Bandit's variant chat drafts new versions for an experiment from the page it runs on and how each existing version is doing. Here is what the model sees, what it won't do, and what each draft costs.
A test that never ends has to forget, or last spring's winner keeps winning forever. Here is how Bandit's discounted and sliding-window memory work, what the defaults are, and which experiments they apply to.
A bundle tests every piece of copy on a page at once. One request returns a version for each slot, one payout teaches every slot the visitor saw, and a second model can learn which pieces work together once there is enough traffic.
Bandit picks the subject line and body copy for each recipient, counts the human click on your site, treats an unsubscribe as a cost, and carries what each framing earned into your next campaign. You keep your email service.
Bandit's Audiences page finds the visitor groups that respond to your versions differently from everyone else, and names each one with a rule like device: mobile and source: google. Here is how it finds them, what the numbers mean, and where it stops.
Bandit's Shopify app tests the headline, subhead, call to action, banner, and badge in your theme. A test set to margin scores each order by what it earned after unit cost and refunds, not by how many orders it brought in.