{ "@context": "https://koinonlink.com/schema/creator/v1.3", "@type": "Creator", "schema_version": "1.3", "id": "koinon:creator:tiktok_masa_review", "url": "https://koinonlink.com/kol/tiktok/masa_review", "alternate": { "html": "https://koinonlink.com/kol/tiktok/masa_review", "json": "https://koinonlink.com/kol/tiktok/masa_review.json", "markdown": "https://koinonlink.com/kol/tiktok/masa_review.md" }, "identity": { "display_name": "تجربة ليوم LY 🥩🍝🍷", "handle": "masa_review", "platform": "tiktok", "platform_url": "https://www.tiktok.com/@masa_review", "website": null, "country": null, "country_name": null, "location_text": null, "entity_type": "creator", "person_id": null, "person_id_note": "Cross-platform identity not resolved for this creator.", "other_accounts": [], "claimed": false, "claimed_note": "Not claimed. This says nothing about the creator — most profiles are simply not claimed yet.", "declared_accounts": [] }, "first_party": null, "reach": { "followers": 3622, "following": 117, "posts_total": 28, "posts_observed": 2, "account_age_days": null, "posts_per_day": null, "verified": false, "size_tier": "nano" }, "engagement": { "status": "not_collected", "engagement_rate": null, "engagement_rate_basis": null, "posts_in_average": null, "avg_views_per_post": null, "peak_post_engagement_rate": null, "avg_interactions_per_post": null, "best_post_interactions": null, "measurement_source": null, "measurement_formula": null, "comparable_pool": null, "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": { "bio": "تجربة ليوم 👌👍🏻✌️", "topics": [ "Local restaurant reviews in Tripoli", "Food and cafe experiences in Andalusia district", "Tourist and lifestyle spots in Tripoli", "Cultural and social vibes of Libyan urban life", "Use of TikTok for local discovery and sharing", "Popular food trends in Libya" ], "topics_en": [ "Local restaurant reviews in Tripoli", "Food and cafe experiences in Andalusia district", "Tourist and lifestyle spots in Tripoli", "Cultural and social vibes of Libyan urban life", "Use of TikTok for local discovery and sharing", "Popular food trends in Libya" ], "topics_zh": [ "的黎波里本地餐厅点评", "安达卢西亚区的美食和咖啡馆体验", "的黎波里旅游及生活好去处", "利比亚城市生活的文化与社交氛围", "使用TikTok进行本地发现和分享", "利比亚热门美食趋势" ], "category": "lifestyle", "category_label": "Lifestyle", "subcategory": "food", "subcategory_label": "Food & cooking", "category_confidence": 0.95, "category_source": "derived_from_recent_content" }, "audience": { "status": "present", "status_note": null, "description": "Local Libyan food and lifestyle explorers in Tripoli, especially those interested in dining, cafes, and tourist spots in Andalusia district and surrounding areas", "roles": [ "consumer" ], "seniority": "consumer", "pain_points": [ "Hard to find reliable and up-to-date local restaurant reviews", "Difficulty discovering hidden gems or new spots in Tripoli's neighborhoods", "Lack of trustworthy local guides for food and leisure in areas like Andalusia and Ghout Al-Sha'el", "Limited access to curated, visually engaging local experiences on social media" ], "posts_analysed": 40, "confidence": 0.75 }, "commercial": { "audience_buyer_fit": 0.1, "promotion_intent": 0.1, "open_to_collaboration": false, "contact": null, "contact_note": "Koinon does not publish creator contact details." }, "quality": { "authenticity_score": 38, "authenticity_basis": "profile_shape_only", "authenticity_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.", "authenticity_comparable_across_platforms": false, "credibility_score": 38, "credibility_note": null, "flagged_for_review": false, "flag_reasons": [], "anomaly_flags": [], "koinon_bd_grade": { "value": "C", "scale": [ "A", "B", "C", "quarantine", null ], "value_meanings": { "A": "Strong fit for Koinon partner outreach.", "B": "Moderate fit.", "C": "Weak fit, or never scored.", "quarantine": "Flagged for manual review. Excluded from Koinon published statistics, but creator search still RETURNS these profiles unless you pass exclude_anomalous:true — check quality.flagged_for_review.", "null": "Never scored." }, "measures": "koinon_partner_outreach_fit", "basis": "koinon_bd_fit_and_engagement", "formula": "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.", "comparable_across_platforms": false, "interpretation": "NOT a quality score and NOT fit for your campaign — it grades Koinon own partner-outreach interest in gaming, e-commerce and software. A \"C\" usually means \"outside those industries\" or \"not yet scored\".", "explained_at": "https://koinonlink.com/for-ai#koinon_bd_grade" }, "interpretation": "Signals for triage, not verdicts. A flag means the profile is worth a manual check." }, "evidence": [ { "evidence_id": "tiktok_masa_review#db4b11b1", "type": "creator_content", "excerpt": "@SMD Burger #smd_burger مكان القهوة حي الاندلس زنقة هارون يجيك ع ايمين بزززبط ✌️ #طرابلس_بنغازي_المرج_البيضاء_درنه_طبرق #حي_الاندلس_قرقارش_سياحيه #ليبيا🇱🇾", "source_url": "https://www.tiktok.com/@masa_review", "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "tiktok_masa_review#3d8eb413", "type": "creator_content", "excerpt": "original sound - masa_review", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "tiktok_masa_review#bc88f86d", "type": "creator_content", "excerpt": "It is a becoming a big trend on TikTok now! Click here: smd_burger", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "tiktok_masa_review#4eab1215", "type": "creator_content", "excerpt": "Check out تجربة ليوم LY 🥩🍝🍷’s video! #TikTok >", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "tiktok_masa_review#924fabef", "type": "creator_content", "excerpt": "#تجربة_اليوم_masa @cave #النوفلين_جرابه_بن_عاشور_الدهماني❤ #حي_الاندلس_قرقارش_سياحيه #السياحية_قرقارش_جنزور_غوط_الشعال❤❤ #سوق_الجمعة_طرابلس_ليبيا #ليبيا🇱🇾", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "tiktok_masa_review#72c37e94", "type": "creator_content", "excerpt": "Pieces (Solo Piano Version)", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "tiktok_masa_review#168c76f6", "type": "creator_content", "excerpt": "سكاي مارينا حي الاندلس ❤️🔥 #تجربة_اليوم_masa #حي_الاندلس_قرقارش_سياحيه #الشعب_الصيني_ماله_حل😂😂 #tripoli #السياحية_قرقارش_جنزور_غوط_الشعال❤❤", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "tiktok_masa_review#612f1750", "type": "creator_content", "excerpt": "@House Of Cocoa Libya #نوفلين_طرابلس_بن_عاشور_جرابه #الشعب_الصيني_ماله_حل #ليبيا #الشعب_الصيني_ماله_حل😂😂 #حي_الاندلس_قرقارش_سياحيه", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." } ], "provenance": [ { "field": "audience.description", "source_type": "ai_inferred", "confidence": 0.75, "freshness_days": 0, "method": "llm_persona_from_recent_content", "note_ref": "llm_persona_from_recent_content" }, { "field": "audience.roles", "source_type": "ai_inferred", "confidence": 0.75, "freshness_days": 0, "method": "llm_persona_from_recent_content", "note_ref": "llm_persona_from_recent_content" }, { "field": "audience.seniority", "source_type": "ai_inferred", "confidence": 0.75, "freshness_days": 0, "method": "llm_persona_from_recent_content", "note_ref": "llm_persona_from_recent_content" }, { "field": "commercial.audience_buyer_fit", "source_type": "ai_inferred", "confidence": 0.6, "freshness_days": 0, "method": "llm_scorer", "note": "Relative signal within Koinon indexing, not a market-wide score." }, { "field": "commercial.promotion_intent", "source_type": "ai_inferred", "confidence": 0.6, "freshness_days": 0, "method": "llm_scorer" }, { "field": "quality.anomaly_flags", "source_type": "heuristic", "confidence": 0.5, "freshness_days": 51, "method": "profile_snapshot_and_engagement_ratio_heuristic", "note": "Means \"worth a manual check\", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person." }, { "field": "quality.authenticity_score", "source_type": "heuristic", "confidence": 0.25, "freshness_days": 0, "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.", "note": "The input set differs by platform; do not compare this score across platforms." }, { "field": "quality.koinon_bd_grade", "source_type": "ai_inferred", "confidence": 0.5, "freshness_days": 51, "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.", "note": "Koinon partner-outreach fit, not creator quality." }, { "field": "reach.followers", "source_type": "observed", "confidence": 0.95, "freshness_days": 51, "method": "platform_profile" } ], "method_notes": { "llm_persona_from_recent_content": "Computed from posts read live at analysis time; those posts are NOT retained. The excerpts in evidence[] are separately collected profile content and are NOT the inputs to this inference. Do not cite them as its supporting evidence." }, "freshness": { "profile_checked_days_ago": 51, "content_analysed_days_ago": 0, "audience_updated_days_ago": 0, "generated_at": "2026-09-05T01:14:44.697Z" }, "retrieval": { "indexing_requests": 1, "user_triggered_requests": 0, "last_user_triggered_day": null, "note": "Being indexed in bulk is not the same as being retrieved to answer a question." }, "relationships": { "platform_entity": "https://koinonlink.com/creators/tiktok", "category_entity": "https://koinonlink.com/product-category/lifestyle" }, "license": { "terms": "https://koinonlink.com/for-ai", "attribution": "Koinon Link", "claim_url": "https://koinonlink.com/claim?k=tiktok_masa_review", "removal_url": "https://koinonlink.com/claim?k=tiktok_masa_review" } }