# Julio Ferreira | IA e Negócios (@julioferreiraf) on tiktok

- id: koinon:creator:tiktok_julioferreiraf
- url: https://koinonlink.com/kol/tiktok/julioferreiraf
- schema_version: 1.4

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

## Reach
- followers: 7590
- following: 80
- posts_total: 127
- 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: finance
- subcategory: personal_fin
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Finanças pessoais e controle patrimonial, IA para produtividade e automação de hábitos, Vendas, persuasão e negócios, Planejamento de futuro e reflexões econômicas, Comparação e uso de modelos de IA (GPT, Grok, Gemini)

## Audience (inferred)
- status: present
- description: Brazilian entrepreneurs and professionals interested in AI applied to business, personal finance, and productivity
- roles: general_ai
- seniority: practitioner
- pain_points: Difficulty managing monthly income and expenses, Procrastination and failure to build consistent habits, Choosing and effectively using AI tools for daily tasks, Uncertainty about the future of the economy, career, and job market
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.5
- promotion_intent: 0.4
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 50
- authenticity_basis: profile_shape_only
- credibility_score: 50
- 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_julioferreiraf#1486d1a7] Como garantir evolução patrimonial ao longo dos anos? Tendo suas finanças na palma da sua mão! Sr quiser fazer assim como eu, e administrar seu dinheiro com uma planilha simles, mas eficaz, de graça... Me manda uma DM que eu te compartilho esse modelo. #finanças #controlefinancei (https://www.tiktok.com/@julioferreiraf)
- [tiktok_julioferreiraf#aeb07e00] original sound - julioferreiraf
- [tiktok_julioferreiraf#f13d2e5f] It is a becoming a big trend on TikTok now! Click here: finanças
- [tiktok_julioferreiraf#f7795df8] Check out Julio Ferreira | IA e Negócios’s video! #TikTok >
- [tiktok_julioferreiraf#8aea77fa] Controlar os seu dinheiro é uma habilidade que vem da antiga babilônia. Se você sabe quanto dinheiro entra e sai do seu bolso a cada mês, a sua orgigem e destino... suas chances de crescer suas reservas aumentam drasticamente. Eu uso planilhas como essa há anos e, pra mim, o esfo

## 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=71, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=71, 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=71, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=99, 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=71, 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=99, 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=99, method=platform_profile

## Freshness
- profile_checked_days_ago: 99
- content_analysed_days_ago: 71
- audience_updated_days_ago: 71

## AI retrieval
- indexing_requests: 11
- 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_julioferreiraf
- Request removal: https://koinonlink.com/claim?k=tiktok_julioferreiraf
- Terms: https://koinonlink.com/for-ai