How we pick & rank

Every ranking and recommendation on TV Nightly is built from data, not opinion-for-hire. Here's exactly how the pages you read are put together.

Episode rankings

Our best and worst-episode lists are ordered by aggregated, episode-level audience ratings from TVmaze, weighted so that an episode needs a meaningful number of votes before it can top a list. That keeps a single outlier rating from distorting a show's standout episodes.

Community verdicts

Readers can rate any title Loved, Good, Meh, or Awful. These verdicts are anonymous — there are no accounts, and we record only an irreversibly hashed fingerprint to keep one rating per person per title. They power the agreement line you see on each title ("X% of N raters loved or liked this") and feed the recommender below. Star ratings shown in search results, where present, are drawn only from these first-party verdicts — never republished from third-party sources.

Personalized recommendations

The recommendation flow asks you to rate a few things you've seen. Each verdict becomes a signed weight across genres and eras — a Loved pulls toward its qualities, an Awful pulls away — and we pick your next watch from the highest net match. Your rating trail lives in the page URL, so it's shareable and never stored to an account.

"Best of", "underrated" & "similar" pages

Year-based and genre guides combine rating strength with popularity thresholds so a list is both well-reviewed and substantial; "underrated" inverts that to surface high-rated titles with smaller audiences. Similar and head-to-head pages are matched on genre, era, cast, and reception.

Where to stream

Streaming availability comes from TMDB and is localized to your country. A background check runs continuously, so a title moving on or off a service is reflected quickly on its page and in what's new on streaming.

Freshness & corrections

The catalog is fetched live, so titles and details are always current; schedules, ratings and streaming availability for tracked shows refresh on a continuous loop. If something's wrong, tell us and we'll fix it.