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"share_of_placed": 0.0035 }, { "basis": { "post_location": 2 }, "count": 2, "share": 0.0021, "source": "post_country", "country": "GR", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0035 }, { "basis": { "post_location": 2 }, "count": 2, "share": 0.0021, "source": "post_country", "country": "HU", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0035 }, { "basis": { "post_location": 2 }, "count": 2, "share": 0.0021, "source": "post_country", "country": "JM", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0035 }, { "basis": { "post_location": 2 }, "count": 2, "share": 0.0021, "source": "post_country", "country": "NZ", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0035 }, { "basis": { "post_location": 2 }, "count": 2, "share": 0.0021, "source": "post_country", "country": "SR", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0035 }, { "basis": { "post_location": 2 }, "count": 2, "share": 0.0021, "source": "post_country", "country": "TH", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0035 }, { "basis": { "post_location": 2 }, "count": 2, "share": 0.0021, "source": "post_country", "country": "TN", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0035 }, { "basis": { "post_location": 2 }, "count": 2, "share": 0.0021, "source": "post_country", "country": "UA", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0035 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "AD", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "AL", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "AM", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "BF", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "BG", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "BN", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "CL", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "CM", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "CN", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "FJ", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "GT", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "HT", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "profile_region": 1 }, "count": 1, "share": 0.001, "source": "inferred", "country": "JO", "confidence": { "low": 0, "high": 1, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "KR", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "KZ", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "LK", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "LU", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "MA", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "MD", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "MK", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "MV", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "PA", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "name": 1 }, "count": 1, "share": 0.001, "source": "inferred", "country": "PS", "confidence": { "low": 1, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "RE", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "RS", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "SA", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "SC", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "SK", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "TT", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "TW", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "post_location": 1 }, "count": 1, "share": 0.001, "source": "post_country", "country": "XK", "confidence": { "low": 0, "high": 0, "medium": 0 }, "share_of_placed": 0.0017 }, { "basis": { "bio": 1 }, "count": 1, "share": 0.001, "source": "inferred", "country": "YE", "confidence": { "low": 0, "high": 1, "medium": 0 }, "share_of_placed": 0.0017 } ], "judged": 957, "source": "post_country", "status": "measured", "unknown": { "count": 379, "share": 0.396 }, "inferred": { "count": 52, "share": 0.0543 }, "post_country": { "count": 526, "share": 0.5496 }, "language_only": { "n": 578, "count": 4, "share": 0.0069 }, "placed": { "count": 578, "share": 0.604 } }, "interests": { "n": 957, "rows": [ { "count": 460, "share": 0.4807, "interest": "tech" }, { "count": 110, "share": 0.1149, "interest": "business" }, { "count": 39, "share": 0.0408, "interest": "gaming" }, { "count": 29, "share": 0.0303, "interest": "education" }, { "count": 