Headroom vs Malimoney

It also checks your driver for the subgroup bug that makes some in-browser LLMs produce garbage.

Let an AI roast your spending, savage, funny, free. Pick a vibe or drop a few expenses and get roasted out loud. No signup.

About Headroom

It also checks your driver for the subgroup bug that makes some in-browser LLMs produce garbage. One outbound request: ~0.4 MB of public model metadata to derive bytes per token, no run data attached. Projections are measured read bandwidth ÷ bytes touched per token, at empty context; derived manifests make bytes-per-token exact, estimates fall back to an honest band. Real engines land below the ceiling; the gap is engine overhead (see methodology). Runs the transformers.js WebGPU path on the exact model your ceiling is quoted for ( onnx-community/gemma-4-E2B-it-ONNX.

About Malimoney

Let an AI roast your spending, savage, funny, free. Pick a vibe or drop a few expenses and get roasted out loud. No signup. Link your bank through Plaid, and you can chat live with your money. Mali is an educational tool, not a licensed financial advisor.