# Léo Cirino IA & Marketing (@leocirinomarketing) on tiktok

- id: koinon:creator:tiktok_leocirinomarketing
- url: https://koinonlink.com/kol/tiktok/leocirinomarketing
- schema_version: 1.4

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

## Reach
- followers: 18304
- following: 121
- posts_total: 31
- posts_observed: 5
- 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: 0.85
- category_source: derived_from_recent_content
- topics: IA aplicada ao marketing, Ferramentas e bibliotecas de IA, Prompt engineering e produtividade, Tendências tech (Apple, Google, robôs, carros), Marketing B2B e conexão humana

## Audience (inferred)
- status: present
- description: Marketing and communications professionals in Brazil looking to adopt AI in their daily work
- roles: content
- seniority: practitioner
- pain_points: Lack of proficiency in prompt engineering and AI tools for content creation, Difficulty keeping up with tech trends that impact campaigns, Low productivity in promoting products and brands, Resistance or lack of mindset to integrate AI into daily marketing workflows
- posts_analysed: 36
- 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: 47
- authenticity_basis: profile_shape_only
- credibility_score: 47
- 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_leocirinomarketing#a733cb35] original sound - leocirinomarketing (https://www.tiktok.com/@leocirinomarketing)
- [tiktok_leocirinomarketing#031d4a09] Check out Léo Cirino IA & Marketing’s video! #TikTok >
- [tiktok_leocirinomarketing#c06024d8] O segredo do Real Madrid
- [tiktok_leocirinomarketing#def04fbc] Goiás será o novo Vale do Silício?
- [tiktok_leocirinomarketing#c9540b1c] O desejo da Apple
- [tiktok_leocirinomarketing#6eeb0b72] Um robô capaz de dar a luz
- [tiktok_leocirinomarketing#943e0ce6] Chegou a hora de vc ter seu robô em casa 🏠
- [tiktok_leocirinomarketing#74603620] China ou EUA podem por chip em nosso cérebro ?

## 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=75, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=75, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, 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=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=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=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: 75
- audience_updated_days_ago: 75

## AI retrieval
- indexing_requests: 13
- 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_leocirinomarketing
- Request removal: https://koinonlink.com/claim?k=tiktok_leocirinomarketing
- Terms: https://koinonlink.com/for-ai