# AI Marketing & Creator Tools (@ai-marketing) on youtube

- id: koinon:creator:youtube_ai-marketing
- url: https://koinonlink.com/kol/youtube/ai-marketing
- schema_version: 1.4

## Identity
- platform: youtube
- handle: ai-marketing
- platform_url: https://www.youtube.com/@ai-marketing
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1500
- posts_observed: 630
- 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: 0.97
- category_source: derived_from_recent_content
- topics: ChatGPT插件与使用技巧, AI内容生成工具对比（Jasper、Writesonic、Midjourney等）, AI辅助营销任务（邮件、缩略图、博客）, AI行业新闻与人物观点（Sam Altman、Elon Musk、Geoffrey Hinton）, AI对营销和内容工作的影响
- bio: Welcome to A.I. Marketing and Creator Tools, where we explore the latest and greatest technologies revolutionizing how we run ...

## Audience (inferred)
- status: present
- description: Digital marketers and content creators who are frontline professionals using AI tools for content production and marketing execution
- roles: content
- seniority: practitioner
- pain_points: Slow content output speed, making it hard to scale blog posts, email campaigns, and short video scripts, Overwhelming number of new AI tools and plugins that are difficult to evaluate for real-world value, Unclear how to effectively integrate tools like ChatGPT into daily marketing workflows, Fear of being replaced by AI, yet a strong need to quickly master new tools to stay competitive
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 33
- authenticity_basis: profile_shape_only
- credibility_score: 33
- 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_ai-marketing
- Request removal: https://koinonlink.com/claim?k=youtube_ai-marketing
- Terms: https://koinonlink.com/for-ai