# Guzzi Fabrication - D.I.Y Auto Restoration (@guzzifabrication3448) on youtube

- id: koinon:creator:youtube_guzzifabrication3448
- url: https://koinonlink.com/kol/youtube/guzzifabrication3448
- schema_version: 1.2

## Identity
- platform: youtube
- handle: guzzifabrication3448
- platform_url: https://www.youtube.com/@guzzifabrication3448
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 69000
- posts_observed: 2
- 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: lifestyle
- subcategory: home_living
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: DIY welding tips and techniques, Auto body rust repair and patch panels, Tool reviews and shop hacks, Media blasting prep and priming, Metal fabrication and custom brackets, Car restoration project walkthroughs
- bio: I am dedicated to making " how to videos " for the guys & gals working on their own projects at home, providing honest, solid ...

## Audience (inferred)
- status: present
- description: Home DIY auto restorers and hobbyist mechanics working on personal car projects like rust repair, welding, and fabrication
- roles: consumer
- seniority: consumer
- pain_points: Struggling with rust repair and bodywork on older vehicles without pro shop access, Learning consistent welding techniques on thin or tricky metals at home, Finding affordable, reliable tools and shop tricks that actually work for DIYers, Proper surface prep and finishing steps before painting or media blasting
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 55
- authenticity_basis: profile_shape_only
- credibility_score: 55
- 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
- [youtube_guzzifabrication3448#48c12bd9] 1/4" Steel Plate? NO WAY? This cut like butter! #shorts #welding #automotivetools #diy #yeswelder (https://www.youtube.com/@guzzifabrication3448)
- [youtube_guzzifabrication3448#df8f505d] Swag Off Road part 2 #shorts #welding
- [youtube_guzzifabrication3448#6f42a248] 1955 Wagon  #automobile #shorts
- [youtube_guzzifabrication3448#b9ae4609] How to repair loose hood hinge? At Home! #shorts #dodge #dodgecharger #diy #tools #welding
- [youtube_guzzifabrication3448#4349cd66] How to metal finishing quarter panel leading edge #shorts #metalworking #metalworkingtools #diy
- [youtube_guzzifabrication3448#8d11d7a4] The Easy Way to Bend Tubing !  Swag Tubing Roller Build #shorts  #diy #automobile
- [youtube_guzzifabrication3448#1c655b8f] How to find the perfect door gap? #shorts  #diy #automobile #tools
- [youtube_guzzifabrication3448#6193d271] Floor Patch Panel DIY  #shorts #diyautorepair #diy

## 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=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=13, 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=0, 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=13, 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=13, method=platform_profile

## Freshness
- profile_checked_days_ago: 13
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

## AI retrieval
- indexing_requests: 1
- 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_guzzifabrication3448
- Request removal: https://koinonlink.com/claim?k=youtube_guzzifabrication3448
- Terms: https://koinonlink.com/for-ai