No code. Drag and drop.
Turn an expensive AI into a small model you own
Drop in a spreadsheet of messages you have already sorted. A large AI (the teacher) labels them, small models (the students) learn from its answers, and Heartcut shows how close they get, how fast they are and what they cost. Then download the winner.
Start a new project- 1Drop your spreadsheetCSV, Excel or JSON lines
- 2Drag columns into placeWhich is the message, which the category
- 3Pick a teacher and studentsStart with a free practice run
- 4Compare and downloadAccuracy, speed and cost side by side
Your projects
Add the examples you have already sorted
A spreadsheet with one row per message and a column that says which category it belongs to, such as support emails and the team that handled them.
No data at hand?
Show Heartcut which column is which
Drag each column card to where it belongs; we made a first guess. No mouse? Click a card and choose where it goes.
Your columns
Every column is in use. Drag one back here to leave it out.
Drop the message column here
Drop the category column here
Choose the teacher
The teacher is a large AI model. It labels your messages once and the students learn from its answers. Your own categories are kept aside to grade everyone fairly at the end.
Pick the students to compare
Drag models into your line-up (or use their buttons). Heartcut trains each one on the teacher's answers and tells you which is best.
Available
All models are in your line-up.
Your line-up
Drop at least one model here