# André Lug | Autoridade com IA (@andre_lug) on tiktok

- id: koinon:creator:tiktok_andre_lug
- url: https://koinonlink.com/kol/tiktok/andre_lug
- schema_version: 1.4

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

## Reach
- followers: 66861
- following: 200
- posts_observed: 49
- 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: 0.95
- category_source: derived_from_recent_content
- topics: Prompts e códigos secretos para ChatGPT, Lançamentos de novos modelos de IA (GPT-5.6, Qwen, Gemini), Ferramentas de IA para criação de vídeo e conteúdo, Riscos, tendências e impactos da IA, Agentes e automação com IA

## Audience (inferred)
- status: present
- description: TikTok users interested in AI who are looking for free prompts, tools, and updates on models like ChatGPT, Qwen, and Gemini to create content and automate tasks
- roles: general_ai
- seniority: learner
- pain_points: Struggling to create effective prompts without knowing the right commands, High cost of using advanced AI models, Lack of simple tools to quickly generate viral videos and content, Difficulty keeping up with the latest AI launches and trends
- posts_analysed: 39
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.5
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 55
- authenticity_basis: profile_shape_only
- credibility_score: 55
- 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_andre_lug#194b0934] Me siga e comenta "ESTUDAR" que eu mando todos esses comandos pra você. Se você ainda estuda daquele jeito antigo — lendo página após página, grifando tudo e no fim não lembra quase nada — chegou a hora de usar o ChatGPT de forma mais esperta. Esses 5 comandos convertem qualquer  (https://www.tiktok.com/@andre_lug)

## 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=73, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=73, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=73, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=48, 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=48, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=53, 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=48, 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=53, 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=53, method=platform_profile

## Freshness
- profile_checked_days_ago: 53
- content_analysed_days_ago: 48
- audience_updated_days_ago: 73

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