# 𝚜𝚞𝚢𝚊𝚜𝚑 (@suyashft) on x

- id: koinon:creator:x_suyashft
- url: https://koinonlink.com/kol/x/suyashft
- schema_version: 1.4

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

## Reach
- followers: 10741
- following: 2627
- posts_total: 27138
- posts_observed: 2
- posts_per_day: 4.891
- account_age_days: 5549
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00261
- best_post_interactions: 28
- 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: 0.8
- category_source: derived_from_recent_content
- topics: soccer player data visualization, polar charts for midfielders/fullbacks
- bio: 𝘈𝘥𝘥𝘪𝘤𝘵𝘦𝘥 𝘵𝘰 𝘔𝘜𝘍𝘊 𝘴𝘪𝘯𝘤𝘦 '06 • ✍️ ⚽️ • 𝘚𝘵𝘶𝘥𝘦𝘯𝘵 𝘰𝘧 𝘵𝘩𝘦 𝘉𝘦𝘢𝘶𝘵𝘪𝘧𝘶𝘭 𝘎𝘢𝘮𝘦 • Casual Culés

## Audience (inferred)
- status: present
- description: Football/soccer analytics enthusiasts focused on player data visualizations
- roles: none
- seniority: consumer
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 78
- authenticity_basis: engagement_observed
- credibility_score: 78
- 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_suyashft#c5ccec79] RM has kept their caution when buying players over 28, if you remember Perez went no-yes-no for Rodri. Rodri is 30, ACL recently, another operation to do. United should learn from it but instead have done it the wrong way in the past. For a young talent they will splash though. (https://twitter.com/suyashft/status/2074102315662143594)
- [x_suyashft#b88f8441] Between Tielemans and Guimaraes, I feel they are a player of similar profile/tier with different strengths. I can't be tribalistic with this because I wanted Bruno G. before we did that brilliant 35m deal for Tielemans. Guimaraes would have given few more goals that Utd will miss
- [x_suyashft#afd14f4c] Madrid have signed players like Kroos, Alonso so Rodri isn’t something odd. Barca being a perfect fit is a casual simplistic view of Rodri, and Flick isn’t really Pep/Barca dna + playing alongside Pedri if 🇪🇸 theory is right? (Although when playing regularly imo it’ll work)
- [x_suyashft#55f5c558] If true this is some nasty 🫱🏽‍🫲🏼 between the clubs we don’t know about, just yet. CFC did it with Villa too. Rogers ~ Nacho.
- [x_suyashft#bb92c1e3] We got 5 midfielders and 0 LB. Iykyk Decision should be easy if it comes down to that.
- [x_suyashft#481ef788] Those off the floor passes, ufff, they whispering in the air. Tielemans just give us 2 seasons, we ready then.
- [x_suyashft#5006d115] Give Lacey more minutes next season as cover for 10 and RW. Especially all cup games, don’t need to play strong XIs there till you reach SF/F like how Pep/Klopp used their squad. In the past desperate managers played PL/UCL XIs in cup games.
- [x_suyashft#b1ae5a56] I had mentioned how we saw barely any drop off with Santos in 15-16 full games worth of minutes.

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