# TYLER STEPHENS (@viscaptyler) on x

- id: koinon:creator:x_viscaptyler
- url: https://koinonlink.com/kol/x/viscaptyler
- schema_version: 1.4

## Identity
- platform: x
- handle: viscaptyler
- platform_url: https://twitter.com/viscaptyler
- website: https://linktr.ee/viscaptyler
- country: United States
- entity_type: creator
- person_id: koinon:person:linkedin_viscaptyler

## Reach
- followers: 3100
- following: 747
- posts_total: 2017
- posts_observed: 6
- posts_per_day: 0.362
- account_age_days: 5573
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00032
- best_post_interactions: 1
- 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: 0.9
- category_source: derived_from_recent_content
- topics: Performance ad creative strategy, TikTok ad storytelling, Hook design for eCom ads, Creative intelligence in digital advertising, Balancing authenticity and clickbait in ads
- bio: We create modular performance creatives for 7-9 figure eCom brands using creative intelligence. Co-Founder & Visionary @VisCapMedia

## Audience (inferred)
- status: present
- description: Performance marketing specialists and eCom brand creatives, mainly mid-level to senior creatives and campaign leads at 7-9 figure eCom brands
- roles: ads
- seniority: practitioner
- pain_points: Struggling to create high-converting ad creatives that stand out in saturated markets, Finding it hard to balance creative authenticity with clickbait tactics that drive performance, Not knowing how to structure hooks that are both attention-grabbing and contextually aligned with the ad's message
- posts_analysed: 2
- confidence: 0.4

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

## Quality signals
- authenticity_score: 67
- authenticity_basis: engagement_observed
- credibility_score: 67
- 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_viscaptyler#bdea2bae] GOOD AD or BAD AD? What makes a great ad in 2024 Pt.45 Goli's TikTok ad is a masterclass in directing mental movies for the supplement category. It doesn't sell gummies; it sells instant relief from your most embarrassing body insecurities. Overall Score: 8/10. https://t.co/2XOBt (https://twitter.com/viscaptyler/status/2071700301636088210)
- [x_viscaptyler#49ecae6d] A congruent hook that's weak will lose to a clickbait hook that's strong. Even when the strong one barely connects to the rest of the video. I know that's not what the textbook says. Let me explain anyway. Congruency matters. It does. When your hook flows cleanly into the body, t

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, 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=78, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 78
- audience_updated_days_ago: 20

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