# Rob The AI Guy (@realrobtheaiguy) on youtube

- id: koinon:creator:youtube_realrobtheaiguy
- url: https://koinonlink.com/kol/youtube/realrobtheaiguy
- schema_version: 1.3

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

## Reach
- followers: 96400
- posts_observed: 12
- 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: 0.95
- category_source: derived_from_recent_content
- topics: ChatGPT/Claude/Gemini最新模型与功能更新, AI自动化与Agent搭建, 优化AI设置和提示以提升效果, AI在生产力、电商、内容创作中的实际用例
- bio: On this channel I'll be teaching you how to use AI to increase your productivity, to make more money online and overall to improve ...

## Audience (inferred)
- status: present
- description: AI tool power users and online entrepreneurs/freelancers who rely on ChatGPT, Claude, Gemini for productivity enhancement and task automation
- roles: automation
- seniority: practitioner
- pain_points: AI models and features evolve too quickly to keep up with and apply effectively, Frequent usage limits and inconsistent output quality, Struggling to integrate AI into daily workflows and automation without clear step-by-step guidance, Looking for AI solutions that can genuinely replace human effort or existing tool stacks
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 57
- authenticity_basis: profile_shape_only
- credibility_score: 57
- flagged_for_review: false
- koinon_bd_grade: B — 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_realrobtheaiguy#101abc5c] Google Gemini Released Gemini 3.6! (Google AI Updates) (https://www.youtube.com/@realrobtheaiguy)
- [youtube_realrobtheaiguy#690c65cd] Claude's New Opus 5 Model is Crazy 👀
- [youtube_realrobtheaiguy#6b3941e7] New ChatGPT Upgrade to Automate Your TikTok (Connect ChatGPT to TikTok)
- [youtube_realrobtheaiguy#4fa4c4e0] Stop Hitting Claude Usage Limits (Use M3 Inside Claude Code)
- [youtube_realrobtheaiguy#60a7ca35] Does ChatGPT Feel Dumber?! Do This to Fix It
- [youtube_realrobtheaiguy#715ea17b] NEW ChatGPT Settings To Make it 10x Smarter! #shorts
- [youtube_realrobtheaiguy#9e9fdde9] Claude’s New Sonnet 5 & Fable Models are INSANE!
- [youtube_realrobtheaiguy#c44cdb10] New Google Gemini Features & Settings to Make It Smarter!

## 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=35, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=35, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=35, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=2, 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=0, 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=2, 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=2, method=platform_profile

## Freshness
- profile_checked_days_ago: 2
- content_analysed_days_ago: 0
- audience_updated_days_ago: 35

## AI retrieval
- indexing_requests: 1
- 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_realrobtheaiguy
- Request removal: https://koinonlink.com/claim?k=youtube_realrobtheaiguy
- Terms: https://koinonlink.com/for-ai