# johnrwest (@johnreichardwes) on x

- id: koinon:creator:x_johnreichardwes
- url: https://koinonlink.com/kol/x/johnreichardwes
- schema_version: 1.4

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

## Reach
- followers: 2520
- following: 960
- posts_total: 315573
- posts_observed: 10
- posts_per_day: 57.44
- account_age_days: 5494
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0004
- best_post_interactions: 1
- 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: martech
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Independent music release promotion, Digital distribution on Spotify and Apple Music, Merchandise store promotion for musicians
- bio: International Management Consultant - 15 years +. VP World Trade Center Orlando. Director Compliance Air Quality Solutions Worldwide. Veteran

## Audience (inferred)
- status: present
- description: Music artists and creators, particularly in country music, with a focus on independent releases and digital distribution
- roles: content
- seniority: practitioner
- pain_points: Struggling to get visibility for new music releases on major platforms, Difficulty in driving traffic to their official merchandise stores, Need help promoting singles across multiple digital outlets like Spotify and Apple Music
- posts_analysed: 5
- 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: 54
- authenticity_basis: engagement_observed
- credibility_score: 54
- 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_johnreichardwes#7023dda8] .@JessieLynnJL says: Y'all be sure to check out new koozies & t-shirts on my official store: https://t.co/9sZBC31AYl Thanks so much for your continued support! #Repost https://t.co/8LOUQMslZA (https://twitter.com/johnreichardwes/status/2072448290893725712)
- [x_johnreichardwes#bbe499b1] .@JessieLynnJL says: "Set It on Fire" on ALL MAJOR DIGITAL OUTLETS!! See your digital outlet & save, download, & share this #NewRelease ! Links: iTunes https://t.co/n9rhC8uH1s Amazon Music https://t.co/NGmwA9ch4t Spotify https://t.co/cJdUSj0SQo https://t.co/DfTNZuiUtA
- [x_johnreichardwes#3d992c8c] .@JessieLynnJL WHISPERING WALLS IS OUT TODAY! Check it out on @spotify and @applemusic #jessielynn #newmusic #single #countryiscomingback #whisperingwalls #dirttodiva https://t.co/aLv9j9hAVX
- [x_johnreichardwes#65d54793] .@JessieLynnJL @BossEquineProducts https://t.co/pkq9EZgf3U https://t.co/NfL9O1vmnl
- [x_johnreichardwes#79d06567] .@JessieLynnJL says: https://t.co/zBf6TR42BZ https://t.co/VsmhtUz2Cs
- [x_johnreichardwes#d9cca400] .@JessieLynnJL says: https://t.co/zBf6TR42BZ https://t.co/ODPovwWJjL
- [x_johnreichardwes#3a52ce78] .

## 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=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=112, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 11
- 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_johnreichardwes
- Request removal: https://koinonlink.com/claim?k=x_johnreichardwes
- Terms: https://koinonlink.com/for-ai