
The Fine-Tuning Handbook: Free
A free 61-page guide to fine-tuning language models: when to fine-tune, which method to use, how to prepare training data, and how to evaluate the result. Download it with the code FERNFLYBLOG.
Product updates and announcements

A free 61-page guide to fine-tuning language models: when to fine-tune, which method to use, how to prepare training data, and how to evaluate the result. Download it with the code FERNFLYBLOG.

Fernfly now has paid plans. Pro is $49 a month or $490 a year, with no per-message fee and no overage bill, because a model running on your own endpoint costs us nearly nothing per conversation. Here is the whole thing, including what changes on Free and the 80% lifetime discount going out to everyone who was here first.

Paste your website address, get a chatbot that can actually use your site. No API spec, no prompt engineering, no account to set up first.

Most AI chatbots talk. The useful ones do things. Woobert is a ⌘K / Ctrl-K command bar that turns a merchant's plain-English request into the right WooCommerce action, and runs it, on a small specialized Fern model.

A no-signup playground that runs Fern Bud and GPT-4o on the same intent→action tasks. Same tool call, a fraction of the cost. And no tricks: a miss shows as a miss.

We're opening up the Fernfly blog — product updates, deep dives, and the occasional strong opinion about small models.