# Tú Martech (@tumartech) on tiktok

- id: koinon:creator:tiktok_tumartech
- url: https://koinonlink.com/kol/tiktok/tumartech
- schema_version: 1.4

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

## Reach
- followers: 4553
- following: 7
- posts_total: 24
- posts_observed: 5
- 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: Công cụ AI miễn phí, AI tạo ảnh/video/slide, AI cho affiliate và TikTok Shop, Tạo website/app không code, AI chỉnh sửa ảnh và trích xuất dữ liệu
- bio: Liên hệ công việc
[contact removed]

## Audience (inferred)
- status: present
- description: Vietnamese creators on TikTok looking for free AI tools for content creation, affiliate marketing, slides/videos, and productivity
- roles: general_ai
- seniority: learner
- pain_points: Finding free AI alternatives to Canva, CapCut, and ChatGPT, Creating videos, slides, websites, or apps without coding or advanced skills, Reducing costs for affiliate marketing and TikTok Shop, Manually extracting data from websites into Excel
- posts_analysed: 33
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 40
- authenticity_basis: profile_shape_only
- credibility_score: 40
- 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_tumartech#a8160ca2] Bạn có tin rằng một bức ảnh mờ nhòe hàng chục năm trước có thể sống lại rõ nét chỉ trong vài giây? ✨ Với Gemini AI, chỉ cần nhập prompt là ảnh cũ sẽ được phục hồi cực kỳ ấn tượng. Thử ngay và cảm nhận sự khác biệt! (https://www.tiktok.com/@tumartech)
- [tiktok_tumartech#1ed8ac3d] original sound - tumartech
- [tiktok_tumartech#87800877] Check out Tú Martech’s video! #TikTok >
- [tiktok_tumartech#e107e29c] AI Miễn Phí Làm Slide Chuyên nghiệp và thuyết trình cực đỉnh. #AI #hoccungtiktok #ThuyetTrinh #Martech #LearnOnTikTok
- [tiktok_tumartech#a6777905] It is a becoming a big trend on TikTok now! Click here: ai
- [tiktok_tumartech#1a38f068] original sound - ntpzum
- [tiktok_tumartech#afc7f651] VICTORY (Remastered 2025)
- [tiktok_tumartech#a6136ee1] Những AI MIỄN PHÍ nhưng ĐỈNH giúp bạn tối ưu ngân sách.

## 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=57, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=57, 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=57, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=93, 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=57, 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=93, 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=93, method=platform_profile

## Freshness
- profile_checked_days_ago: 93
- content_analysed_days_ago: 57
- audience_updated_days_ago: 57

## AI retrieval
- indexing_requests: 6
- 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_tumartech
- Request removal: https://koinonlink.com/claim?k=tiktok_tumartech
- Terms: https://koinonlink.com/for-ai