# Productive AI (@productiveAI_VN) on youtube

- id: koinon:creator:youtube_productiveai_vn
- url: https://koinonlink.com/kol/youtube/productiveAI_VN
- schema_version: 1.4

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

## Reach
- followers: 5900
- posts_observed: 216
- 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: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: ChatGPT for drafting and checking administrative/legal docum, NotebookLM for document research and knowledge extraction, Gemini for creating slides and dashboards, AI tools specifically for civil servants and commune officia, Prompting tips and workflows to reduce repetitive office wor
- bio: Ứng dụng AI để tối ưu hóa hiệu suất công việc văn phòng, giảm 50% thực hiện các việc lặp đi lặp lại nhàm chán, có thêm 2h mỗi ...

## Audience (inferred)
- status: present
- description: Vietnamese commune/ward-level civil servants and local government officials handling administrative paperwork
- roles: none
- seniority: practitioner
- pain_points: Spending 4 hours drafting a single official document or report, Difficulty checking validity and errors in legal/administrative documents, Struggling to effectively use AI tools like ChatGPT for office tasks, Adapting to new AI requirements and tools mandated by 2026
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.6
- 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: 9
- 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_productiveai_vn
- Request removal: https://koinonlink.com/claim?k=youtube_productiveai_vn
- Terms: https://koinonlink.com/for-ai