# Bryan Ng (@boomerrbryan) on x

- id: koinon:creator:x_boomerrbryan
- url: https://koinonlink.com/kol/x/boomerrbryan
- schema_version: 1.4

## Identity
- platform: x
- handle: boomerrbryan
- platform_url: https://twitter.com/boomerrbryan
- website: https://to.subscribr.ai/bio
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 27639
- following: 837
- posts_total: 16567
- posts_observed: 10
- posts_per_day: 9.381
- account_age_days: 1766
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00282
- best_post_interactions: 78
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: YouTube virality as solved formula, AI-powered marketing departments for small budgets, Niche consumer YouTube channels making money without product, Business owners avoiding 'too good to be true' tools
- bio: Changing the YouTube game. Co-founder @subscribrai

## Audience (inferred)
- status: present
- description: Business owners and YouTube creators seeking low-cost AI tools and proven formulas for marketing and viral content
- roles: content
- seniority: decision_maker
- pain_points: Can't afford or build a real marketing team quickly, Don't know the exact topic+format equation for viral videos, Overthink creativity instead of copying proven structures, Skeptical that cheap AI solutions can actually work for real businesses
- posts_analysed: 3
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 91
- authenticity_basis: engagement_observed
- credibility_score: 91
- 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
- [x_boomerrbryan#df26bacc] A YouTube channel that warns people about groceries is making $40,000 a month & it has nothing to sell. Not an ebook. Not an affiliate link. Nothing... Consumer Exposed started June 13. 43 videos later: 91,400 subscribers, 12.4 million views, 287,884 average views per video. The  (https://twitter.com/boomerrbryan)
- [x_boomerrbryan#927f772f] A real business can now build a functioning marketing department in one afternoon for $38 a month & most owners won't do it because it sounds too fake to be true... Idea to full script takes about 12 minutes: 1 - Connect a channel to Subscribr, or remix one already winning with y
- [x_boomerrbryan#214e04a6] Viral YouTube videos are a solved equation & business owners keep trying to be creative. Stop it... Every viral video is a topic plus a format. Honey badgers = topic. "Why it sucks to be born as X" = format. Together: "Why It Sucks to Be Born as a Honey Badger," a million-plus vi

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, 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=76, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=0.5, freshness_days=76, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 11
- 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=x_boomerrbryan
- Request removal: https://koinonlink.com/claim?k=x_boomerrbryan
- Terms: https://koinonlink.com/for-ai