28, "share": 0.0293, "interest": "finance" }, { "count": 20, "share": 0.0209, "interest": "music" }, { "count": 17, "share": 0.0178, "interest": "photography" }, { "count": 16, "share": 0.0167, "interest": "film_tv" }, { "count": 16, "share": 0.0167, "interest": "sports" }, { "count": 13, "share": 0.0136, "interest": "wellness" }, { "count": 11, "share": 0.0115, "interest": "travel" }, { "count": 10, "share": 0.0104, "interest": "food" }, { "count": 9, "share": 0.0094, "interest": "pets" }, { "count": 8, "share": 0.0084, "interest": "automotive" }, { "count": 7, "share": 0.0073, "interest": "comedy" }, { "count": 6, "share": 0.0063, "interest": "arts_crafts" }, { "count": 6, "share": 0.0063, "interest": "fashion" }, { "count": 5, "share": 0.0052, "interest": "anime" }, { "count": 4, "share": 0.0042, "interest": "fitness" }, { "count": 3, "share": 0.0031, "interest": "books" }, { "count": 2, "share": 0.0021, "interest": "beauty" }, { "count": 1, "share": 0.001, "interest": "dance" }, { "count": 1, "share": 0.001, "interest": "diy" }, { "count": 1, "share": 0.001, "interest": "home_decor" }, { "count": 1, "share": 0.001, "interest": "outdoors" }, { "count": 1, "share": 0.001, "interest": "parenting" } ], "judged": 957, "source": "inferred", "status": "measured", "unknown": { "count": 352, "share": 0.3678 }, "multi_label": true }, "purchase_intent": { "n": 957, "buy": { "count": 18, "share": 0.0188 }, "howto": { "count": 28, "share": 0.0293 }, "judged": 957, "method": "Read by AI from each judged engaged follower's own comments: buy when a comment asks where or how to buy something, which product, shade or brand it is, its price or a link, says they want or will buy a product shown, or says the video made them buy it; howto when it asks how to do or make something, or asks the creator to show a look or technique. Shares are of the judged engaged followers; unknown is those with no reading.", "source": "inferred", "status": "measured", "unknown": { "count": 0, "share": 0.0 }, "top_products": [ { "count": 2, "product": "GitHub link" }, { "count": 1, "product": "Ponytail download link" }, { "count": 1, "product": "app" }, { "count": 1, "product": "MCP servers" }, { "count": 1, "product": "software download" }, { "count": 1, "product": "AI plugin" }, { "count": 1, "product": "AI tool credits" } ], "questions_to_creator": { "n": 1099, "note": "TikTok's own flag on a comment that asks the creator something. Not buying intent: in a hand check of 123 flagged comments (2026-10-11), 31 asked to buy.", "count": 332, "share": 0.3021, "source": "tiktok_flag" } }, "engagement_authenticity": { "label": "genuine", "score": 94, "score_basis": { "rule": "100 only when every engaged follower's profile was read and every engaged follower judged; with any unknown input the score stops at 99. observed is the base each input rests on.", "capped": false, "complete": false, "observed": { "judged": 957, "comments": 1099, "commenters": 957, "with_profile": 754 } }, "empty_accounts": { "n": 957, "base": { "sample": "profiles", "commenters": 957, "profiles_read": 754 }, "count": 28, "share": 0.0293, "unknown": { "count": 203, "share": 0.2121 } }, "generic_comments": { "n": 1099, "count": 121, "share": 0.1101 }, "bot_like_accounts": { "n": 957, "count": 54, "share": 0.0564, "unknown": { "count": 0, "share": 0.0 } }, "duplicate_comments": { "n": 1099, "count": 18, "share": 0.0164 }, "self_replies_removed": 8, "suspicious_commenters": { "n": 957, "count": 61, "share": 0.0637 }, "mass_following_accounts": { "n": 957, "base": { "sample": "profiles", "commenters": 957, "profiles_read": 754 }, "count": 124, "share": 0.1296, "unknown": { "count": 203, "share": 0.2121 } } }, "follower_authenticity_estimate": { "band": "looks_real", "score": 99, "signals": [ { "thin": false, "value": { "percentile": 0.53, "engagement_per_follower": 0.4065, "engagement_rate_per_view": 6.2815 }, "reason": "Each post draws 0.41 interactions per 100 followers, more than 53% of 460 creators with 50k-100k followers.", "signal": "engagement_per_follower_vs_peers", "status": "available", "verdict": "normal", "reference": { "n": 460, "band": "50k-100k", "median": 0.35525, "measure": "likes, comments and shares per post per 100 followers, medians of recent posts", "unmeasured": 40 }, "data_points": 460 }, { "thin": false, "value": { "posts": 