# gadisdanbunge (@bungeshop) on tiktok

- id: koinon:creator:tiktok_bungeshop
- url: https://koinonlink.com/kol/tiktok/bungeshop
- schema_version: 1.4

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

## Reach
- followers: 41109
- following: 4235
- posts_total: 4816
- posts_observed: 3
- 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: dtc_brand
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: affordable kids Montessori toys and puzzles, cheap ironless family clothing and matching sets, baby and toddler daily items like chairs and blocks, coloring books and simple learning gifts, live shopping deals and viral TikTok products

## Audience (inferred)
- status: present
- description: Budget-conscious Malay-speaking mothers and parents in Malaysia/Indonesia shopping for affordable kids' toys and family clothing on TikTok
- roles: consumer
- seniority: consumer
- pain_points: Finding cheap yet usable kids' educational toys that keep children occupied, Struggling with wrinkled clothes that need ironing before wearing, Needing quick, low-cost gift options for children without overspending, Looking for safe, space-friendly play items suitable for small homes
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.3
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 60
- authenticity_basis: profile_shape_only
- credibility_score: 60
- 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_bungeshop#9c92c77f] hi bestie! tengah cari seluar yg selesa, longgar dan nampak cantik bila pakai, wajib tengok ni 🫣 #tshirtmurah #blouse #seluarviral #liveaffiliate #fyp (https://www.tiktok.com/@bungeshop)
- [tiktok_bungeshop#8568780e] BAHASA INDONESIA
- [tiktok_bungeshop#d47553b7] It is a becoming a big trend on TikTok now! Click here: tshirtmurah
- [tiktok_bungeshop#395d5a77] Check out gadisdanbunge’s video! #TikTok >
- [tiktok_bungeshop#8c1c29f2] 🧩Puzzle comel untuk si kecil belajar sambil bermain 💖 #permainananak #kidstoy #puzzle #mainan #fyp
- [tiktok_bungeshop#ad753351] ABC Song for Japanese Kids
- [tiktok_bungeshop#d4a8751f] sekali pandang dah jatuh hati kat blouse ni. apa lagi bestie ku jom grab sekarang 🫣 #fyp #blouse #tshirtmurah #liveaffiliate #style
- [tiktok_bungeshop#76d9a0a2] original sound - yeni_kitty

## 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=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=67, 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=67, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=99, 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=67, 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=99, 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=99, method=platform_profile

## Freshness
- profile_checked_days_ago: 99
- content_analysed_days_ago: 67
- audience_updated_days_ago: 67

## 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_bungeshop
- Request removal: https://koinonlink.com/claim?k=tiktok_bungeshop
- Terms: https://koinonlink.com/for-ai