# Safaamarwah (@safaaamarwah) on threads

- id: koinon:creator:threads_safaaamarwah
- url: https://koinonlink.com/kol/threads/safaaamarwah
- schema_version: 1.4

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

## Reach
- followers: 1287
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.11577
- best_post_interactions: 149
- 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: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Custom ChatGPT storyboards for video production, Quick product video creation without prompt engineering, Maintaining affiliate commissions via FYP
- bio: Kita guna storyboard ni 👇🏻

## Audience (inferred)
- status: present
- description: Malay-speaking small-scale content creators and affiliate marketers making product videos for TikTok/Threads FYP
- roles: content
- seniority: practitioner
- pain_points: No time to craft detailed video prompts or storyboards, Lack of skill in scripting or structuring short videos, Difficulty consistently hitting FYP and maintaining daily commissions
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 37
- authenticity_basis: engagement_observed
- credibility_score: 37
- 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_safaaamarwah#24913f0e] 100% guna hasil dari custom storyboard chatgpt. Kalau takde masa memang buat guna ni je, tak penat fikir prompt. Masukkan gambar je. Terus siap gambar flow buat video. Cara saya buat mudah saja ✅ Screenshot gambar produk ✅ Buka Chatgpt & guna storyboard POV HAND ✅ Generate video  (https://www.threads.com/@safaaamarwah/post/DZwhoCfE1Rk)
- [threads_safaaamarwah#4808d457] Alhamdulillah, harini produk lain lak fyp 🥹 Masih maintain 3 angka comm sehari. Buat video guna storyboard je. Sangat memudahkan untuk saya yang tak pandai buat video ni ▓
- [threads_safaaamarwah#30805a40] 100% guna hasil dari custom storyboard chatgpt. Kalau takde masa memang buat guna ni je, tak penat fikir prompt. Masukkan gambar je. Terus siap gambar flow buat video. Cara saya buat mudah saja ✅ Screenshot gambar produk ✅ Buka Chatgpt & guna storyboard POV HAND ✅ Generate video 

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, 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=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=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=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: 78
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 9
- 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_safaaamarwah
- Request removal: https://koinonlink.com/claim?k=threads_safaaamarwah
- Terms: https://koinonlink.com/for-ai