20, "percentile": 0.6, "times_median": 1.5, "median_views_per_follower": 0.0699 }, "reason": "Recent posts reach 0.0699 views per follower (median of 20), more than 60% of creators of the same size.", "signal": "views_per_follower", "status": "available", "verdict": "normal", "reference": { "n": 460, "band": "50k-100k", "median": 0.04605, "measure": "median views of recent posts per follower", "unmeasured": 40 }, "data_points": 20 }, { "thin": true, "value": { "drops": 0, "jumps": 0, "points": 4, "drop_dates": [ ], "jump_dates": [ ], "likes_read": true, "worst_drop": null, "worst_jump": null, "unjudged_jumps": 0, "unmatched_jumps": 0 }, "reason": "Followers grew without a jump that came without likes, in the counts on file.", "signal": "follower_growth_spikes", "status": "available", "verdict": "normal", "reference": { "window_days": 365, "jump_within_days": 120 }, "data_points": 4 }, { "thin": false, "value": { "suspicious_commenter_share": 0.0637 }, "reason": "6.4% of 957 engaged followers look automated, empty or copy-pasted.", "signal": "engagement_authenticity", "status": "available", "verdict": "normal", "reference": { "n": 957 }, "data_points": 957 } ], "estimate": true, "confidence": "medium", "disclaimer": "An estimate from indirect evidence: engagement and views against creators of the same size in our index, follower growth on file, and the accounts that comment. Follower lists cannot be read, so this never counts fake followers.", "score_basis": { "rule": "100 only when every signal was read on enough data (none thin or unavailable) and the engaged follower measures had no unknowns; otherwise the score stops at 99. observed is the data points behind each signal.", "thin": [ "follower_growth_spikes" ], "capped": true, "signals": 4, "complete": false, "observed": { "views_per_follower": 20, "follower_growth_spikes": 4, "engagement_authenticity": 957, "engagement_per_follower_vs_peers": 460 }, "unavailable": [ ], "signals_read": 4, "inputs_with_unknowns": [ "engagement_authenticity" ] }, "context_signals": [ { "value": { "percentile": 0.35, "engagement_rate_per_view": 6.2815 }, "reason": "Per view, posts draw 6.28 interactions per 100 views, fewer than 65% of 460 creators with 50k-100k followers (median 8.44). Not scored: bought followers never see a post, so they do not move a per-view rate, and a creator whose videos reach far beyond their followers draws many viewers who rarely like or comment, which lowers it (here views per follower are above 60% of peers). Engagement per follower is the scored measure.", "scored": false, "signal": "engagement_rate_per_view_vs_peers", "status": "context", "verdict": null, "reference": { "n": 460, "band": "50k-100k", "median": 8.44455, "measure": "likes, comments and shares per 100 views, medians of recent posts" } } ], "confidence_basis": { "thin": [ "follower_growth_spikes" ], "agreeing": 4, "dissenting": [ ], "signals_read": 4 } }, "demographics": { "n": 957, "age": { "n": 957, "rows": [ { "basis": { "stated": 1, "picture": 21 }, "count": 22, "share": 0.023, "age_band": "13-17", "share_of_known": 0.088 }, { "basis": { "stated": 5, "picture": 56 }, "count": 61, "share": 0.0637, "age_band": "18-24", "share_of_known": 0.244 }, { "basis": { "stated": 6, "picture": 64 }, "count": 70, "share": 0.0731, "age_band": "25-34", "share_of_known": 0.28 }, { "basis": { "stated": 0, "picture": 54 }, "count": 54, "share": 0.0564, "age_band": "35-44", "share_of_known": 0.216 }, { "basis": { "stated": 1, "picture": 31 }, "count": 32, "share": 0.0334, "age_band": "45-54", "share_of_known": 0.128 }, { "basis": { "stated": 0, "picture": 11 }, "count": 11, "share": 0.0115, "age_band": "55+", "share_of_known": 0.044 } ], "min_n": 30, "unknown": { "count": 707, "share": 0.7388 }, "observed": 250, "suppressed": false }, "base": { "faces": 253, "sample": "profiles", "commenters": 957, "profiles_read": 754 }, "note": "Estimated presentation and age bands across the engaged audience, not anyone's sex or gender identity, and sometimes wrong for a given person. Only these totals are kept; nothing is stored about any one engaged follower.", "gender": { "n": 957, "rows": [ { "basis": { "stated": 0, "picture": 56 }, "count": 56, "share": 0.0585, "gender": "female", "share_of_known": 0.2213 }, { "basis": { "stated": 0, "picture": 197 }, "count": 