Ibotta's nearest audiences span actors, TV personalities, wrestlers, food brands, and daytime television — a wide mix with no single dominant neighbor and scores compressed into a narrow band from 0.92 down to 0.89.

The shape is flat: the top 10 neighbors sit within roughly 0.03 of each other, and no single entity pulls away from the pack. Shemar Moore leads at 0.92, followed closely by Julie Chen Moonves (0.91) and Little Debbie (0.91). Dr. Phil (0.91) and Ric Flair (0.91) round out the top five. By subcategory, the top 10 breaks down as: two TV Personalities (Chen Moonves, Dr. Phil), two Sweets brands (Little Debbie, Blue Bunny), two Athletes (Ric Flair, Bill Goldberg), one Actor (Moore), one Grocery and Superstores brand (Dollar General), one Food brand (Hidden Valley Ranch), and one TV Show (The Masked Singer). That is a cross-kind cluster: Ibotta is categorized as a Technology brand, and not one other Technology brand appears in the top 10. The audience shape it shares most closely belongs to mainstream broadcast TV personalities, legacy food and snack brands, and professional wrestling figures — a combination that points toward a broad, value-oriented, TV-watching audience rather than a tech-adjacent one.

The flat shape and cross-kind composition together suggest Ibotta's audience is defined less by what the app is than by the broader consumer habits and media diet of the people who use it.