# Factoria IA (@factoria-ia) on youtube

- id: koinon:creator:youtube_factoria-ia
- url: https://koinonlink.com/kol/youtube/factoria-ia
- schema_version: 1.4

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

## Reach
- followers: 9940
- posts_observed: 47
- 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: ROI y fracasos de proyectos IA, IA en educación, Herramientas IA (ChatGPT, Gemini, n8n, MAKE, Shopify), Diseño web y automatización con IA, Costes y futuro de modelos IA
- bio: Factoria IA es el espacio donde exploramos cómo la inteligencia artificial está transformando los negocios, la educación y la ...

## Audience (inferred)
- status: present
- description: Spanish-speaking professionals and business owners interested in AI applied to business and education
- roles: general_ai
- seniority: practitioner
- pain_points: Spending thousands on AI licenses with no return, Over 80% of AI projects fail, Difficulty telling real content apart from AI-generated content, How to integrate AI into education without banning it
- posts_analysed: 14
- confidence: 0.4

## 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: 44
- authenticity_basis: profile_shape_only
- credibility_score: 44
- 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_factoria-ia#2b944a25] Limit on image generation due to copyright (https://www.youtube.com/@factoria-ia)
- [youtube_factoria-ia#f3eca2f2] Can AI be an influencer?
- [youtube_factoria-ia#861e7f09] Alucinaciones de la IA: ¡Cuidado con ChatGPT! #shorts
- [youtube_factoria-ia#a6469d0b] Google Stitch and LOVART: Web Design of the Future, Impressive! #shorts
- [youtube_factoria-ia#306d35ab] GPT: ¿Decepción? El Futuro de la IA y sus Costes #shorts
- [youtube_factoria-ia#0acc46ec] Crea Webs SIN Programar: ¡La IA lo hace por ti!
- [youtube_factoria-ia#f683c720] ¡Nano Banana Pro en Gemini: Fotos INCREÍBLES! ¡Gratis! #shorts
- [youtube_factoria-ia#a3a0af8c] 💥 ChatGPT + Shopify = The end of Google Shopping? 😱 Discover the new SEO of eCommerce. #AI #Shopify

## 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=72, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=72, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, 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=95, 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=95, 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=95, method=platform_profile

## Freshness
- profile_checked_days_ago: 95
- 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_factoria-ia
- Request removal: https://koinonlink.com/claim?k=youtube_factoria-ia
- Terms: https://koinonlink.com/for-ai