{
  "name": "OnlyDetect public directory snapshot — 30 September 2026",
  "version": 1,
  "publisher": "OnlyDetect",
  "methodology": "Read-only aggregation of active, indexable, unsuppressed OnlyDetect records validated within 180 days. The directory is a convenience sample, not representative of all OnlyFans. Stored price, count and link fields are observations, not independently verified current offers or ownership. Zero counters may be source defaults. Date display: Asia/Bangkok.",
  "editorialDate": "2026-09-30",
  "timeZone": "Asia/Bangkok",
  "baselineObservedAt": "2026-09-29T21:13:52.736875+00:00",
  "qualityObservedAt": "2026-09-29T21:25:04.152701+00:00",
  "inclusionRule": "status = active; is_indexable = true; suppressed = false; validated_at within 180 days of observation",
  "limitations": [
    "461 directory records are a convenience sample, not an estimate of the whole platform.",
    "The two aggregations were read roughly 11 minutes apart; matching totals do not constitute longitudinal price tracking.",
    "A stored price is not a verified current checkout, and a trial price can describe a regular price.",
    "No subscriber-only content, private messages, subscriber identities or private analytics are included.",
    "A null subscriber count means unknown, not zero. Other numeric zeros may reflect source defaults.",
    "Recorded tags and social links have not been independently verified for meaning or account ownership.",
    "Validation timestamps describe directory processing, not a creator publishing or changing their offer."
  ],
  "baseline": {
    "methodology": "Read-only SQL aggregation of active, indexable, unsuppressed OnlyDetect profiles validated within180days. Convenience sample of the directory, not a census or representative sample of OnlyFans. Offer prices are stored observations and require current checkout verification. Editorial date uses Asia/Bangkok; observedAt is UTC.",
    "tags": {
      "maxTags": 118,
      "medianTags": 3,
      "profilesWithTags": 447
    },
    "scope": "OnlyDetect active indexable unsuppressed profiles validated within180days; not representative of all OnlyFans",
    "offers": [
      {
        "count": 204,
        "offer": "paid",
        "with_price": 204,
        "maximum_price": 50,
        "minimum_price": 4.99
      },
      {
        "count": 242,
        "offer": "free",
        "with_price": 242,
        "maximum_price": 0,
        "minimum_price": 0
      },
      {
        "count": 15,
        "offer": "free_trial",
        "with_price": 15,
        "maximum_price": 50,
        "minimum_price": 5
      }
    ],
    "observedAt": "2026-09-29T21:13:52.736875+00:00",
    "priceBands": [
      {
        "band": "5_to_under_10",
        "count": 71
      },
      {
        "band": "20_or_more",
        "count": 43
      },
      {
        "band": "under_5",
        "count": 12
      },
      {
        "band": "10_to_under_20",
        "count": 93
      },
      {
        "band": "zero",
        "count": 242
      }
    ],
    "validation": {
      "latest": "2026-09-27T09:17:50.123374+00:00",
      "earliest": "2026-09-27T06:52:05.799644+00:00",
      "under7days": 461,
      "under30days": 461
    },
    "socialLinks": {
      "maxLinks": 5,
      "medianLinks": 2,
      "profilesWithLinks": 365
    },
    "completeness": {
      "profiles": 461,
      "with_bio": 452,
      "with_likes": 461,
      "with_price": 461,
      "with_avatar": 461,
      "with_location": 264,
      "with_photo_count": 461,
      "with_video_count": 461,
      "median_bio_characters": 312.5,
      "with_subscriber_count": 0
    }
  },
  "quality": {
    "offers": [
      {
        "n": 242,
        "offer": "free",
        "maximum": 0,
        "minimum": 0,
        "mean_price": 0,
        "median_price": 0
      },
      {
        "n": 15,
        "offer": "free_trial",
        "maximum": 50,
        "minimum": 5,
        "mean_price": 14.328,
        "median_price": 13
      },
      {
        "n": 204,
        "offer": "paid",
        "maximum": 50,
        "minimum": 4.99,
        "mean_price": 13.996225490196078,
        "median_price": 11.45
      }
    ],
    "observedAt": "2026-09-29T21:25:04.152701+00:00",
    "dataQuality": {
      "zeroLikes": 39,
      "zeroPhotos": 39,
      "zeroVideos": 57,
      "currencyUsd": 461,
      "currencyKnown": 461,
      "distinctHandles": 461,
      "zeroSubscribers": 0,
      "unknownSubscribers": 461,
      "distinctCanonicalUrls": 461,
      "canonicalHandleMatches": 461
    },
    "tagEvidence": {
      "totalAssignments": 3625,
      "profilesWithAnyTags": 447,
      "verifiedAssignments": 0,
      "profilesWithVerifiedTags": 0
    },
    "bioLengthBands": [
      {
        "n": 90,
        "band": "600_or_more"
      },
      {
        "n": 142,
        "band": "300_to_599"
      },
      {
        "n": 9,
        "band": "missing"
      },
      {
        "n": 95,
        "band": "150_to_299"
      },
      {
        "n": 125,
        "band": "under_150"
      }
    ],
    "socialNetworks": [
      {
        "links": 111,
        "network": "fansly",
        "profiles": 111
      },
      {
        "links": 268,
        "network": "instagram",
        "profiles": 267
      },
      {
        "links": 7,
        "network": "patreon",
        "profiles": 7
      },
      {
        "links": 39,
        "network": "pornhub",
        "profiles": 39
      },
      {
        "links": 134,
        "network": "tiktok",
        "profiles": 134
      },
      {
        "links": 251,
        "network": "twitter",
        "profiles": 251
      }
    ],
    "eligibleProfiles": 461,
    "methodology": "Read-only aggregation of active, indexable, unsuppressed OnlyDetect records validated within 180 days. The directory is a convenience sample, not representative of all OnlyFans. Stored price, count and link fields are observations, not independently verified current offers or ownership. Zero counters may be source defaults. Date display: Asia/Bangkok."
  }
}