# Laur (@laurgrowth) on x

- id: koinon:creator:x_laurgrowth
- url: https://koinonlink.com/kol/x/laurgrowth
- schema_version: 1.4

## Identity
- platform: x
- handle: laurgrowth
- platform_url: https://twitter.com/laurgrowth
- website: https://afworld.co
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1860
- following: 63
- posts_total: 851
- posts_observed: 4
- posts_per_day: 1.199
- account_age_days: 710
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.02527
- best_post_interactions: 47
- 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: ecommerce
- subcategory: ecom_ads
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: affiliate offer scaling, content stack creation, non-polished ad creatives, beauty and supplement performance marketing
- bio: 19, affiliate | network | AI
building things.

## Audience (inferred)
- status: present
- description: affiliate marketers and performance marketers scaling beauty/supplement offers via content stacks
- roles: ads
- seniority: practitioner
- pain_points: scaling single-product demos into full content stacks, finding multiple creators using same device for consistent offers, avoiding overproduced ads that fail to convert at scale, identifying which offers can hit $40k+/day with raw creatives
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: engagement_observed
- credibility_score: 66
- flagged_for_review: false
- koinon_bd_grade: A — 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_laurgrowth#5bf0abe1] beauty offers doing $61k a month don't scale from one skincare demo they scale when one product becomes a full content stack same device different creator moments >morning reset >60 second glow routine >green juice and skincare >self care ritual >wake up your skin angle that's fi (https://twitter.com/laurgrowth/status/2064704712906096994)
- [x_laurgrowth#d82ba599] supplement brands doing $40k a day are not running polished commercial ads >not flashy >not overproduced >not filmed like a big brand shoot ->just a strong physique ->a clean kitchen setup ->and the product sitting naturally in the middle of the routine one creator style scene se

## 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=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=111, 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=80, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 80
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 12
- 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_laurgrowth
- Request removal: https://koinonlink.com/claim?k=x_laurgrowth
- Terms: https://koinonlink.com/for-ai