197, "share": 0.2059, "gender": "male", "share_of_known": 0.7787 } ], "min_n": 30, "unknown": { "count": 704, "share": 0.7356 }, "observed": 253, "suppressed": false }, "method": "Gender and age from the profile picture classifier on each engaged follower's profile (the face's presentation and estimated age), over the profile sample: every engaged follower whose profile we read, the judged engaged followers first. For the judged engaged followers, what they state outright wins over the picture: pronouns, or an age or birth year in the bio. Never from a name. A breakdown known for fewer than 30 engaged followers is marked suppressed: too few to show, its counts kept with the n.", "source": "inferred", "status": "measured", "pictures": { "face": 253, "other": 49, "no_face": 452, "no_profile": 203, "profiles_read": 754 }, "age_by_gender": { "male": { "n": 197, "rows": [ { "basis": { "stated": 0, "picture": 9 }, "count": 9, "share": 0.0457, "age_band": "13-17", "share_of_known": 0.0476 }, { "basis": { "stated": 1, "picture": 34 }, "count": 35, "share": 0.1777, "age_band": "18-24", "share_of_known": 0.1852 }, { "basis": { "stated": 4, "picture": 51 }, "count": 55, "share": 0.2792, "age_band": "25-34", "share_of_known": 0.291 }, { "basis": { "stated": 0, "picture": 50 }, "count": 50, "share": 0.2538, "age_band": "35-44", "share_of_known": 0.2646 }, { "basis": { "stated": 0, "picture": 29 }, "count": 29, "share": 0.1472, "age_band": "45-54", "share_of_known": 0.1534 }, { "basis": { "stated": 0, "picture": 11 }, "count": 11, "share": 0.0558, "age_band": "55+", "share_of_known": 0.0582 } ], "min_n": 30, "unknown": { "count": 8, "share": 0.0406 }, "observed": 189, "suppressed": false }, "female": { "n": 56, "rows": [ { "basis": { "stated": 0, "picture": 12 }, "count": 12, "share": 0.2143, "age_band": "13-17", "share_of_known": 0.2143 }, { "basis": { "stated": 2, "picture": 22 }, "count": 24, "share": 0.4286, "age_band": "18-24", "share_of_known": 0.4286 }, { "basis": { "stated": 1, "picture": 13 }, "count": 14, "share": 0.25, "age_band": "25-34", "share_of_known": 0.25 }, { "basis": { "stated": 0, "picture": 4 }, "count": 4, "share": 0.0714, "age_band": "35-44", "share_of_known": 0.0714 }, { "basis": { "stated": 0, "picture": 2 }, "count": 2, "share": 0.0357, "age_band": "45-54", "share_of_known": 0.0357 }, { "basis": { "stated": 0, "picture": 0 }, "count": 0, "share": 0.0, "age_band": "55+", "share_of_known": 0.0 } ], "min_n": 30, "unknown": { "count": 0, "share": 0.0 }, "observed": 56, "suppressed": false }, "unknown": { "n": 704, "rows": [ { "basis": { "stated": 1, "picture": 0 }, "count": 1, "share": 0.0014, "age_band": "13-17", "share_of_known": 0.2 }, { "basis": { "stated": 2, "picture": 0 }, "count": 2, "share": 0.0028, "age_band": "18-24", "share_of_known": 0.4 }, { "basis": { "stated": 1, "picture": 0 }, "count": 1, "share": 0.0014, "age_band": "25-34", "share_of_known": 0.2 }, { "basis": { "stated": 0, "picture": 0 }, "count": 0, "share": 0.0, "age_band": "35-44", "share_of_known": 0.0 }, { "basis": { "stated": 1, "picture": 0 }, "count": 1, "share": 0.0014, "age_band": "45-54", "share_of_known": 0.2 }, { "basis": { "stated": 0, "picture": 0 }, "count": 0, "share": 0.0, "age_band": "55+", "share_of_known": 0.0 } ], "min_n": 30, "unknown": { "count": 699, "share": 0.9929 }, "observed": 5, "suppressed": true } } }, "disclosures": { "posts_with_comments": { "count": 116, "posts_read": 200, "share": 0.58 }, "countries_on_language_alone": { "n": 578, "count": 4, "share": 0.0069 }, "profiles": { "commenters": 957, "read": { "count": 754, "share": 0.7879 }, "not_read": { "not_found": 3, "invalid_input": 1, "no_reason_given": 8, "private_account": 173, "audience_controls": 18 }, "note": "Profile measures (empty and mass-following accounts, notable engaged followers, gender and age from the picture) rest on the profiles read. A private account shows no profile to anyone; not_read says why each of the rest has none.", "profile_sample": { "commenters": 957, "faces": 253, "faces_wanted": null, "cap": 1600, "stop": "audience_read", "not_read": { "not_found": 3, "invalid_input": 1, "no_reason_given": 8, "private_account": 173, "audience_controls": 18 }, "read": { "count": 754, "share": 0.7879 }, "note": "Two samples. Claude judges a sample of engaged followers (country, interests, brands, what