# Anh Ngoc (@anh.ngoc3360) on tiktok

- id: koinon:creator:tiktok_anh.ngoc3360
- url: https://koinonlink.com/kol/tiktok/anh.ngoc3360
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: anh.ngoc3360
- platform_url: https://www.tiktok.com/@anh.ngoc3360
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 12103
- posts_observed: 3
- verified: false
- size_tier: koc

## 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: 0.85
- category_source: derived_from_discovery_path
- topics: AI-powered productivity, micro-habits and daily routines, self-improvement and personal growth, U.S. political and social issues, current events and news commentary, life hacks and behavioral psychology
- bio: @anh.ngoc3360 12.1k Followers, 0 Following, 51.9k Likes - Watch awesome short videos created by Anh Ngoc

## Audience (inferred)
- status: present
- description: Young adults interested in self-improvement, AI tools, and daily productivity hacks, with a strong interest in political and social commentary on U.S. policy, current events, and systemic issues
- roles: general_ai
- seniority: learner
- pain_points: Struggling to build consistent habits in a distracted digital world, Feeling overwhelmed by information overload and unclear how to apply AI tools effectively, Confused by political narratives and government policies that affect daily life, Lacking practical, science-backed routines to improve personal productivity and well-being
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 45
- authenticity_basis: profile_shape_only
- credibility_score: 45
- flagged_for_review: false
- koinon_bd_grade: B — 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_anh.ngoc3360#082ea2dd] Tiny daily actions, massive results: the science of micro-habits in a hyper-connected world #habits #productivity #SelfImprovement #AIassist #digitalwellbeing #fyp #viral (https://www.tiktok.com/@anh.ngoc3360)
- [tiktok_anh.ngoc3360#e40e8759] original sound - anh.ngoc3360
- [tiktok_anh.ngoc3360#fad9e555] It is a becoming a big trend on TikTok now! Click here: habits
- [tiktok_anh.ngoc3360#f1a27303] Check out Anh Ngoc’s video! #TikTok >
- [tiktok_anh.ngoc3360#187aadf6] I Put AI to the Test for 24 Hours — Here’s What Happened #AI #Tech #24HourChallenge #FutureNow #viral #fyp #foryou
- [tiktok_anh.ngoc3360#4d6107a3] The 5-Minute Morning Hack That Transforms Your Day #morningroutine #productivity #lifehacks #SelfImprovement #fyp #foryou #viral
- [tiktok_anh.ngoc3360#b55fbe3f] From skincare regimes to breakfast recipes, show us your #MorningRoutine
- [tiktok_anh.ngoc3360#31bfdee4] When AI Plans Your Day: I Let an AI Robot Create My Morning Routine for 7 Days

## 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=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=33, 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=0, 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=33, 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=33, method=platform_profile

## Freshness
- profile_checked_days_ago: 33
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

## AI retrieval
- indexing_requests: 1
- 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_anh.ngoc3360
- Request removal: https://koinonlink.com/claim?k=tiktok_anh.ngoc3360
- Terms: https://koinonlink.com/for-ai