# BRO HAFIZ (@ahmadhafizlatip) on tiktok

- id: koinon:creator:tiktok_ahmadhafizlatip
- url: https://koinonlink.com/kol/tiktok/ahmadhafizlatip
- schema_version: 1.4

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

## Reach
- followers: 96697
- following: 1979
- posts_total: 1015
- posts_observed: 1
- 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_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Dagmara impact wrench 500NM promotions, Cordless drills and circular saws for tukang, Budget power tools with warranty, Affiliate links for cheap tools and cables

## Audience (inferred)
- status: present
- description: Malaysian handymen, carpenters, mechanics and small-time renovators (abang tukang) who buy budget power tools
- roles: consumer
- seniority: practitioner
- pain_points: Need reliable cordless tools under RM100 for daily site work, Tools that can handle roofing, wood cutting, tire changes without breaking, Finding affordable full-copper wiring and drill bits for mixed materials, Want 12-month warranty on cheap power tools they can keep in the car
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 65
- authenticity_basis: profile_shape_only
- credibility_score: 65
- 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_ahmadhafizlatip#62df7d1e] Haritu dapat invite ke Media Launch by Perysmith buat dekat Bangsar South. Diorang reveal new product line untuk 2026, powered by AI dan guna concept AIR. Memang padu kali ni, quality makin improve dan harga maintain affordable. Lepas tu dapat vacuum dia yang baru free as doorgif (https://www.tiktok.com/@ahmadhafizlatip)
- [tiktok_ahmadhafizlatip#46eb02e2] original sound - ahmadhafizlatip
- [tiktok_ahmadhafizlatip#42ee32f1] Gut Genug (mit Blumengarten & Shirin David)
- [tiktok_ahmadhafizlatip#32d98435] It is a becoming a big trend on TikTok now! Click here: brohafiztrustedaffiliate
- [tiktok_ahmadhafizlatip#15c64a60] Check out BRO HAFIZ’s video! #TikTok >
- [tiktok_ahmadhafizlatip#aa1380a2] #facemask
- [tiktok_ahmadhafizlatip#f5ccc9ef] Dagmara Impact Driver ni cukup padu untuk abang-abang tukang. Pasang bumbung, awning, pasang C-Channel, nak skru, nak tebuk, semua cun. Harga dia pun tak mahal, ada warranty 12

## 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=72, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=72, 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=72, 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=72, 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: 72
- audience_updated_days_ago: 72

## AI retrieval
- indexing_requests: 11
- 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_ahmadhafizlatip
- Request removal: https://koinonlink.com/claim?k=tiktok_ahmadhafizlatip
- Terms: https://koinonlink.com/for-ai