they state); every share read from a judgment is out of it. Reading a profile costs no model call, so the profile measures (gender and age, empty and mass-following accounts, notable engaged followers) read a wider sample drawn the same seeded way, the judged engaged followers first, until faces_wanted pictures show a face or cap engaged followers were read." } } }, "cities": { "n": 957, "rows": [ { "city": "Brisbane", "count": 2, "share": 0.0021, "country": "AU", "confidence": { "high": 2, "medium": 0 }, "share_of_placed": 0.0714 }, { "city": "London", "count": 2, "share": 0.0021, "country": "GB", "confidence": { "high": 2, "medium": 0 }, "share_of_placed": 0.0714 }, { "city": "Los Angeles", "count": 2, "share": 0.0021, "country": "US", "confidence": { "high": 2, "medium": 0 }, "share_of_placed": 0.0714 }, { "city": "Melbourne", "count": 1, "share": 0.001, "country": "AU", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Antwerp", "count": 1, "share": 0.001, "country": "BE", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Montreal", "count": 1, "share": 0.001, "country": "CA", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Hamburg", "count": 1, "share": 0.001, "country": "DE", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Ibiza", "count": 1, "share": 0.001, "country": "ES", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Dublin", "count": 1, "share": 0.001, "country": "IE", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Reykjavik", "count": 1, "share": 0.001, "country": "IS", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Milan", "count": 1, "share": 0.001, "country": "IT", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Mandeville", "count": 1, "share": 0.001, "country": "JM", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Tokyo", "count": 1, "share": 0.001, "country": "JP", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Kalpitiya", "count": 1, "share": 0.001, "country": "LK", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Leidschendam", "count": 1, "share": 0.001, "country": "NL", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Uppsala", "count": 1, "share": 0.001, "country": "SE", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Chaguanas", "count": 1, "share": 0.001, "country": "TT", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Charlotte", "count": 1, "share": 0.001, "country": "US", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Chicago", "count": 1, "share": 0.001, "country": "US", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Crossville", "count": 1, "share": 0.001, "country": "US", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Las Vegas", "count": 1, "share": 0.001, "country": "US", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "New York City", "count": 1, "share": 0.001, "country": "US", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Portland", "count": 1, "share": 0.001, "country": "US", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Riverside", "count": 1, "share": 0.001, "country": "US", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 }, { "city": "Seattle", "count": 1, "share": 0.001, "country": "US", "confidence": { "high": 1, "medium": 0 }, "share_of_placed": 0.0357 } ], "min_n": 20, "judged": 957, "method": "A city an engaged follower names in their bio or display name, or a district or landmark of one, read by Claude; paired with the country it belongs to. Never from language, names or comments. Cities stated by fewer than 20 engaged followers are marked suppressed: too few to show, counts kept with the n.", "source": "stated", "status": "measured", "unknown": { "count": 929, "share": 0.9707 }, "observed": 28, "suppressed": false, "placed": { "count": 28, "share": 0.0293 } }, "notable_commenters": { "n": 957, "rows": [ { "username": "googlegemini", "verified": true, "followers": 1700000 }, { "username": "yoitsram", "verified": false, "followers": 898500 }, { "username": "ifgodprovides", "verified": false, "followers": 161000 }, { "username": "ace_carter69", "verified": false, "followers": 82500 }, { "username": "hindriixx", "verified": false, "followers": 52100 }, { "username": "madnox92", "verified": false, "followers": 50100 }, { "username": "a0yy3", "verified": false, "followers": 42700 }, { "username": "umbra.caelum", "verified": false, "followers": 