# JJ Ospina Marketing e Inteligencia artificial (@JOSEJAIROOSPINAV) on youtube

- id: koinon:creator:youtube_josejairoospinav
- url: https://koinonlink.com/kol/youtube/JOSEJAIROOSPINAV
- schema_version: 1.4

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

## Reach
- followers: 1260
- posts_observed: 159
- 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 automation tools and agents (Zapier, n8n, Gumloop), Generative Engine Optimization (GEO), Google Ads & Meta AI ad creation, Autonomous AI workers for sales and lead capture, AI replacing manual marketing workflows
- bio: 📈 Master the marketing of the future with AI! 🚀 Discover how artificial intelligence is transforming digital marketing ...

## Audience (inferred)
- status: present
- description: Digital marketers, small business owners and solo operators using AI for ads, automation and GEO
- roles: automation
- seniority: practitioner
- pain_points: Still running Google Ads manually while competitors automate, Losing organic visibility because they ignore GEO, Wasting time on repetitive tasks instead of using autonomous agents, Risk of traditional marketing processes becoming obsolete
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.2
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 32
- authenticity_basis: profile_shape_only
- credibility_score: 32
- 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: 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=youtube_josejairoospinav
- Request removal: https://koinonlink.com/claim?k=youtube_josejairoospinav
- Terms: https://koinonlink.com/for-ai