# Customer XO (@CustomerXO) on youtube

- id: koinon:creator:youtube_customerxo
- url: https://koinonlink.com/kol/youtube/CustomerXO
- schema_version: 1.4

## Identity
- platform: youtube
- handle: CustomerXO
- platform_url: https://www.youtube.com/@CustomerXO
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1140
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: 0.8
- category_source: derived_from_recent_content
- topics: 退货骗局和识别技巧, 电商订单欺诈案例, Sneaker drop和零售混乱, 信用卡和评论诈骗, 客服日常压力与应对
- bio: Customer service operators carry the pressure of fraud every day. The angry tickets, the polished fake invoices, the “item not ...

## Audience (inferred)
- status: present
- description: E-commerce customer service and operations frontline staff, the ones handling return fraud, fake invoices, and order disputes daily
- roles: cx
- seniority: practitioner
- pain_points: Constant pressure from dealing with large volumes of return fraud and fabricated evidence, Difficulty identifying sophisticated return scams and managing angry customers, Brand loyalty eroded by bots or malicious reviews, Operational chaos caused by high-risk orders and refunds
- posts_analysed: 25
- confidence: 0.6

## 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: 32
- authenticity_basis: profile_shape_only
- credibility_score: 32
- 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
- [youtube_customerxo#ad204c4e] They Always Have Ring, Never Footage (https://www.youtube.com/@CustomerXO)
- [youtube_customerxo#a937e821] We Literally Just Sell Toilet Paper
- [youtube_customerxo#e4c95bdc] Those Couponing Shows Were Fake
- [youtube_customerxo#75b4c8c7] The Return Label Scam Nobody Catches
- [youtube_customerxo#10488e2c] Want a Refund Scam to Work? Don’t Yell
- [youtube_customerxo#c3e199bb] The Weirdest Return Excuse Ever
- [youtube_customerxo#8fbe2f53] The Target Receipt Scam Was Obvious
- [youtube_customerxo#5b5738ee] She Faked Her Family Dying for Free Stuff

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, 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=0.25, freshness_days=78, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

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