# Aron (@aronnnemeth) on x

- id: koinon:creator:x_aronnnemeth
- url: https://koinonlink.com/kol/x/aronnnemeth
- schema_version: 1.4

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

## Reach
- followers: 5903
- following: 155
- posts_total: 6546
- posts_observed: 4
- posts_per_day: 4.626
- account_age_days: 1415
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.02863
- best_post_interactions: 169
- 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: 0.95
- category_source: derived_from_recent_content
- topics: High-converting ad creative analysis, Emotional positioning in advertising, Outcome-based ad storytelling, Visual authenticity in ad design

## Audience (inferred)
- status: present
- description: Digital advertisers and performance marketers focused on high-converting ad creatives, primarily mid-level practitioners at agencies or in-house teams
- roles: ads
- seniority: practitioner
- pain_points: Struggling to create ads that emotionally resonate and drive action, Finding it hard to balance creative authenticity with persuasive messaging, Not knowing how to effectively position the customer in the desired outcome, Having difficulty identifying what makes a high-performing ad stand out
- posts_analysed: 6
- confidence: 0.4

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

## Quality signals
- authenticity_score: 71
- authenticity_basis: engagement_observed
- credibility_score: 71
- 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_aronnnemeth#abd438c0] Scrolled Atria this morning at 300% speed (https://twitter.com/aronnnemeth/status/1932742221440156128)
- [x_aronnnemeth#9a638148] These 4 ads forced me to stop:
- [x_aronnnemeth#b933a2bf] 1: Oliver’s Travels
- [x_aronnnemeth#8856f41b] Loved how fast I was dropped into my dream outcome. It didn’t just show me the offer but it positioned me in it. That’s the move, sell the outcome so people can FEEL it, not just imagine it
- [x_aronnnemeth#80550157] 2: Ten Thousand
- [x_aronnnemeth#404a28f0] The visual felt totally unnatural for me. You don’t normally see someone in a setting like that whi

## 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=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=109, 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=109, 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=109, method=platform_profile

## Freshness
- profile_checked_days_ago: 109
- content_analysed_days_ago: 80
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 13
- 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_aronnnemeth
- Request removal: https://koinonlink.com/claim?k=x_aronnnemeth
- Terms: https://koinonlink.com/for-ai