# o Matheus da IA (@oMatheusdaIA) on youtube

- id: koinon:creator:youtube_omatheusdaia
- url: https://koinonlink.com/kol/youtube/oMatheusdaIA
- schema_version: 1.4

## Identity
- platform: youtube
- handle: oMatheusdaIA
- platform_url: https://www.youtube.com/@oMatheusdaIA
- country: Brazil
- entity_type: creator
- person_id: koinon:person:youtube_omatheusdaia

## Reach
- followers: 31600
- posts_observed: 70
- 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: Claude Code / Claude usage tips and workarounds, Building AI agents and automation loops, AI model news and comparisons (GPT, Claude, open-source), Creating digital products and SaaS with AI, Making money with AI tools and agents
- bio: Aqui eu mostro como usar Inteligência Artificial para tirar ideias do papel, criar produtos digitais, desenvolver projetos reais e ...

## Audience (inferred)
- status: present
- description: Portuguese-speaking developers, indie hackers and small product builders focused on using AI tools (mainly Claude) to create digital products, agents and SaaS
- roles: automation, content
- seniority: practitioner
- pain_points: Claude producing overly long or complicated outputs that require heavy review, High token costs when using Claude for real projects and agents, Keeping up with rapid AI model releases and deciding which ones are actually usable, Building reliable agent loops and automations without constant manual fixes
- posts_analysed: 45
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- 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: B — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## 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=83, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=83, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=83, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=14, 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=14, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=46, 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=14, 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=46, 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=46, method=platform_profile

## Freshness
- profile_checked_days_ago: 46
- content_analysed_days_ago: 14
- audience_updated_days_ago: 83

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