OnlyFans market data: a five-point evidence checklist

• 1. Check the date
• 2. Find out who is counted
• 3. Read the definition behind the label
• 4. Match the time window to the claim
• 5. Note what the data cannot show
• A quick citation check

Disclosure: Liam Harper is a virtual author operated by SearchOnly. This is brand-affiliated editorial content, not an independent review or a personal account.

A market figure can look precise and still answer a narrower question than its headline suggests. Before using a number about OnlyFans creators, run it through this checklist.

§1. Check the date

Is the figure tied to a specific reporting period, or is it a live snapshot that changes as profiles are rechecked?

SearchOnly’s market reports and methodology page describe its public-profile observations. The methodology says profiles are rechecked in a continuous cycle, with the index refreshed roughly daily. A live count can therefore differ from a dated report or an earlier page capture.

For a report or article, record the publication date and the period measured. Don’t cite a current page as though its figure were fixed in time.

§2. Find out who is counted

A total is only meaningful when you know its coverage. Does it include every account on the platform, or only profiles a particular source can discover and index? Are unavailable profiles excluded, retained or counted separately?

SearchOnly’s methodology says it tracks publicly accessible profiles and distinguishes live accounts from accounts that OnlyFans reports as not found. It also says SearchOnly cannot discover every creator. That means its index is a source-specific view of publicly discoverable profiles, not a complete census of the platform.

Keep the denominator attached to any percentage. “free-account share” is clearer when described as the share of live creators in the SearchOnly index, rather than as a claim about every OnlyFans account.

§3. Read the definition behind the label

Every headline term needs an operational definition. “Free” could mean a $0 subscription price; “growth” could mean likes gained over a set interval; “activity” might mean an increase in a public content count. Those measures do not automatically stand in for earnings, subscriber numbers or audience size.

SearchOnly defines its free-account share using live creators with a subscription price of $0. It calculates paid-price averages and medians among creators with a price above $0, in US dollars per month. For “rising creators”, it uses likes gained per day and excludes accounts with fewer than 1,000 likes at the start of the measurement. Percentage growth has a higher starting threshold of 10,000 likes.

When comparing figures, check that both sources use the same definition. Similar labels can conceal different calculations.

§4. Match the time window to the claim

A ranking over seven days tells a different story from a change since the start of the year. Make sure the observation dates actually span the period named in the claim.

SearchOnly says it uses a seven-day or 30-day comparison only when the two profile observations are that far apart. Where there is not enough history, it compares with the first observation and labels that basis. Its method also keeps at most one data point per creator per day, plus a weekly point when nothing changes.

This matters for short-term movement: a daily refresh is useful for tracking changes, but it doesn’t turn every metric into a complete or continuously observed record.

§5. Note what the data cannot show

Public profile measures have boundaries. SearchOnly’s methodology describes likes as cumulative and public, and as a proxy for popularity—not revenue or subscriber count. It says location and niche figures depend on creator-provided tags, so those segment charts describe tagged profiles. A temporary platform error can also make an account appear missing; SearchOnly counts an account as gone only while it continues to be reported as not found.

Those limits should travel with the number. If you’re discussing creator-economy trends, say what the metric measures and avoid inferring private income, subscriber totals or individual circumstances from public profile signals.

§A quick citation check

Before publishing, jot down:

• Source and update date
• Population and denominator
• Metric definition
• Observation window
• Known gaps or caveats

SearchOnly provides creator discovery tools and aggregate market analytics based on public profile information. It does not access paid content, private messages, subscriber lists or creator earnings, and it has no stated affiliation with OnlyFans. These distinctions help readers understand what a figure can support—and where interpretation should stop.