# mariodevan (@mariodevan) on tiktok

- id: koinon:creator:tiktok_mariodevan
- url: https://koinonlink.com/kol/tiktok/mariodevan
- schema_version: 1.3

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

## Reach
- followers: 5444
- following: 463
- posts_observed: 1
- verified: false
- size_tier: nano

## 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: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI for content creation and automation, E-commerce optimization on Shopee, Marketing strategy for UMKM, Avoiding online scams and fraud, GMV growth through strategic thinking, Practical AI applications for non-technical users
- bio: akun asal tuangin apa yg ada dipikiran...
ai thinker... praktisi komersial, digital, marketing dan bisnis

## Audience (inferred)
- status: present
- description: UMKM owners and digital marketers in Indonesia who are struggling with content creation, ad performance, and AI adoption in their business
- roles: ecom_ops
- seniority: practitioner
- pain_points: Struggling to generate consistent, high-quality content without burning out, Failing to convert ad spend into real sales despite effort, Not knowing how to leverage AI effectively beyond basic tools, Feeling overwhelmed by scams and misleading marketing tactics online
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 41
- authenticity_basis: profile_shape_only
- credibility_score: 41
- 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_mariodevan#e3c8f8e7] hati2 penipuan memanfaatkan google maps (https://www.tiktok.com/@mariodevan)
- [tiktok_mariodevan#dfdd0b4b] original sound - mariodevan
- [tiktok_mariodevan#09332f72] Check out mariodevan’s video! #TikTok >
- [tiktok_mariodevan#71de0a40] XL brani singgung telkomsel lagi 😂
- [tiktok_mariodevan#ac951291] campaign XL terang2an sindir Telkomsel 🫣
- [tiktok_mariodevan#7fe44120] kenalan sama apa itu lipstick effect
- [tiktok_mariodevan#7303a82a] Lagi ramai di X, poster makanan hasil AI yang bukannya bikin lapar, malah bikin orang kehilangan selera makan. Sebagai pengajar AI untuk pelaku UMKM, saya justru selalu mengingatkan soal ini. AI memang luar biasa. Tapi kalau digunakan tanpa batas, justru bisa merusak kepercayaan 
- [tiktok_mariodevan#7cc1dd8e] original sound - ipin_xyz

## 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=48, 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=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=48, 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=48, method=platform_profile

## Freshness
- profile_checked_days_ago: 48
- 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_mariodevan
- Request removal: https://koinonlink.com/claim?k=tiktok_mariodevan
- Terms: https://koinonlink.com/for-ai