# mariapaula_rayo (@mariapaula_rayo) on tiktok

- id: koinon:creator:tiktok_mariapaula_rayo
- url: https://koinonlink.com/kol/tiktok/mariapaula_rayo
- schema_version: 1.4

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

## Reach
- followers: 6337
- following: 5
- posts_observed: 10
- 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: Uso avanzado de Claude (niveles, skills, agentes), Automatizaciones y agentes de IA para negocio, Generar leads y propuestas con IA, Crear webs, prototipos y assets sin código, Herramientas gratuitas de IA poco conocidas
- bio: 🤖 AI · Marketing · Contenido · Automatizaciones
Para creadores y emprendedores que quieren ir más rápido
⚡ Fundadora rayostudio.us
📧 [contact removed]

## Audience (inferred)
- status: present
- description: Hispanic-speaking entrepreneurs and creators using AI (especially Claude) to automate marketing, generate leads, and build assets without code
- roles: automation
- seniority: practitioner
- pain_points: Wasting the first hour of the day on emails and repetitive manual tasks, Not knowing how to use Claude beyond basic questions (level 1), Spending days putting together proposals, reports, or prototypes, Quickly hitting context and token limits in long chats
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.8
- open_to_collaboration: true
- 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_mariapaula_rayo#190eaf30] ChatGPT ya hace stickers para WhatsApp e iMessage y no hay que escribir ningún prompt. Imágenes → Stickers → escoges estilo, foto y emojis. Salen con el fondo recortado, hasta nueve de una. El paso a paso con capturas está en el link de mi perfil 👆 #inteligenciaartificial #chatg (https://www.tiktok.com/@mariapaula_rayo)
- [tiktok_mariapaula_rayo#fa54b7e7] original sound - mariapaula_rayo
- [tiktok_mariapaula_rayo#aa003d83] It is a becoming a big trend on TikTok now! Click here: inteligenciaartificial
- [tiktok_mariapaula_rayo#cc6cf718] Check out mariapaula_rayo’s video! #TikTok >
- [tiktok_mariapaula_rayo#855d6510] El manual que nunca leíste ya lo leyó la IA por ti. Descarga el PDF del manual de cada aparato de tu casa, mételos todos en un proyecto de Claude y el día que algo falle le escribes qué pasa. Te dice qué revisar tú, en qué página del manual está y en qué punto sí toca llamar al t

## 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=58, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=58, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=58, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=58, 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=58, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=59, 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=58, 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=59, 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=59, method=platform_profile

## Freshness
- profile_checked_days_ago: 59
- content_analysed_days_ago: 58
- audience_updated_days_ago: 58

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