# Productive AI (@productive_ai) on tiktok

- id: koinon:creator:tiktok_productive_ai
- url: https://koinonlink.com/kol/tiktok/productive_ai
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: productive_ai
- platform_url: https://www.tiktok.com/@productive_ai
- website: https://productiveai.info/Landingpage/KhoaHoc2026.html
- country: Vietnam
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 55364
- following: 26
- posts_total: 426
- posts_observed: 4
- 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: 0.9
- category_source: derived_from_recent_content
- topics: Quy trình dùng ChatGPT/NotebookLM cho biên bản họp và báo cá, Câu lệnh hành chính chuẩn hóa và kiểm tra văn phong, Tạo dàn ý, tóm tắt, rút gọn văn bản hành chính, Sử dụng Vision và Projects trong ChatGPT cho công việc công , Kiểm tra hiệu lực văn bản và logic pháp lý với AI, Xây dựng quy trình AI First cho cán bộ xã/phường
- bio: Chia sẻ cách ứng dụng AI nhanh cho Dân Văn Phòng
Tặng bạn cẩm nang AI cho người mới bắt đầu
👇👇

## Audience (inferred)
- status: present
- description: Vietnamese civil servants and office staff at the commune/ward, village, and government agency level
- roles: automation
- seniority: practitioner
- pain_points: Manually handling documents, minutes, and reports is time-consuming, Writing and reviewing official writing style and legal references often leads to errors, Compiling data and creating slides from scattered, disconnected sources, Too busy with daily tasks to find time to learn and effectively apply AI tools
- posts_analysed: 81
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.5
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 62
- authenticity_basis: profile_shape_only
- credibility_score: 62
- 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=0.9, freshness_days=75, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=75, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=75, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=75, 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=75, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=59, 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=75, 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=59, 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=59, method=platform_profile

## Freshness
- profile_checked_days_ago: 59
- content_analysed_days_ago: 75
- audience_updated_days_ago: 75

## AI retrieval
- indexing_requests: 10
- 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_productive_ai
- Request removal: https://koinonlink.com/claim?k=tiktok_productive_ai
- Terms: https://koinonlink.com/for-ai