# Institute of Business AI (@Instituteofbusinessai) on youtube

- id: koinon:creator:youtube_instituteofbusinessai
- url: https://koinonlink.com/kol/youtube/Instituteofbusinessai
- schema_version: 1.4

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

## Reach
- followers: 1220
- posts_observed: 32
- 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: 0.9
- category_source: derived_from_recent_content
- topics: Measuring AI ROI for small businesses, Practical AI use to boost output and revenue, Mindset shifts for effective AI adoption, Execution over talent in business, AI as a second brain or personal system
- bio: You're paying for AI tools that aren't paying you back. This channel shows you how to fix that. Learn how to measure AI ROI, build ...

## Audience (inferred)
- status: present
- description: Small business owners and entrepreneurs seeking to make AI tools deliver measurable ROI rather than just consuming them
- roles: general_ai
- seniority: decision_maker
- pain_points: Paying for AI tools that deliver no clear financial return, Having ideas but failing at consistent execution, Brain overload from too much information and tools, Letting mood or emotions dictate business decisions
- posts_analysed: 21
- confidence: 0.6

## 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: 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=0.6, freshness_days=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, 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=68, 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=68, 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=68, method=platform_profile

## Freshness
- profile_checked_days_ago: 68
- 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_instituteofbusinessai
- Request removal: https://koinonlink.com/claim?k=youtube_instituteofbusinessai
- Terms: https://koinonlink.com/for-ai