# chenggongyi (@cgyglobal) on tiktok

- id: koinon:creator:tiktok_cgyglobal
- url: https://koinonlink.com/kol/tiktok/cgyglobal
- schema_version: 1.3

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

## Reach
- followers: 12452
- following: 2744
- posts_observed: 2
- verified: false
- size_tier: koc

## 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: ecommerce
- subcategory: ecom_ads
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Google Ads & PMax optimization, TikTok Shop & social commerce strategies, Retail Media Networks for SMBs, Seasonal campaign planning (BFCM, Back to School, holidays), AI-driven traffic and consumer behavior shifts, Budget allocation and cross-platform ad strategy

## Audience (inferred)
- status: present
- description: DTC/SMB e-commerce ad managers running Google Ads, TikTok Ads and retail media campaigns
- roles: ads
- seniority: practitioner
- pain_points: Ad budgets burning with low ROI on shifting platforms, Traffic loss from AI search and agentic commerce changes, Difficulty allocating small budgets across Google, TikTok, Amazon, RMNs, Missing seasonal peaks or platform-specific opportunities like TikTok Shop
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 40
- authenticity_basis: profile_shape_only
- credibility_score: 40
- 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_cgyglobal#6657a035] Labor Day Weekend: The Last Low-Cost Traffic Window Before Q4 #EcommerceGrowth #DTCBrand #Q4Marketing #LaborDaySales #DigitalMarketing (https://www.tiktok.com/@cgyglobal)
- [tiktok_cgyglobal#59584528] original sound - cgyglobal
- [tiktok_cgyglobal#3d5d26b2] It is a becoming a big trend on TikTok now! Click here: ecommercegrowth
- [tiktok_cgyglobal#b7c0f0c3] Check out chenggongyi’s video! #TikTok >
- [tiktok_cgyglobal#6292b373] 82% of marketers run YouTube ads — most still buy it like TV. #YouTubeShorts #DemandGen #VideoMarketing #YouTubeAds #B2BMarketing
- [tiktok_cgyglobal#78852601] August Deadline: Amazon FBA Black Friday Prep #AmazonFBA #BlackFriday2026 #EcommerceTips #FBAInventory #DigitalMarketing #SMBEcommerce
- [tiktok_cgyglobal#6b7e645e] Search:
- [tiktok_cgyglobal#69d7ab29] amazonfba

## 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=10, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=10, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=10, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=9, 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=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. — 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=9, 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=9, method=platform_profile

## Freshness
- profile_checked_days_ago: 9
- content_analysed_days_ago: 0
- audience_updated_days_ago: 10

## AI retrieval
- indexing_requests: 1
- 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_cgyglobal
- Request removal: https://koinonlink.com/claim?k=tiktok_cgyglobal
- Terms: https://koinonlink.com/for-ai