# Business Link AB (@BusinessLinkAB) on youtube

- id: koinon:creator:youtube_businesslinkab
- url: https://koinonlink.com/kol/youtube/BusinessLinkAB
- schema_version: 1.4

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

## Reach
- followers: 3390
- posts_observed: 1
- 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: ecommerce
- subcategory: dtc_brand
- category_confidence: 0.75
- category_source: derived_from_recent_content
- topics: client success stories, starting and buying businesses in Alberta, diverse local business examples, government-funded small business support
- bio: Business Link Alberta is a non-profit, Government-Funded organization that helps Alberta's small businesses start and succeed.

## Audience (inferred)
- status: present
- description: Alberta small business owners and aspiring entrepreneurs, including those starting, buying, or growing local businesses
- roles: none
- seniority: decision_maker
- pain_points: Turning personal ideas or hobbies into viable businesses, Navigating the process of buying or starting a business from scratch, Building community and purpose around a new venture, Managing family-run or small-scale operations
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 38
- authenticity_basis: profile_shape_only
- credibility_score: 38
- 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.

## Evidence
- [youtube_businesslinkab#21b6c7e5] Buying a Business and Making It Their Own | Karla and Fil’s Story (https://www.youtube.com/@BusinessLinkAB)
- [youtube_businesslinkab#6c753b13] Brewing Culture and Community | Martha and Luis’s Story
- [youtube_businesslinkab#2cf03c6e] Coaching greatness into reality! | Bart’s Story #clientstories
- [youtube_businesslinkab#abe31576] From Fashion to Business | Sade's Story
- [youtube_businesslinkab#e9255bf6] Clean Windows as a Family | Scott & Chris's Story #clientstories
- [youtube_businesslinkab#1faf4400] Building a Business with Purpose | Brad's Story  #clientstories
- [youtube_businesslinkab#fc45d2ec] From garden dreams to business reality! | Cheyenne’s Story #clientstories
- [youtube_businesslinkab#e556f413] Turning Wilderness Skills into a Business | Russ’s Story #clientstories

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=66, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=66, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=66, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=66, 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=66, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=87, 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=66, 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=87, 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=87, method=platform_profile

## Freshness
- profile_checked_days_ago: 87
- content_analysed_days_ago: 66
- audience_updated_days_ago: 66

## AI retrieval
- indexing_requests: 10
- 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_businesslinkab
- Request removal: https://koinonlink.com/claim?k=youtube_businesslinkab
- Terms: https://koinonlink.com/for-ai