# Negocios Digitales con IA (@expansiondigital_ia) on tiktok

- id: koinon:creator:tiktok_expansiondigital_ia
- url: https://koinonlink.com/kol/tiktok/expansiondigital_ia
- schema_version: 1.4

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

## Reach
- followers: 56352
- posts_observed: 4
- verified: false
- size_tier: koc

## 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: Negocios digitales con IA, Ingresos online pasivos sin crear contenido, Clase gratuita / sistema paso a paso, Modelos tipo franquicia digital, Oportunidades para mamás, Dejar de depender de un salario

## Audience (inferred)
- status: present
- description: Spanish-speaking audiences (mainly from Latin America) looking to generate extra online income passively, especially mothers and beginners who don’t want to create content or be on camera
- roles: consumer
- seniority: learner
- pain_points: Have invested in courses or ebooks without seeing results, Need more income but can’t work more hours or quit their current job, Struggle to earn money without creating products or showing their face, Fear of choosing models that require too much time or upfront investment
- posts_analysed: 38
- confidence: 0.75

## 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: 54
- authenticity_basis: profile_shape_only
- credibility_score: 54
- 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_expansiondigital_ia#2bb040bc] Si llevas tiempo buscando una forma de generar ingresos online, deja de pensar que la única opción es vender cursos, hacer videos todo el día o exponerte en redes. Entra al enlace de mi perfil y descubre cómo funciona este modelo en la clase gratuita ✅ #negociosdigitales #ingreso (https://www.tiktok.com/@expansiondigital_ia)
- [tiktok_expansiondigital_ia#438a35f1] original sound - expansiondigital_ia
- [tiktok_expansiondigital_ia#3facfc26] It is a becoming a big trend on TikTok now! Click here: negociosdigitales
- [tiktok_expansiondigital_ia#aef88798] Check out Negocios Digitales con IA’s video! #TikTok >
- [tiktok_expansiondigital_ia#1080ad34] No todas las formas de ganar dinero valen la pena. Algunas te hacen trabajar más para ganar lo mismo. Otras requieren mucho dinero para empezar. Y otras simplemente no escalan. Si quieres conocer el modelo que hoy está ayudando a muchas personas a generar ingresos desde casa,

## 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=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=67, 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=67, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=93, 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=67, 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=93, 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=93, method=platform_profile

## Freshness
- profile_checked_days_ago: 93
- content_analysed_days_ago: 67
- audience_updated_days_ago: 67

## AI retrieval
- indexing_requests: 6
- 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_expansiondigital_ia
- Request removal: https://koinonlink.com/claim?k=tiktok_expansiondigital_ia
- Terms: https://koinonlink.com/for-ai