Why I built Local Model Dojo.

The gap I kept watching.

Big-brain planners like Claude, Gemini, and ChatGPT are great at sketching what someone should build. They are terrible at telling that person whether their hardware can actually run it. Every week I watched someone in a Discord or Facebook group describe a beautiful Claude-architected automation that died on day one because their actual computer couldn't hold the models it needed. They blamed themselves. The plan was good. The plan-to-hardware gap was the problem.

What I did about it.

Local Model Dojo closes that gap. You bring a plan from whichever planner you trust. The app installs every model in the plan, benchmarks each one on your real silicon, and hands you a single report you paste back into the planner. From there you wire those models into your business automations, your personal workflow, the systems you build for clients — anything. The brain steering the architecture itself can be one of the local models you just benchmarked. No more API meter. No more guessing.

What I believe.

• Local. Owned. Measurable. Three words, in that order. Local first because privacy matters. Owned because you should not rent your tools forever. Measurable because vibes are not a benchmark.
• The product has to work on day one. The first-run wizard plus hardware scan plus auto-recommended models means a non-technical buyer can have their first LLM running in 8 minutes.
• The leaderboard is the moat. Once a Founder has their name on the board, they want to keep being on the board. Community-graded data beats a marketing claim every time.
• Every error becomes a blog post. The auto-FAQ pipeline turns crashes into searchable documentation. The more customers we have, the better Google ranks us, the more customers we get. Compounding.

Why this is recurring software.

The catalog evolves every week. New open-weight models drop, old ones get tuned, the right answer for "best chat model on a 4060" changes month-to-month. A subscription pays for an evolving tool. A one-time purchase pays for a frozen snapshot. Buy the snapshot if you want a frozen snapshot. Pay $9.99/month if you want to keep being right.

The movement.

Most AI users are stacking 6 to 12 subscriptions doing what their own laptop could already handle for free. The frontier vendors will tell you that's the only way. It isn't. Local Model Dojo is the proof, and the leaderboard is the receipts.

Local. Owned. Measurable. That is the dojo.

— Jake, Oklahoma