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VoiceRankVoiceRank: one 0-100 measure of how strong a podcast booking someone is, built from four signals (Presence, Reach, Pull and Authority), each ranked against every other rated voice. Recomputed nightly; the arrow is the week-over-week change.
Unrated: not enough outside guesting yet to score fairly (needs 3+ appearances across 2+ shows, plus corroborating signals). It is an absence of a reading, not a low one.
Why unratedNot scored yet: VoiceRank needs 3+ guest spots across 2+ shows. We have 1 across 1.
Appearances
1
guest spots
Guest shows
1
excl. their own
Total views
2.5M
every episode
Last guested
1mo ago
Aug 18, 2026
View lift
Audience impactEpisodes with Melani earn 1.1× the show’s typical views. View lift compares their episodes with each show’s own average (1.0×), weighted by episode count. It reports how those episodes did, not what caused it.
1.1×1 appearance on 1 show
Similar people
Who else fitsPeople booked by the same shows as Melani Sanders and tagged on the same topics. Further right means more shared shows, higher means more shared topics, measured against the other matches here: the top and right edges are this list’s strongest, and the axes start at none shared. A guest spot counts half as much for each year since it aired. Direct comps lead on both; Same circuit leans on the shows; Fresh angle leans on the topics, from shows Melani Sanders hasn’t done.
Actively guestingNo guest spot in 12 months
Recent guest spots
Top matches
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History
