Rank
Rankings that follow your rubric, not someone else's.
Score, rate and order items by your criteria: leads, candidates, listings, content, anything with a "better" and "worse" your team can recognize. The model learns the rubric from your judgments.
jazz_top5.gguf · picks, best first · real outputTonight's listings · 8 of 33
- 1 Darnell WhiteThe Club Room
- 3 Jazz at Lincoln Center Orchestra w/ Wynton MarsalisJazz at Lincoln Center
- 5 Robert Glasper X KemBlue Note
- 2 Fred Hersch Trio + 2Village Vanguard
- 4 Ron Carter's Great Big BandBirdland
- 1 The CookersSmoke
- 23 New Moon Acoustic BluesThe Rum House
- 25 Jam SessionOne Flight Up
What it does
Built for tasks like these.
- Rank a feed by your own taste
- Score inbound leads
- Rate answers against a rubric
- Pick the top items from a long list
How it works
From your examples to a model you own.
- 01
Write down the taste
A short rubric plus a few hundred judged examples. The jazz model learned from 536.
- 02
Train in minutes
The jazz model trained in 31 minutes on one MacBook.
- 03
Rank everything
Score every new item as it appears and keep the list fresh, at no cost per call.
Private by default
Your listings never leave the building.
Your rubric is your edge, and the items you rank often include customer data. Both stay on your hardware.
- Your customers' data leaves the building on every call
- The model changes whenever they ship
- You pay for a huge general model to do one narrow task
- The request never leaves the device
- The model is a file you own; it changes when you retrain it
- Small enough to run on hardware you already have
Trained, not prompted
Accurate on your task.
Our jazz demo ranks every show in New York tonight; 83% of its picks match the written rubric, level with frontier models, from a 3B model trained in 31 minutes on one MacBook.
And it costs less
No per-call bill.
Ranking means scoring every candidate, every time the list changes. That volume is cheap on hardware you own and expensive through an API.
$120,000 annual savings
See it for yourself
Run this model on your own GPU.
A guided demo, about a minute. It downloads once and runs entirely in your browser; nothing you type is sent anywhere.Open the demoSort and judge
Related solutions.
Have a task like this?
We'll tell you if a micromodel can do it. Or book a demo, or email hello@micromodel.company.