# Vincenzo Landino (@vincenzolandino) on x

- id: koinon:creator:x_vincenzolandino
- url: https://koinonlink.com/kol/x/vincenzolandino
- schema_version: 1.4

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

## Reach
- followers: 49860
- following: 1599
- posts_total: 197284
- posts_observed: 3
- posts_per_day: 38.759
- account_age_days: 5090
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00668
- best_post_interactions: 333
- 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: entertainment
- subcategory: sports
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: F1 business and media, Sprint race format, Motorsport leadership and strategy, Fan experience and surveys
- bio: exploring the business of F1/sport
📧 [contact removed]

## Audience (inferred)
- status: present
- description: F1 fans and motorsport enthusiasts interested in the business side of the sport
- roles: consumer
- seniority: consumer
- pain_points: Teams blocking fan-friendly changes like more sprint races, Lack of depth in understanding F1's commercial and media decisions, Feeling disconnected from how business choices affect the on-track product
- posts_analysed: 8
- 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: 95
- authenticity_basis: engagement_observed
- credibility_score: 95
- 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_vincenzolandino#80668217] Dang, that bad? (https://twitter.com/vincenzolandino/status/2017208801036775847)
- [x_vincenzolandino#162cec5d] “I’m not interested in a puddle that looks very big and is not very deep” Chip Ganassi talked to us about why he started CGR Media 👇 https://t.co/InUYDMgJ05
- [x_vincenzolandino#350b61fa] This is why most people cannot grasp greatness. You have to do things the 99% think are strange or weird or cooky. Greatness is on of life’s most misunderstood state of being. https://t.co/2peNwH0SB1
- [x_vincenzolandino#61aeeaff] 🚩 Marked Safe from the Spider-Man BMW ad https://t.co/OTFnwMrYNl
- [x_vincenzolandino#c3be332e] It makes so much sense to have a sprint race every weekend for the fans, the promoters, F1… everyone but the teams themselves. https://t.co/VcVUhRbI0f
- [x_vincenzolandino#c1284483] Italy’s been ahead of this for the last 12 years. Admirable.
- [x_vincenzolandino#19019c65] Has Stefano watched The Fast and the Furious? https://t.co/Qfn45cvv29
- [x_vincenzolandino#80dc56b7] What matters the most to F1 fans? Share your thoughts in the survey, link in first comment. https://t.co/6SmBjZMhbI

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, 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=77, 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: 77
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 7
- 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_vincenzolandino
- Request removal: https://koinonlink.com/claim?k=x_vincenzolandino
- Terms: https://koinonlink.com/for-ai