# EvoAcademy (@evoacdm) on youtube

- id: koinon:creator:youtube_evoacdm
- url: https://koinonlink.com/kol/youtube/evoacdm
- schema_version: 1.4

## Identity
- platform: youtube
- handle: evoacdm
- platform_url: https://www.youtube.com/@evoacdm
- entity_type: creator
- person_id: koinon:person:tiktok_evoacdm

## Reach
- followers: 20400
- posts_observed: 18
- verified: false
- size_tier: koc

## 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: AI agents and Claude Skills, AI applications for accountants and financial reconciliation, Limitations, risks and hype around current AI models, Prompt engineering and process redesign with AI, No-code automation (WhatsApp, app building)
- bio: Aprende con nosotros sobre Inteligencia Artificial: ChatGPT, Claude, Google Gemini y mucho más, así como de programación en ...

## Audience (inferred)
- status: present
- description: Accountants, finance professionals and SME operators in Spanish-speaking markets who want to apply AI tools (especially Claude agents and automation) to accounting, processes and customer workflows
- roles: automation
- seniority: practitioner
- pain_points: AI agents and automations frequently fail or require hidden extra steps, High token/API costs that quickly drain budgets without clear ROI, Difficulty knowing which AI skills or prompts are safe and reliable for financial work, Competitors improving processes faster while internal teams struggle to integrate AI
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.5
- promotion_intent: 0.4
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 48
- authenticity_basis: profile_shape_only
- credibility_score: 48
- 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=75, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=15, 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=15, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=49, 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=15, 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=49, 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=49, method=platform_profile

## Freshness
- profile_checked_days_ago: 49
- content_analysed_days_ago: 15
- audience_updated_days_ago: 75

## AI retrieval
- indexing_requests: 14
- 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_evoacdm
- Request removal: https://koinonlink.com/claim?k=youtube_evoacdm
- Terms: https://koinonlink.com/for-ai