# William Mazza (@engenheiromazza) on tiktok

- id: koinon:creator:tiktok_engenheiromazza
- url: https://koinonlink.com/kol/tiktok/engenheiromazza
- schema_version: 1.4

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

## Reach
- followers: 7306
- following: 13
- posts_observed: 1
- 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: Uso prático de Claude e ChatGPT no trabalho, Prompt engineering como competência humana, Riscos de substituição por IA, Detecção de uso indevido de IA, Implementação de IA em empresas (ex: RH), Comparação entre ferramentas (Claude vs Microsoft Copilot)
- bio: 🎤 Palestrante & Especialista em Inteligência Artificial

## Audience (inferred)
- status: present
- description: Brazilian professionals who use or want to use AI (Claude, ChatGPT) at work to boost productivity and avoid being replaced
- roles: general_ai
- seniority: practitioner
- pain_points: Fear of being replaced if work reduces to just prompt + copy + paste, Paying for AI tools but never reaching the usage limit, Risk of tools detecting 'cheating' or improper use of AI, Difficulty choosing the right area to implement AI in the company without causing issues
- posts_analysed: 40
- 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: 42
- authenticity_basis: profile_shape_only
- credibility_score: 42
- 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_engenheiromazza#32b42a28] A Inteligência Artificial é 0% criativa. Entenda o porquê! Afinal, o que realmente é Inteligência Artificial? 🤔🤖 Muitos pensam que a IA é um sistema “supercriativo” capaz de inventar tudo do zero. Mas a verdade é que ela é ótima em replicar, raciocinar sobre grandes volumes de  (https://www.tiktok.com/@engenheiromazza)
- [tiktok_engenheiromazza#03d0bc88] Dramatic

## 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=59, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=59, 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=59, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=91, 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=59, 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=91, 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=91, method=platform_profile

## Freshness
- profile_checked_days_ago: 91
- content_analysed_days_ago: 59
- audience_updated_days_ago: 59

## AI retrieval
- indexing_requests: 5
- 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_engenheiromazza
- Request removal: https://koinonlink.com/claim?k=tiktok_engenheiromazza
- Terms: https://koinonlink.com/for-ai