42600 }, { "username": "beatzcreative", "verified": false, "followers": 37500 }, { "username": "yantheriault", "verified": false, "followers": 35500 }, { "username": "when.i.become", "verified": false, "followers": 34900 }, { "username": "itzanettdiazz", "verified": false, "followers": 33200 }, { "username": "katherine.is.a.wolf", "verified": false, "followers": 31200 }, { "username": "colonel_underpants", "verified": false, "followers": 27100 }, { "username": "tft4lyf", "verified": false, "followers": 26900 }, { "username": "josenwdfloj", "verified": false, "followers": 26100 }, { "username": "denisas_c", "verified": false, "followers": 23300 }, { "username": "jamiechan88", "verified": false, "followers": 23000 }, { "username": "psyche.relations.fr", "verified": false, "followers": 22400 }, { "username": "1bigbackbaker", "verified": false, "followers": 22100 } ], "count": 34, "floor": 1000, "source": "profile", "status": "measured", "unknown": { "count": 203, "share": 0.2121 }, "excluded": { "note": "Not listed: the creator's own accounts, and accounts the creator tagged in the posts read (collaborators, not fans).", "collaborators": 0, "creator_accounts": 0 }, "not_named": { "minor": 0, "private": 0, "below_floor": 0 }, "min_followers": 10000, "profiles_read": 754 }, "brand_affinity": { "n": 957, "rows": [ { "brand": "Claude", "count": 65, "share": 0.0679 }, { "brand": "ChatGPT", "count": 11, "share": 0.0115 }, { "brand": "Google", "count": 10, "share": 0.0104 }, { "brand": "Gemini", "count": 9, "share": 0.0094 }, { "brand": "Codex", "count": 8, "share": 0.0084 }, { "brand": "Grok", "count": 6, "share": 0.0063 }, { "brand": "Kimi", "count": 6, "share": 0.0063 }, { "brand": "GPT", "count": 5, "share": 0.0052 }, { "brand": "WorkBeaver", "count": 4, "share": 0.0042 }, { "brand": "Antigravity", "count": 3, "share": 0.0031 }, { "brand": "gen.pro", "count": 3, "share": 0.0031 }, { "brand": "OBS", "count": 3, "share": 0.0031 }, { "brand": "Proofademic", "count": 3, "share": 0.0031 }, { "brand": "Replit", "count": 3, "share": 0.0031 }, { "brand": "Alight Motion", "count": 2, "share": 0.0021 }, { "brand": "Apify", "count": 2, "share": 0.0021 }, { "brand": "Apple", "count": 2, "share": 0.0021 }, { "brand": "Atlas", "count": 2, "share": 0.0021 }, { "brand": "CapCut", "count": 2, "share": 0.0021 }, { "brand": "Cursor", "count": 2, "share": 0.0021 }, { "brand": "Hermes", "count": 2, "share": 0.0021 }, { "brand": "Higgsfield", "count": 2, "share": 0.0021 }, { "brand": "Manchester City", "count": 2, "share": 0.0021 }, { "brand": "MiniMax", "count": 2, "share": 0.0021 }, { "brand": "N8N", "count": 2, "share": 0.0021 } ], "judged": 957, "method": "Consumer brands only (a brand, a shop that is itself a brand, or a brand's account; a product is counted as the brand that makes it) that an engaged follower names in their bio or their comments on this creator, read by Claude from the bio and up to 3 comments each. Not platforms, marketplaces, sale events or schools. One count per engaged follower a brand. Musicians, games, titles, characters and creators are listed apart.", "source": "inferred", "status": "measured", "unknown": { "count": 0, "share": 0.0 }, "commenters_naming_a_brand": { "count": 222, "share": 0.232 }, "artists_and_titles_mentioned": { "note": "Musicians, games, titles, characters and creators the engaged audience names. Not brands.", "rows": [ { "name": "Jarvis", "count": 23, "share": 0.024 }, { "name": "Hermes", "count": 7, "share": 0.0073 }, { "name": "Jack", "count": 2, "share": 0.0021 }, { "name": "Jules", "count": 2, "share": 0.0021 }, { "name": "Ponytail", "count": 2, "share": 0.0021 }, { "name": "@tan_vivi0", "count": 1, "share": 0.001 }, { "name": "Affaan", "count": 1, "share": 0.001 }, { "name": "Andrej Karpathy", "count": 1, "share": 0.001 }, { "name": "Arc Raiders", "count": 1, "share": 0.001 }, { "name": "Avatar", "count": 1, "share": 0.001 }, { "name": "BINI", "count": 1, "share": 0.001 }, { "name": "Call of Duty", "count": 1, "share": 0.001 }, { "name": "CarterPulseEU", "count": 1, "share": 0.001 }, { "name": "CNN", "count": 1, "share": 0.001 }, { "name": "Confucius", "count": 1, "share": 0.001 }, { "name": "David", "count": 1, "share": 0.001 }, { "name": "DeFnOt.kileli", "count": 1, "share": 0.001 }, { "name": "Deniz", "count": 1, "share": 0.001 }, { "name": "Dihyan", "count": 1, "share": 0.001 }, { "name": "Edward Skeletrix", "count": 1, "share": 0.001 }, { "name": "Elden ring", "count": 1, "share": 0.001 }, { "name": "Elon Misk", "count": 1, "share": 0.001 }, { "name": "Eto", "count": 1, "share": 0.001 }, { "name": "Fable 5", "count": 1, "share": 0.001 }, { "name": "Funneh", "count": 1, "share": 0.001 } ], "commenters_naming_one": { "count": 73, "share": 0.0763 } } }, "performance": { "index": { "note": "The index's figures, over the posts it read at its last scrape of this creator.", "source": "index", "followers": 79700, "average_views": 5158, "engagement_rate": 6.2815, "engagement_rate_measure": "the index's rate: 100 x (likes + comments + shares) / views, from the median likes, comments, shares and views of the posts it read at its last scrape" }, "posts_read": { "n": 20, "to": "2026-09-30", "from": "2026-09-15", "posts": 20, "source": "posts_read", "status": "measured", "mean_likes": 3975, "mean_views": 68837, "mean_shares": 530, "median_likes": 284, "median_views": 5572, "mean_comments": 18, "means_measure": "mean of each stat over the posts this report read; one viral post can carry it, so the medians are the headline figures", "median_shares": 50, "engagement_rate": 5.2938, "median_comments": 5, "engagement_rate_measure": "median of each post's 100 x (likes + comments + shares) / views, over the posts this report read", "engagement_rate_per_follower": { "mean": 5.6755, "median": 0.4197, "status": "measured", "measure": "engagement per follower: 100 x (likes + comments + shares) / followers for each post, the median and the mean over the posts this report read", "followers": 79700 } }, "estimated_reach": { "value": null, "reason": "Reach is the number of unique viewers. TikTok shows plays, not unique viewers, and we hold no count of them, so reach is not derived from views.", "status": "not_measured" }, "follower_growth": { "change": { "30d": { "change": null, "reason": "The follower history on file starts 2026-10-11, less than 30 days ago.", "status": "unavailable", "window_days": 30 }, "90d": { "change": null, "reason": "The follower history on file starts 2026-10-11, less than 90 days ago.", "status": "unavailable", "window_days": 90 }, "365d": { "change": null, "reason": "The follower history on file starts 2026-10-11, less than 365 days ago.", "status": "unavailable", "window_days": 365 } }, "points": 2, "series": [ { "date": "2026-10-11", "followers": 78900 }, { "date": "2026-10-14", "followers": 79700 } ], "source": "counthistories", "status": "available", "counts_on_file": 4 } }, "brand_collaborations": { "posts": [ { "url": "https://www.tiktok.com/@jackroberts____/video/7691340846473481504", "date": "2026-09-30", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7690620615220284704", "date": "2026-09-28", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7690249485326241057", "date": "2026-09-27", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7689125270044921120", "date": "2026-09-24", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7688800103103991072", "date": "2026-09-23", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7688753920268668193", "date": "2026-09-23", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7688428951311551776", "date": "2026-09-22", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7688383256814718240", "date": "2026-09-22", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7688011902051568929", "date": "2026-09-21", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7687686711115107616", "date": "2026-09-20", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7687632855261842721", "date": "2026-09-20", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7687329722447056160", "date": "2026-09-19", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7686591497185037600", "date": "2026-09-17", "paid": true, "accounts": [ ], "paid_signals": [ "paid_partnership_caption" ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7686585072958377248", "date": "2026-09-17", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7686543747315748129", "date": "2026-09-17", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7686206219912088865", "date": "2026-09-16", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7686177475545648416", "date": "2026-09-16", "paid": true, "accounts": [ ], "paid_signals": [ "paid_partnership_caption" ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7686153367625780513", "date": "2026-09-16", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7685847969844808993", "date": "2026-09-15", "paid": false, "accounts": [ ], "paid_signals": [ ] }, { "url": "https://www.tiktok.com/@jackroberts____/video/7685805461722959137", "date": "2026-09-15", "paid": false, "accounts": [ ], "paid_signals": [ ] } ], "brands": [ { "brand": "CodeRabbit", "dates": [ "2026-09-17" ], "posts": 1, "evidence": [ "caption_read" ], "paid_posts": 1 }, { "brand": "VEED", "dates": [ "2026-09-16" ], "posts": 1, "evidence": [ "caption_read" ], "paid_posts": 1 } ], "source": "posts", "status": "measured", "accounts": [ ], "hashtags": { "rows": [ { "tag": "claude", "posts": 6, "share": 0.3 }, { "tag": "opensource", "posts": 6, "share": 0.3 }, { "tag": "aiagents", "posts": 5, "share": 0.25 }, { "tag": "aivideo", "posts": 4, "share": 0.2 }, { "tag": "claudeskills", "posts": 4, "share": 0.2 }, { "tag": "aitools", "posts": 3, "share": 0.15 }, { "tag": "chatgpt", "posts": 3, "share": 0.15 }, { "tag": "claudecode", "posts": 3, "share": 0.15 }, { "tag": "aicoding", "posts": 2, "share": 0.1 }, { "tag": "gemini", "posts": 2, "share": 0.1 }, { "tag": "jev", "posts": 2, "share": 0.1 }, { "tag": "productlaunch", "posts": 2, "share": 0.1 }, { "tag": "agenticvideo", "posts": 1, "share": 0.05 }, { "tag": "aiavatar", "posts": 1, "share": 0.05 }, { "tag": "aiimages", "posts": 1, "share": 0.05 } ], "source": "posts", "posts_read": 20 }, "paid_posts": { "count": 2, "share": 0.1 }, "posts_read": 20, "caption_read": { "model": "claude-sonnet-5-5", "status": "read", "cost_usd": 0.004198, "posts_sent": 2, "input_tokens": 1759, "output_tokens": 68 }, "brand_signals": [ { "brand": "CodeRabbit", "dates": [ "2026-09-17" ], "posts": 1 }, { "brand": "Google", "dates": [ "2026-09-15" ], "posts": 1 }, { "brand": "VEED", "dates": [ "2026-09-16" ], "posts": 1 } ], "account_lookup": { "status": "available" }, "index_mentions": { "note": "Handles the creator mentioned across every post the index has read, with how often. Undated.", "rows": [ ], "source": "index", "status": "available", "other_accounts": 0 }, "creator_accounts": [ ], "other_accounts_mentioned": 0 }, "showcase": { "quotes": [ { "text": "how many tokens does it eat up?", "language": "en", "translation": null }, { "text": "I've been using Kimi for months now and it's amazing", "language": "en", "translation": null }, { "text": "That plugin is not found when I search for it", "language": "en", "translation": null }, { "text": "This guys deserves a statue", "language": "en", "translation": null }, { "text": "has anyone used this?", "language": "en", "translation": null } ], "best_fit": [ { "en": "AI tools", "brands": [ "Claude", "ChatGPT", "Gemini", "Codex" ], "interest": "tech" } ], "headline": "English-speaking engaged followers (90.6%) are mostly men (77.9%) and 48.1% are into tech, so this suits tech and AI brands." }, "index_hashtags": { "note": "The creator's hashtags across every post the index has read, with how often. Undated; read on the report's first view, not when it was computed.", "rows": [ { "tag": "claude", "count": 6 }, { "tag": "opensource", "count": 6 }, { "tag": "aiagents", "count": 4 }, { "tag": "aivideo", "count": 4 }, { "tag": "claudeskills", "count": 4 }, { "tag": "aitools", "count": 3 }, { "tag": "claudecode", "count": 3 }, { "tag": "aicoding", "count": 2 }, { "tag": "chatgpt", "count": 2 }, { "tag": "gemini", "count": 2 }, { "tag": "jev", "count": 2 }, { "tag": "productlaunch", "count": 2 } ], "source": "index", "read_on": "2026-10-14" }, "follower_quality": { "note": "From public counts: engagement and reach against creators of the same size, and follower counts beside lifetime likes over the last year. Follower lists cannot be read, so this is a verdict, not a count.", "reach": { "n": 460, "band": "50k-100k", "percentile": 0.6, "times_median": 1.5 }, "growth": { "drop": null, "jumps": 0, "since": "2026-10-11", "points": 4, "status": "read", "verdict": "normal", "worst_jump": null, "unjudged_jumps": 0, "unmatched_jumps": 0 }, "reason": null, "read_on": "2026-10-15", "verdict": "healthy", "engagement": { "n": 460, "band": "50k-100k", "percentile": 0.53, "times_median": 1.1 } }, "error": null }