# Gus Machado🤘🏻🎢 (@_gusmachado) on tiktok

- id: koinon:creator:tiktok__gusmachado
- url: https://koinonlink.com/kol/tiktok/_gusmachado
- schema_version: 1.4

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

## Reach
- followers: 2039486
- following: 8306
- posts_total: 207
- posts_observed: 6
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.07517
- engagement_rate_basis: average_interactions_per_view
- posts_in_average: 10
- avg_interactions_per_post: 56408
- best_post_interactions: 301322
- measurement_source: tiktok_posts_mean
- measurement_formula: digg + comment + share, mean over observed posts, divided by the mean play count of those same posts — on TikTok the algorithmic feed decides reach, so followers are not the denominator that describes what share of an audience engaged
- comparable_pool: view_based_interactions
- status_note: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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: entertainment
- subcategory: comedy
- category_confidence: 0.75
- category_source: derived_from_recent_content
- topics: roller coaster building, home engineering/DIY projects, animatronics, theme park attractions, maker experiments
- bio: “Se você pode sonhar, você pode realizar” - um bom velhinho 🎢

## Audience (inferred)
- status: present
- description: DIY engineering and roller coaster enthusiasts, mostly young adults and teens into maker projects and thrill rides
- roles: consumer
- seniority: consumer
- pain_points: lack of space or budget for large home builds, engineering hurdles in DIY roller coasters or animatronics, finding inspiration for pop-culture themed projects
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: engagement_observed
- credibility_score: 66
- 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__gusmachado#59f70c29] Essa é a última vez que eu vou andar nessa montanha-russa. Não porque deu errado. Mas porque ela vai mudar completamente. #engenharia #montanharussa #projeto #construcao #curiosidade (https://www.tiktok.com/@_gusmachado)
- [tiktok__gusmachado#d93819d7] Married Life
- [tiktok__gusmachado#e807dd9e] It is a becoming a big trend on TikTok now! Click here: engenharia
- [tiktok__gusmachado#c9b21f4f] Check out Gus Machado🤘🏻🎢’s video! #TikTok >
- [tiktok__gusmachado#ca6244f8] Eu construí uma MONTANHA RUSSA nos Estados Unidos! #montanharussa #engenharia #gusmontanha @Ben Azelart @Will Pemble
- [tiktok__gusmachado#b3bfc553] original sound - _gusmachado
- [tiktok__gusmachado#efe8cc16] Smiling Faces
- [tiktok__gusmachado#5b81b5c5] 1 ano e meio de trabalho duro depois… #GusMontanha #RollerCoaster #PhineasAndFerb @danpovenmire

## 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=55, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=55, 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=55, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=92, 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=0.5, freshness_days=55, 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=92, 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=92, method=platform_profile

## Freshness
- profile_checked_days_ago: 92
- content_analysed_days_ago: 55
- audience_updated_days_ago: 55

## AI retrieval
- indexing_requests: 10
- 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__gusmachado
- Request removal: https://koinonlink.com/claim?k=tiktok__gusmachado
- Terms: https://koinonlink.com/for-ai