# MDALatam (@mdalatam) on tiktok

- id: koinon:creator:tiktok_mdalatam
- url: https://koinonlink.com/kol/tiktok/mdalatam
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: mdalatam
- platform_url: https://www.tiktok.com/@mdalatam
- website: https://ia.university/ventas
- entity_type: creator
- person_id: koinon:person:tiktok_mdalatam

## Reach
- followers: 6058
- following: 91
- posts_observed: 4
- 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: 0.95
- category_source: derived_from_recent_content
- topics: AI video generation tools, Prompt engineering and commands, AI for marketing and content creation, Using Claude for projects and YouTube channels, Image-to-video and animation with AI
- bio: Aprende IA desde cero, paso a paso. 🤖

## Audience (inferred)
- status: present
- description: Spanish-speaking beginners and hobbyists learning AI from scratch to create content, videos, and improve personal branding
- roles: general_ai
- seniority: learner
- pain_points: Tutorials only available in English with poor subtitles, Not knowing advanced modes or specific prompts in tools like ChatGPT and Claude, Struggling to produce videos or animations without filming or editing skills, Weak personal brand due to unprofessional profile photos
- posts_analysed: 13
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.8
- 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_mdalatam#64113805] Tu figura de juguete hecha con IA… ahora puede moverse, hablar y cobrar vida 🤯🎬 Subes una imagen, das el prompt, y listo: tu versión animada está en acción. Así de fácil. Así de brutal. Ideal para creadores, marcas o simplemente para quienes aman probar lo último en IA. 🎁✨ 🧠✨ (https://www.tiktok.com/@mdalatam)
- [tiktok_mdalatam#e2d99277] original sound - mdalatam
- [tiktok_mdalatam#4b7aa838] Check out MDALatam’s video! #TikTok >
- [tiktok_mdalatam#3b3775fa] ¿Te ha pasado que encuentras un tutorial increíble pero está en otro idioma y dependes de los subtítulos? Eso ya no será un problema. 🔥 🎧🌍 ¡Escucha cualquier video de YouTube en tu idioma con IA! 🤖✨ Con la extensión Speak Subtitles for YouTube, la IA t

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=54, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=54, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=54, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=54, 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=54, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=96, 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=54, 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=96, 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=96, method=platform_profile

## Freshness
- profile_checked_days_ago: 96
- content_analysed_days_ago: 54
- audience_updated_days_ago: 54

## AI retrieval
- indexing_requests: 7
- 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_mdalatam
- Request removal: https://koinonlink.com/claim?k=tiktok_mdalatam
- Terms: https://koinonlink.com/for-ai