# Madeja | IA para PYMEs (@madeja.digital) on youtube

- id: koinon:creator:youtube_madeja.digital
- url: https://koinonlink.com/kol/youtube/madeja.digital
- schema_version: 1.4

## Identity
- platform: youtube
- handle: madeja.digital
- platform_url: https://www.youtube.com/@madeja.digital
- country: Spain
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 4810
- posts_observed: 3
- 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: Agentes IA autónomos para PYMEs, Recepcionista IA por voz (Vapi + n8n), Automatización de reservas y delivery en restaurantes, Gestión de reseñas de Google con IA, Comparativa Claude vs ChatGPT vs Gemini para negocios, IA que funciona sin programar
- bio: Hola, soy Giuseppe — fundador de Madeja. Madeja es la plataforma de IA para restaurantes y tiendas que quieren automatizar ...

## Audience (inferred)
- status: present
- description: Owners and managers of small and medium-sized businesses, mainly restaurants and shops in Spanish-speaking countries
- roles: automation
- seniority: decision_maker
- pain_points: Losing reservations and customers due to lack of staff to answer calls and messages, Handling reviews, calls, messages, and bookings manually at the same time, Being unable to implement automations because of limited technical knowledge or budget, Struggling to compete without tools that work 24/7 while the owner sleeps
- posts_analysed: 18
- confidence: 0.6

## 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: 40
- authenticity_basis: profile_shape_only
- credibility_score: 40
- 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
- [youtube_madeja.digital#b6f6f156] Tu PYME ya tiene un empleado IA: cómo activarlo en 7 días sin programar (https://www.youtube.com/@madeja.digital)
- [youtube_madeja.digital#ea96f99c] Cómo un restaurante automatizó 40 reservas/semana con IA de voz #pymes #agentesia #ia2026
- [youtube_madeja.digital#aa27530d] Claude Design: La IA que diseña por ti (y cambia todo para PYMEs)
- [youtube_madeja.digital#7742ccf7] IA vs. Toque Humano: ¿Puede tu PYME tener los dos? | Ep. 12 #facts# AI#madejadigital
- [youtube_madeja.digital#3b900091] Agentes de IA Autónomos: Claude Trabaja Solo en tu PYME (2026)
- [youtube_madeja.digital#e95b85b6] Recepcionista IA por Voz para tu PYME: Vapi + n8n (Paso a Paso)
- [youtube_madeja.digital#a2eaaa22] La IA que trabaja mientras tú duermes
- [youtube_madeja.digital#a003201f] IA para Restaurantes: Gestiona Pedidos Delivery Automáticamente (2026)

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

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=72, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=72, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, 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=98, 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=98, 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=98, method=platform_profile

## Freshness
- profile_checked_days_ago: 98
- content_analysed_days_ago: 72
- audience_updated_days_ago: 72

## AI retrieval
- indexing_requests: 12
- 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=youtube_madeja.digital
- Request removal: https://koinonlink.com/claim?k=youtube_madeja.digital
- Terms: https://koinonlink.com/for-ai