# Vlad (@vladsvitanko) on x

- id: koinon:creator:x_vladsvitanko
- url: https://koinonlink.com/kol/x/vladsvitanko
- schema_version: 1.4

## Identity
- platform: x
- handle: vladsvitanko
- platform_url: https://twitter.com/vladsvitanko
- website: http://vladichain.substack.com
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 9678
- following: 1338
- posts_total: 6406
- posts_observed: 1
- posts_per_day: 3.804
- account_age_days: 1684
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00155
- best_post_interactions: 15
- 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: finance
- subcategory: crypto
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI tool misuse and limitations, Personal productivity with AI, Creative storytelling in tech, AI-driven product development, Career inspiration from unconventional paths
- bio: building @juceyapp, a pretty good vibeposting app🥤

## Audience (inferred)
- status: present
- description: Young tech enthusiasts and indie founders building AI-powered products, especially those interested in creative applications of AI and personal productivity tools
- roles: automation
- seniority: practitioner
- pain_points: Struggling to maintain focus and clarity when using AI tools due to overuse or misapplication, Finding it hard to translate abstract AI potential into real-world, usable product features, Lacking a clear vision or direction for their own AI-driven projects
- posts_analysed: 4
- 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: 82
- authenticity_basis: engagement_observed
- credibility_score: 82
- 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_vladsvitanko#abab4668] I hate to say it, but BMW just made advertising cool again. They put their newest car inside a movie whose trailer got 1 billion views in four days. It’s called Spider-Man: Brand New Day. Millions of people will now pay to watch a BMW commercial disguised as a blockbuster. Honest (https://twitter.com/vladsvitanko/status/2070142414925205514)
- [x_vladsvitanko#190c6ba6] the second you start going off on your ai, it actually gets dumber my theory is.. this thing is fucking alive
- [x_vladsvitanko#31e0bda2] This is what my new office looks like. ChatGPT Voice is a gud tek actually. To succeed in 2026 you just need to know what you want. Simple as that. https://t.co/n4N4xcDgbQ
- [x_vladsvitanko#8c9ad0aa] Jensen has the most insane career arc I’ve ever seen. > immigrates to America at 9 > washes dishes at Denny's for 5 years > accidentally explore

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=119, 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=79, 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=119, 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=119, method=platform_profile

## Freshness
- profile_checked_days_ago: 119
- content_analysed_days_ago: 79
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 8
- 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_vladsvitanko
- Request removal: https://koinonlink.com/claim?k=x_vladsvitanko
- Terms: https://koinonlink.com/for-ai