# RDeni (@rostikdeni) on x

- id: koinon:creator:x_rostikdeni
- url: https://koinonlink.com/kol/x/rostikdeni
- schema_version: 1.4

## Identity
- platform: x
- handle: rostikdeni
- platform_url: https://twitter.com/rostikdeni
- website: https://linktr.ee/rdeni
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 17912
- following: 496
- posts_total: 33141
- posts_observed: 5
- posts_per_day: 19.587
- account_age_days: 1692
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00502
- best_post_interactions: 90
- 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: software
- subcategory: saas
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: Lead conversion optimization for local businesses, Customer follow-up automation, Handling customer complaints and feedback, Using AI tools like Claude for sales operations
- bio: 💡20-years old crypto enthusiast, hold $BTC since school | 300k on YouTube

## Audience (inferred)
- status: present
- description: Small to mid-sized local business owners and operators, especially in service-based industries like home services, who struggle with lead conversion despite having inbound inquiries
- roles: sales
- seniority: decision_maker
- pain_points: High lead drop-off rates due to poor follow-up after initial contact, Inconsistent or unprofessional communication that damages client trust, Confusing pricing or unclear next steps that deter conversions, Lack of systems to capture and respond to customer feedback in real time
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 89
- authenticity_basis: engagement_observed
- credibility_score: 89
- 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_rostikdeni#14e751a8] MOST LOCAL BUSINESSES DO NOT NEED MORE LEADS FIRST (https://twitter.com/rostikdeni)
- [x_rostikdeni#66acdcb2] They need to stop leaking the leads they already get
- [x_rostikdeni#fbb2a923] A patient checks the reviews and sees nobody called me back. A homeowner sees they disappeared after the quote. A buyer sees pricing was confusing. A client sees front desk was rude
- [x_rostikdeni#2ca6343c] That decision happens before the business ever knows the lead existed.
- [x_rostikdeni#051dc236] Claude can turn those public complaints

## 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=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=111, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 79
- audience_updated_days_ago: 20

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