racks in Germany, Switzerland, California, Dubai, London and Singapore today, growing as we do. This was a deliberate, slightly painful choice — and here's why.

Three things that happen when you rent

When your intelligence comes from someone else's API, three quiet dependencies follow you everywhere:

  • Your costs scale with their margin. Every request carries the provider's profit on top of the raw compute. Fine at small scale; brutal when you've promised millions of people a free tier.
  • Your privacy is only as good as their contract. You can promise users the world, but the data still flows through a system you don't control and can't audit.
  • Your roadmap waits in their queue. Prices change, models get deprecated, rate limits move — and you find out when they tell you.

What owning the metal buys our users

  • A free tier that survives an accountant. Owned hardware is a fixed monthly cost, not a per-word bill. A user who sends 5 messages and one who sends 500 cost us roughly the same in electricity. That flat cost is the only reason the Free Covenant is financially possible.
  • Privacy we can actually promise. Your prompts don't transit a third-party API we don't control. When we say your data stays with us, it's a fact about our wiring, not a clause in someone else's terms.
  • No rug-pulls. Nobody can deprecate our model out from under us, raise our per-token price overnight, or throttle us during a launch. The machine in the rack does the same thing tomorrow as it does today.

A concrete example

When a big provider raised prices last year, dozens of "AI wrapper" apps either passed the cost to users or quietly shrank their free plans. Our cost that week didn't move a cent — the electricity bill was the electricity bill. That's the difference between renting your engine and owning it.

The honest cost

Owning hardware is slower and harder. We handle our own ops, our own failures, our own capacity planning. We accept that overhead because it's the only version of this business where a permanent free tier and a real privacy promise can both be true at once. It's slower to build this way. We think it's the only way that lasts.

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