# Cikgu Hazel (@cikguhazel) on threads

- id: koinon:creator:threads_cikguhazel
- url: https://koinonlink.com/kol/threads/cikguhazel
- schema_version: 1.4

## Identity
- platform: threads
- handle: cikguhazel
- platform_url: https://www.threads.net/@cikguhazel
- website: http://cikguhazel.com
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 4974
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01709
- best_post_interactions: 85
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: 0.85
- category_source: derived_from_recent_content
- topics: AI prompts for product marketing, TikTok live hosting and sales, Business automation tools, Storyboard and content creation
- bio: AI Marketing + Business Automation
Don’t worry, I share the shortcuts.
- Hazel -

## Audience (inferred)
- status: present
- description: Malaysian small e-commerce sellers and TikTok live streamers interested in AI marketing and business automation
- roles: ecom_ops
- seniority: practitioner
- pain_points: Crafting original AI prompts without copying others, Scaling TikTok live sales to 1-30k without paid ads, Creating consistent product content and brand text quickly, Finding practical automation shortcuts for daily marketing tasks
- posts_analysed: 3
- confidence: 0.4

## 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: 48
- authenticity_basis: engagement_observed
- credibility_score: 48
- 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
- [threads_cikguhazel#167c5233] I dah ajar haritu pakai storyboard + upload product asal settle Tapi I punya cerewet I create gems. GEMS HAZEL NI bukan produk je warna, bahkan tulisan brand semua jelas tak lari Why I buat macam tu, TikTok rule AI. Even orang cakap nanti boleh je appeal. I tak nak, sebab tak nak (https://www.threads.com/@cikguhazel/post/DaJyUaNE2gH)
- [threads_cikguhazel#1bb7843e] Aikk, I bagi free je prompt tu, datang dia jual buat kelas. Kejam sungguh la Kalau nak buat kelas, guna prompt sendiri 😒Guna otak idea sendiri Jangan amik sebiji sejebon, I bagi FREE sebab I know ramai struggle right now HALAH2. Ilmu FREE I bagi convert sale ye, tu jela nak caka
- [threads_cikguhazel#4dfe9c5c] Siapa nak tips jadi livehost yang buat sale 1-30k sekali live tiktok tanpa ads If ramai komen nak, I spill. Style ni company sanggup bayar perjam RM 100 tau Tapi kalau ramai tak nak, I simpan sorang. Dah tua malas nak

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=116, 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=78, 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=116, 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=116, method=platform_profile

## Freshness
- profile_checked_days_ago: 116
- content_analysed_days_ago: 78
- audience_updated_days_ago: 67

## AI retrieval
- indexing_requests: 8
- 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=threads_cikguhazel
- Request removal: https://koinonlink.com/claim?k=threads_cikguhazel
- Terms: https://koinonlink.com/for-ai