# Mohamad Hamiddi (@hamiddi_) on threads

- id: koinon:creator:threads_hamiddi_
- url: https://koinonlink.com/kol/threads/hamiddi_
- schema_version: 1.4

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

## Reach
- followers: 3112
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00353
- best_post_interactions: 11
- 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: software
- subcategory: martech
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Google Ads setup and best practices for local businesses, AI tools for building agents and marketing funnels, High-converting websites and marketing funnels
- bio: Google Ads Marketer
High-converting websites & marketing funnel untuk bisnes anda.

## Audience (inferred)
- status: present
- description: Malay-speaking Google Ads practitioners and small local business owners in Malaysia running ads for clinics, workshops, spas and similar service businesses
- roles: ads
- seniority: practitioner
- pain_points: Setting up Google Ads correctly without following wrong default settings for local businesses, Struggling to build high-converting funnels or websites with tools like Elementor or Novamira, Figuring out which AI tools (Pi, custom agents) are actually useful for marketing workflows
- posts_analysed: 5
- 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: 38
- authenticity_basis: engagement_observed
- credibility_score: 38
- 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
- [threads_hamiddi_#93477579] Memang akaun aku ni dah heavily lean kepada audience yg berminat dgn topik google ads. Post tu je yg banyak engagement 😂 Come, datang, follow. Takda gatekeep, aku share semua. Korang nak tahu pasal google ads, nak upah buat website dan google ads, aku boleh bantu. (https://www.threads.com/@hamiddi_/post/DYUIiLMmtv4)
- [threads_hamiddi_#1a39bcbd] Silap Ai tak boleh build direct guna elementor builder. Kalau ada pun guna novamira. Haha adeyhh. Sikit lagi, kalau tak, aku angkat jugak.
- [threads_hamiddi_#81b9a290] Exploring Pi sebab dengar @farhanhelmycode dan @syahmirafsan rekomen. Kita bukan vibe coder, tapi macam best ja build custom agent tu. alang2 ambik course sideagent 😂
- [threads_hamiddi_#7c5d0ee9] Kau ada klinik gigi, atau any local based business yg sesuai run google ads (Bengkel, spa etc). Dia suruh kau setup general setting. korang follow je default. Just adjust area, letak budget. Korang tak perasan sebenarnya ada a few hidden setting yg korang kena enable & disabled.
- [threads_hamiddi_#2fbd8add] Ramai tak tahu benda ni bila buat tik

## 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=79, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=79, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=79, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=122, 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=79, 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=122, 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=122, method=platform_profile

## Freshness
- profile_checked_days_ago: 122
- content_analysed_days_ago: 79
- audience_updated_days_ago: 79

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