# Mari Fuentes (@mari.rfuentes) on tiktok

- id: koinon:creator:tiktok_mari.rfuentes
- url: https://koinonlink.com/kol/tiktok/mari.rfuentes
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: mari.rfuentes
- platform_url: https://www.tiktok.com/@mari.rfuentes
- website: https://linktr.ee/marifuentes
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 141244
- following: 288
- posts_observed: 1
- verified: false
- size_tier: kol

## 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: Automatización de canales de YouTube, Uso de Claude e IA para guiones, miniaturas e ideas, Estrategias de crecimiento y monetización, Selección de nichos y validación de ideas, Cambios en el algoritmo y políticas de YouTube 2026
- bio: 🌏 Ideas de Negocios Online 🇪🇦🇦🇩
💲 Automatización de YouTube ⬇️

## Audience (inferred)
- status: present
- description: Emprendedores y aspirantes a creadores hispanohablantes que quieren montar canales de YouTube automatizados con IA para generar ingresos pasivos
- roles: automation
- seniority: practitioner
- pain_points: No saber elegir nichos rentables y con CPM alto antes de empezar, Quedarse estancado por debajo de 1000 suscriptores por falta de validación de ideas, Adaptarse a cambios constantes del algoritmo y políticas de monetización de YouTube, Crear guiones, miniaturas y edición de calidad sin invertir mucho tiempo o dinero
- posts_analysed: 86
- confidence: 0.9

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

## Quality signals
- authenticity_score: 58
- authenticity_basis: profile_shape_only
- credibility_score: 58
- 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
- [tiktok_mari.rfuentes#2740770f] Crear un canal de YouTube automatizado, es uno de los mejores negocios que desmontar a día de hoy. #marifuentes #inteligenciaartificial #youtubeautomation #automatizacióndeyoutube (https://www.tiktok.com/@mari.rfuentes)
- [tiktok_mari.rfuentes#f002f70a] original sound - mari.rfuentes
- [tiktok_mari.rfuentes#e349c1aa] It is a becoming a big trend on TikTok now! Click here: marifuentes
- [tiktok_mari.rfuentes#5969283b] Check out Mari Fuentes’s video! #TikTok >
- [tiktok_mari.rfuentes#561bebf7] Cómo empezar tu canal de YouTube? #crecerenyoutube #empezaryoutube #crearuncanaldeyoutube
- [tiktok_mari.rfuentes#fcaae61e] Respuesta a @Kene  Monetizar dos canales de YouTube automatizados en mes y medio #crecimientoenyoutube #automatizacionyoutube #marifuentes
- [tiktok_mari.rfuentes#a84e3180] Shakira: Bzrp Music Sessions, Vol. 53/66
- [tiktok_mari.rfuentes#016562e0] Lo que separa a los canales malos vs los buenos 🚀 Incluir pantallas finales en tu videos y más aún si este tiene sentido con el vídeo anterior hará que el espectador continúe viendo tu contenido

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=72, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=72, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=72, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=72, 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=72, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=73, 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=72, 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=73, 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=73, method=platform_profile

## Freshness
- profile_checked_days_ago: 73
- content_analysed_days_ago: 72
- audience_updated_days_ago: 72

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