# Gabriel Montiel Toro (@gmontieltoro) on tiktok

- id: koinon:creator:tiktok_gmontieltoro
- url: https://koinonlink.com/kol/tiktok/gmontieltoro
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: gmontieltoro
- platform_url: https://www.tiktok.com/@gmontieltoro
- website: https://portal.boosty.digital/landing/taller-excel-ia
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 13501
- following: 157
- posts_observed: 1
- 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: Automatización de empresas con IA y APIs, Agentes de IA y Claude para operaciones, Eliminación de procesos manuales en Excel y cotizaciones, Integración de sistemas y memoria operativa, Errores comunes por desorden de datos y falta de control
- bio: Automatizo empresas con Sistemas y API | Aumento Tráfico Web 🎯Profesor IA UCAB

## Audience (inferred)
- status: present
- description: Hispanophone small business owners and managers looking to automate operations with AI and APIs
- roles: automation
- seniority: decision_maker
- pain_points: Scattered data and manual processes across Excel, chats, and emails with no integration, Time wasted and repeated errors in quotes, customer service, and validations, Lack of control over costs, duplicates, and operational chaos leading to hidden losses, Inconsistent use of AI without strategy or oversight, creating more noise than results
- posts_analysed: 78
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 46
- authenticity_basis: profile_shape_only
- credibility_score: 46
- 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_gmontieltoro#88c4fe27] Hace unas semanas estuve en @noticiastelemundo conversando con @claudiaidelafuente sobre un tema que cada vez genera más preguntas: cómo la inteligencia artificial está cambiando la forma en que operan las empresas. Muchas organizaciones creen que implementar IA es abrir ChatGPT  (https://www.tiktok.com/@gmontieltoro)

## 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=83, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=83, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=83, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=85, 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=85, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=85, 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=85, 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=85, 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=85, method=platform_profile

## Freshness
- profile_checked_days_ago: 85
- content_analysed_days_ago: 85
- audience_updated_days_ago: 83

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