# Harley.Digital (@harleyma) on tiktok

- id: koinon:creator:tiktok_harleyma
- url: https://koinonlink.com/kol/tiktok/harleyma
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: harleyma
- platform_url: https://www.tiktok.com/@harleyma
- country: Canada
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 543962
- following: 174
- posts_observed: 36
- verified: false
- size_tier: kol

## 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: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: 免费AI工具推荐, 强大网站和生产力资源, 学习编程和在线课程, AI视频生成与内容创作, side hustle如print on demand, 演示文稿和自动化工具

## Audience (inferred)
- status: present
- description: students, beginner developers, content creators, and side hustlers looking for free AI tools, productivity websites, and learning resources
- roles: general_ai
- seniority: learner
- pain_points: struggling to find trustworthy free AI and productivity tools, limited budget making it hard to subscribe to multiple tools, want to quickly learn coding or job skills but lack accessible resources, need low-cost ways to create videos, presentations, and content
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.5
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: profile_shape_only
- credibility_score: 58
- 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
- [tiktok_harleyma#d06ecd32] These 3 websites are crazy useful and definitely deserves a spot in your bookmarks. #telehealth #cookinghack #ebooks (https://www.tiktok.com/@harleyma)
- [tiktok_harleyma#2a1465ac] original sound - harleyma
- [tiktok_harleyma#66016a81] It is a becoming a big trend on TikTok now! Click here: telehealth
- [tiktok_harleyma#2e3dc1b2] Check out Harley.Digital’s video! #TikTok >
- [tiktok_harleyma#6b7e645e] Search:
- [tiktok_harleyma#9c7905de] ebooks websites
- [tiktok_harleyma#0652293a] Get free phone number to use to get SMS and verification code if you dont want to use own.
- [tiktok_harleyma#42ef01f9] sms verification code app

## 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=72, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=72, 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=72, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=72, 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=72, 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=72, 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=72, method=platform_profile

## Freshness
- profile_checked_days_ago: 72
- content_analysed_days_ago: 72
- audience_updated_days_ago: 72

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