# Trevor Zheng (@ecomwithtrevor) on threads

- id: koinon:creator:threads_ecomwithtrevor
- url: https://koinonlink.com/kol/threads/ecomwithtrevor
- schema_version: 1.4

## Identity
- platform: threads
- handle: ecomwithtrevor
- platform_url: https://www.threads.net/@ecomwithtrevor
- website: https://www.ecomhighticket.com/hte-application/?utm_source=tzthreads&el=threadsbio
- entity_type: creator
- person_id: koinon:person:youtube_ecomwithtrevor

## Reach
- followers: 4947
- posts_observed: 1
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01071
- best_post_interactions: 53
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- 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: crossborder
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: High ticket ecom success stories, Google Ads + supplier strategies, Motivation to start selling, Ecom lifestyle benefits like credit card points
- bio: Co-Founder @ PeakFlow
$10MM+ Selling High Ticket Products
🔗 Tap link for Free Training

## Audience (inferred)
- status: present
- description: Aspiring high-ticket ecom entrepreneurs and beginners looking to start online selling businesses
- roles: ecom_ops
- seniority: learner
- pain_points: Uncertainty about whether to start high-ticket ecom, Finding reliable suppliers and running Google Ads profitably, Skepticism and lack of proof that the model works, Missing out on high earnings while others succeed
- posts_analysed: 8
- confidence: 0.4

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

## Quality signals
- authenticity_score: 68
- authenticity_basis: engagement_observed
- credibility_score: 68
- 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
- [threads_ecomwithtrevor#978a3d9d] Never getting sick of these notifications (https://www.threads.com/@ecomwithtrevor/post/DSWWuggDNLm)
- [threads_ecomwithtrevor#dfb496a5] The amount of stupidity is mind-boggling. Just exposes how much you really know.
- [threads_ecomwithtrevor#46ebe222] $13.8K in 1 order, and you're still deciding if you should start or not.
- [threads_ecomwithtrevor#7c3db3d7] Just lock in anon
- [threads_ecomwithtrevor#171b86f9] High Ticket Ecom Changed my life
- [threads_ecomwithtrevor#dd0ef37a] High ticket suppliers + Google Ads = Sales like this Supplierflow.io
- [threads_ecomwithtrevor#d62b9b27] Best thing about Ecom: Credit Card Reward Points
- [threads_ecomwithtrevor#da3be6fb] Why haven’t you started?

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, 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=120, 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=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=120, 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=120, method=platform_profile

## Freshness
- profile_checked_days_ago: 120
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 6
- 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=threads_ecomwithtrevor
- Request removal: https://koinonlink.com/claim?k=threads_ecomwithtrevor
- Terms: https://koinonlink.com/for-ai