# GD's Highlights (@gdshighlights) on tiktok

- id: koinon:creator:tiktok_gdshighlights
- url: https://koinonlink.com/kol/tiktok/gdshighlights
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: gdshighlights
- platform_url: https://www.tiktok.com/@gdshighlights
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 245078
- following: 6
- posts_total: 143
- posts_observed: 6
- verified: false
- size_tier: kol

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: entertainment
- subcategory: sports
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: NBA高光剪辑, 球员戏剧与冲突, 选秀与交易, 球星表现（如LeBron、Wemby、Curry）, 病毒式篮球时刻
- bio: Founded by gdfactoryclips
🏀 More Quality NBA content 
Team HOH

## Audience (inferred)
- status: present
- description: NBA and basketball fans, mainly young followers who enjoy highlight reels and player gossip
- roles: consumer
- seniority: consumer
- pain_points: Missing out on key game highlights and epic moments, Wanting to quickly find dramatic or intense moments involving specific players, Lacking timely updates on trades, drafts, and injuries, Enjoy jumping into trending NBA conversations and memes
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.1
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: profile_shape_only
- credibility_score: 66
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [tiktok_gdshighlights#7e17c980] Bro wants to be with LeBron & the Lakers 😭 #NBA #basketball #fyp #foryou #foryoupage (https://www.tiktok.com/@gdshighlights)
- [tiktok_gdshighlights#f3293e6b] original sound - spiderx211
- [tiktok_gdshighlights#a409167b] The #NBA Draft is here, so whether you're heading to New York or dreaming of the perfect pick, we're here for all things #NBA.
- [tiktok_gdshighlights#d7b840a1] It is a becoming a big trend on TikTok now! Click here: nba
- [tiktok_gdshighlights#c83ea885] Check out GD's Highlights’s video! #TikTok >
- [tiktok_gdshighlights#fa72446a] Bro made the coldest pass ever 😭 #NBA #basketball #fyp #foryou #foryoupage
- [tiktok_gdshighlights#2df51f91] original sound - prod.tjm
- [tiktok_gdshighlights#4f4fe754] Bronny & his dad put on a show ✌️🔥 #NBA #basketball #fyp #foryou #foryoupage

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=54, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=54, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=54, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=54, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=54, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=92, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=54, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=92, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=92, method=platform_profile

## Freshness
- profile_checked_days_ago: 92
- content_analysed_days_ago: 54
- audience_updated_days_ago: 54

## AI retrieval
- indexing_requests: 13
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=tiktok_gdshighlights
- Request removal: https://koinonlink.com/claim?k=tiktok_gdshighlights
- Terms: https://koinonlink.com/for-ai