Seven of the ten nearest neighbors in Kaitlyn Bristowe's similarity graph belong to the Bachelor franchise ecosystem — a concentration that defines the shape of this audience more than any single standout score.
The top 10 neighbors span a similarity range of 0.96 to 0.89, a narrow band consistent with the broad shape classification. Benjamin Higgins leads at 0.96, followed by Sean Lowe at 0.94 and Chris Harrison at 0.93 — all three figures whose audiences overlap heavily with Bristowe's. The franchise's show accounts reinforce the pattern: The Bachelorette at 0.91, Bachelor in Paradise at 0.90, and The Bachelor at 0.90 sit just below. JoJo Fletcher at 0.91 rounds out the Reality TV Stars subcategory within the top 10, giving three fellow Reality TV Stars, two TV Personalities (Harrison and Caleb Pressley at 0.89), and three TV Shows — eight neighbors in total drawn from the same franchise orbit.
The two exceptions are notable precisely because they sit inside a set otherwise dominated by one franchise world. Joey Mulinaro, a Comedian, reaches 0.90 — matching the show accounts — and Kid President, classified as Motivational, lands at 0.89. Neither has an obvious thematic connection to reality dating television, which signals that the audience shape here is broad enough to pull in comedy and inspirational content alongside the franchise core.
The overall picture is an audience tightly anchored to one franchise but with enough structural width to reach across unrelated content categories.