# 𝙁 𝙄 𝙍 𝙈 𝘼 𝙉 ヅ (@firmanskd) on tiktok

- id: koinon:creator:tiktok_firmanskd
- url: https://koinonlink.com/kol/tiktok/firmanskd
- schema_version: 1.3

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

## Reach
- followers: 3211497
- following: 3
- posts_total: 674
- posts_observed: 114
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.08782
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 50603
- best_post_interactions: 360482
- measurement_source: tiktok_posts_mean
- measurement_formula: digg + comment + share, mean over observed posts, divided by the mean play count of those same posts — on TikTok the algorithmic feed decides reach, so followers are not the denominator that describes what share of an audience engaged
- comparable_pool: view_based_interactions
- status_note: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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_discovery_path
- topics: Emotional storytelling, Viral TikTok audio trends, Relatable personal moments, Music and sound-based content, Lifestyle and social awareness, Indonesian creator culture
- bio: Hi...👋

## Audience (inferred)
- status: present
- description: TikTok users in Indonesia who engage with emotional, music-driven content and lifestyle trends, particularly those interested in personal stories, viral audio, and relatable social moments
- roles: general_ai
- seniority: consumer
- pain_points: Struggling to find authentic emotional connection in digital content, Frustrated by repetitive or low-quality viral trends, Overwhelmed by the noise of generic influencer content, Disappointed when content lacks depth or real-life relevance
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: engagement_observed
- credibility_score: 66
- 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_firmanskd#b250d5a9] Kuncinya ada di koneksi XL ULTRA 5G+ dengan kecepatan ekstrem hingga 500 Mbps. Semua urusan online kamu dijamin berjalan serba smooth dan bebas dari drama nunggu lama. Bikin mood tetap terjaga happy dan produktivitas kamu makin maksimal sepanjang hari! 🚀⚡ Jangan sampai melewatka (https://www.tiktok.com/@firmanskd)
- [tiktok_firmanskd#f92f121a] skyfall
- [tiktok_firmanskd#dd7d64a4] will not repeat again
- [tiktok_firmanskd#f14523ea] Check out 𝙁 𝙄 𝙍 𝙈 𝘼 𝙉 ヅ’s video! #TikTok >
- [tiktok_firmanskd#762372a9] #drfahruddinfaiz  #DearVanGogh  #skygipid  #skychildrenofthelight
- [tiktok_firmanskd#f4bfcbb8] original sound - firmanskd
- [tiktok_firmanskd#b2142e5d] It is a becoming a big trend on TikTok now! Click here: drfahruddinfaiz
- [tiktok_firmanskd#2edf3f4c] POV: Kamu ketemu cowok spek pangeran lagi borong popok bayi sendirian... Kirain buat siapa, taunya buat adik-adik di panti asuhan! 😭 Selalu kagum sama orang yang gak lupa berbagi saat rezekinya

## 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=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=45, 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=0, 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=45, 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=45, method=platform_profile

## Freshness
- profile_checked_days_ago: 45
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

## AI retrieval
- indexing_requests: 1
- 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_firmanskd
- Request removal: https://koinonlink.com/claim?k=tiktok_firmanskd
- Terms: https://koinonlink.com/for-ai