# Yamila Gala - IA Para Negocios (@YamiGala) on youtube

- id: koinon:creator:youtube_yamigala
- url: https://koinonlink.com/kol/youtube/YamiGala
- schema_version: 1.4

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

## Reach
- followers: 2440
- posts_observed: 77
- 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 de IA que trabajan por el negocio, Claude Code y Context Engineering aplicado a empresas, Crear empleados/clones de IA sin código, Rankings y comparativas de herramientas IA para negocio, Automatizaciones (n8n, Dispatch Mode, etc.), Dejar de pagar ChatGPT/Midjourney y alternativas
- bio: Te enseño a crear un sistema de IA para tu negocio que te ahorran tiempo, dinero y aumentan la productividad de tus ...

## Audience (inferred)
- status: present
- description: Entrepreneurs and small-to-medium business owners (non-technical) who want to implement AI and agents to save time and run their business
- roles: automation
- seniority: practitioner
- pain_points: Relying on a single AI tool that might stop working, Being unable to get AI to truly work for the business without constant supervision, Spending on multiple AI subscriptions without seeing returns in sales or productivity, Struggling to create automations and agents without knowing how to code
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 36
- authenticity_basis: profile_shape_only
- credibility_score: 36
- 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.

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=18, 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=18, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=46, 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=18, 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=46, 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=46, method=platform_profile

## Freshness
- profile_checked_days_ago: 46
- content_analysed_days_ago: 18
- audience_updated_days_ago: 78

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