# Smarter Ecommerce (smec) (@Smarter-Ecommerce) on youtube

- id: koinon:creator:youtube_smarter-ecommerce
- url: https://koinonlink.com/kol/youtube/Smarter-Ecommerce
- schema_version: 1.4

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

## Reach
- followers: 5900
- posts_observed: 343
- 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: 0.95
- category_source: derived_from_recent_content
- topics: Google Ads AI updates (PMax, AI Max, Shopping campaigns), ROAS optimization pitfalls, Platform competition (Google vs Meta, Temu, ChatGPT Shopping, Ecommerce ad strategy and automation, Google policy and feature changes impacting advertisers
- bio: Smarter Ecommerce (smec) empowers ecommerce brands with AI-driven PPC automation that optimizes for profit and business ...

## Audience (inferred)
- status: present
- description: Ecommerce PPC managers and Google Ads specialists running paid campaigns for online stores
- roles: ads
- seniority: practitioner
- pain_points: Google forcing AI features like AI Max and PMax that reduce control over campaigns, ROAS targets being gamed or reset by Google algorithms, Rising CPCs due to aggressive competitors like Temu, Uncertainty around new protocols like UCP and native checkout changes
- posts_analysed: 48
- confidence: 0.75

## 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: 41
- authenticity_basis: profile_shape_only
- credibility_score: 41
- 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.

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=79, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=79, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=79, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=19, 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=19, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=46, 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=19, 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=46, 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=46, method=platform_profile

## Freshness
- profile_checked_days_ago: 46
- content_analysed_days_ago: 19
- audience_updated_days_ago: 79

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