Drop your spreadsheet, name your categories, get every row back labelled. Free, unlimited, and your file never leaves your laptop.
No account No row limit Nothing uploaded
Shipping took three days longer than promised
deliveryWorks great, but honestly it's pricey for what it does
pricingSupport replied in five minutes — genuinely impressed
praiseApp crashes every single time I hit the export button
bugWould love to see a calendar sync option someday
featureEvery row read on your own machine. Not one of them sent anywhere.
Open the page, feed it a file, take the result away. That's the whole product.
Survey answers, tickets, reviews — anything with a column of text. It opens inside the page, like opening a file on your desk.
Type the buckets your report actually needs, one per line. Change them and run it again as often as you like.
The same spreadsheet with one new column: a label on every row. Open it in Excel, Sheets, or whatever you already use.
Your data stays put
Most tools send each row to a server to be processed. This one doesn't — the model lives inside Chrome, on your machine. The tool keeps a live counter of network requests, and it sits at zero the entire time.
Rather not take our word for it? Turn your wifi off and run the whole job anyway. It works exactly the same.
When data is sensitive, "it never leaves the machine" isn't a nice extra. It's the only way you're allowed to do this at all.
Comment cards and satisfaction surveys that can't be handed to a third-party service.
Open-ended responses under an ethics approval that forbids sending data off-site.
Engagement and exit-survey answers where anonymity was promised and has to hold.
Ticket exports full of customer names and account details you'd rather not paste anywhere.
Every other tool pays a cloud bill for each row it reads, so every other tool has to meter you. This one has no bill to pass on.
Pricing shown is the published entry tier of a comparable platform, checked in 2026. Run time here depends on your file size and your machine, since the work happens locally — try a small batch first to see the pace.
Desktop Chrome 138 or newer, on a machine with enough memory to hold the model — roughly 16 GB of RAM, or a graphics card with 4 GB. Most recent laptops qualify.
The tool checks the moment you open it, so you'll know in a second rather than after committing anything.
Your own machine does the work, so it depends on the file and the laptop. Start with a couple of dozen rows to see the pace before you queue up thousands — there's no cost to trying, and the progress bar tells you what's left.
Good at sorting short text into categories you've defined, which is what most of this work actually is. It won't do subtle reasoning or long documents. When labels look off it's almost always the category names rather than the model — sharper names fix it, and re-running costs nothing.
No row cap, no monthly quota, no account. A thousand rows cost the same as one row: nothing.
It's read inside the page and never sent anywhere. The tool page loads no trackers, no fonts, no scripts from anywhere else — which is why the request counter on it can honestly sit at zero.
One person, to fix one annoying task. It's early, so if something breaks or a label looks wrong, saying so genuinely helps — there's a link at the end of every run.
Free, unlimited, and it never touches the internet.