# Lương Toàn Thắng (@luongtoanthang712) on tiktok

- id: koinon:creator:tiktok_luongtoanthang712
- url: https://koinonlink.com/kol/tiktok/luongtoanthang712
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: luongtoanthang712
- platform_url: https://www.tiktok.com/@luongtoanthang712
- country: Vietnam
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 904845
- following: 542
- posts_total: 1886
- posts_observed: 12
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.01017
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 6833
- best_post_interactions: 37881
- measurement_source: tiktok_posts_mean
- measurement_formula: digg + comment + share, mean over observed posts, divided by the mean play count of those same posts — on TikTok the algorithmic feed decides reach, so followers are not the denominator that describes what share of an audience engaged
- comparable_pool: view_based_interactions
- status_note: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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: ecommerce
- subcategory: crossborder
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Megalive e-commerce sessions, Xiaomi and gadget promotions, Power bank and accessory deals, Shoe and fashion product drops, Livestream deal hunting
- bio: CHẤT LƯỢNG LÀ TRÊN HẾT.
Livestream 19h00 hằng ngày 🛒🛍

## Audience (inferred)
- status: present
- description: Vietnamese consumers who watch TikTok livestreams to buy affordable electronics, gadgets, phones, power banks and shoes
- roles: consumer
- seniority: consumer
- pain_points: Missing limited-stock megalive deals, Finding reliable cheap tech and fashion items, Uncertainty about product quality in live sales, Competing for time-sensitive promotions
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: engagement_observed
- credibility_score: 66
- flagged_for_review: false
- koinon_bd_grade: B — 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_luongtoanthang712#3d98380a] “ Break through Livestream Creator” giải thưởng nhà sáng tạo nôi dung livestream E-commerce xuất sắc 2024, chiếc cúp 🏆 này là của tất cả mọi người, một lần nữa team Thắng chân thành cảm ơn tất cả các anh chị, các bạn rất nhiều đã theo dõi ủng hộ Thắng trong năm vừa qua 👏 #luong (https://www.tiktok.com/@luongtoanthang712)
- [tiktok_luongtoanthang712#4cca1f0c] original sound - bebonhatui2024
- [tiktok_luongtoanthang712#c8f8bc4f] It is a becoming a big trend on TikTok now! Click here: luongtoanthang712
- [tiktok_luongtoanthang712#727ef52a] Check out Lương Toàn Thắng’s video! #TikTok >
- [tiktok_luongtoanthang712#dad9e8a3] Thắng không giỏi “nói” hay “giải thích”, nên mọi người cứ góp ý để Thắng hoàn thiện hơn trong tương lai ạ. Với bản thân Thắng ở độ tuổi 24 Thắng muốn mình bước ra khỏi “vùng an toàn” để chinh phục nhiều hơn để sau này nhìn lại không phải hối tiếc. Nhưng có một điều chắc chắn là k

## 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=65, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=65, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=65, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=65, 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=65, 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=0.5, freshness_days=65, 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: 65
- audience_updated_days_ago: 65

## AI retrieval
- indexing_requests: 11
- user_triggered_requests: 1
- last_user_triggered_day: 2026-10-20
- 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_luongtoanthang712
- Request removal: https://koinonlink.com/claim?k=tiktok_luongtoanthang712
- Terms: https://koinonlink.com/for-ai