We screened 120 selected professional-biography excerpts for words associated with management or representation. The rule matched 28 excerpts. After reading those 28, we found no explicit statement identifying who operated the creator's OnlyFans inbox.
The matches mostly referred to sports teams, representing a country, or representation in an industry. This audit shows how a broad keyword screen can produce plausible-looking clues that do not answer the actual question.
The rule we tested
The case-insensitive pattern was agency|managed|management|represent|agent|team. We applied it to stored professional-biography excerpts from the official platform catalog, not private messages or paid content. The sample contained 60 athlete pages and 60 comedian pages selected through the method described in our catalog audit.
The aggregate report records the pattern, denominator, and review scope. This deliberately broad rule was a screening exercise, not a validated agency detector.
What the 28 matches meant
A sportsperson can represent a national team. A racing biography can name a professional team. A comedian can discuss representation within an industry. All can trigger this pattern without saying anything about account operations.
Reading the surrounding sentence changes the interpretation. The word “team” alone does not identify an inbox operator, and “represented” is not equivalent to “managed this account.” The audit found no explicit inbox-operation statement in the 28 matched excerpts.
Why the other 92 are not self-managed accounts
Failure to match this pattern means only that these particular strings were absent from the stored excerpt. A disclosure could use different language, appear elsewhere, or be missing from the captured material. Some arrangements may not be publicly disclosed at all.
We did not label the remaining 92 as self-managed, measure agency prevalence, or infer a relationship for any named creator. The result cannot support those conclusions.
What evidence would answer a fan's question
Look for an explicit, current statement about the relevant activity: account posting, inbox replies, customer support, or another task. A professional agent, sponsor, or sporting team is a different relationship unless a source connects it to that task.
OnlyFans' terms acknowledge that creators may receive assistance. That general possibility does not establish who writes a particular message. Our agency-disclosure guide explains how to keep a source's actual statement separate from an inference.
The useful limit of automated screening
A keyword rule can collect passages for review. It should not turn those passages into accusations or confident account labels. The original contribution here is the observed mismatch between a broad screen and the narrower claim a fan wants to verify: 28 matches, zero explicit inbox-operator statements within those matched excerpts, and no conclusion about undisclosed arrangements.