# Brett Malinowski (@thebrettway) on tiktok

- id: koinon:creator:tiktok_thebrettway
- url: https://koinonlink.com/kol/tiktok/thebrettway
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: thebrettway
- platform_url: https://www.tiktok.com/@thebrettway
- country: Canada
- entity_type: creator
- person_id: koinon:person:youtube_thebrettway

## Reach
- followers: 100170
- following: 18
- posts_observed: 12
- verified: false
- size_tier: kol

## 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: app
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: App monetization and consumer app success stories, Social media growth hacks and status building, Street interview agency operations and creator deals, App marketing, ASO, and onboarding flows, Entrepreneur podcast clips on scaling and investments

## Audience (inferred)
- status: present
- description: Aspiring entrepreneurs and app builders focused on consumer apps, social growth, and monetization tactics
- roles: none
- seniority: practitioner
- pain_points: Struggling to acquire users and monetize apps quickly, Figuring out effective app store optimization and immediate attention capture, Learning how to negotiate deals and close high-value clients/creators, Building social status and leads through cold outreach or free value
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.4
- 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: 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
- [tiktok_thebrettway#95dcbdf4] How he made BANK off the African dance videos #business #podcast #entrepeneur (https://www.tiktok.com/@thebrettway)
- [tiktok_thebrettway#9e83f070] original sound - thebrettway
- [tiktok_thebrettway#a67e91fa] It is a becoming a big trend on TikTok now! Click here: business
- [tiktok_thebrettway#c45dc0ec] Check out Brett Malinowski’s video! #TikTok >
- [tiktok_thebrettway#070cb1fb] Growth Hack on X you can use #business #podcast #entrepreneur
- [tiktok_thebrettway#ec3fe452] He Makes $1 Million a year from launching Twitter videos #business #podcast #entrepreneur
- [tiktok_thebrettway#c087fd0d] How he built a $1 billion tech startup #business #podcast #entrepreneur
- [tiktok_thebrettway#6c6300fe] How his street interview agency works #business #podcast #entrepreneur

## 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=62, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=62, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=62, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=49, 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=49, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=50, 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=49, 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=50, 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=50, method=platform_profile

## Freshness
- profile_checked_days_ago: 50
- content_analysed_days_ago: 49
- audience_updated_days_ago: 62

## 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=tiktok_thebrettway
- Request removal: https://koinonlink.com/claim?k=tiktok_thebrettway
- Terms: https://koinonlink.com/for-ai