# Herramientas G&P (@herramientasgyp) on tiktok

- id: koinon:creator:tiktok_herramientasgyp
- url: https://koinonlink.com/kol/tiktok/herramientasgyp
- schema_version: 1.3

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

## Reach
- followers: 15294
- following: 6
- posts_total: 202
- 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: software
- subcategory: devtools
- category_confidence: 0.6
- category_source: derived_from_recent_content
- topics: Authenticity verification of power tools (e.g., DeWalt, Milw, Promotions and discounts on industrial tools, Tool performance testing (e.g., plasma cutting, impact drive, Workshop efficiency and professional-grade tool usage, Customer support and post-purchase service for tool buyers

## Audience (inferred)
- status: present
- description: Skilled tradespeople and small workshop owners in Nicaragua, primarily electricians, welders, and construction technicians who use power tools daily
- roles: ecom_ops
- seniority: practitioner
- pain_points: Buying counterfeit or low-quality tools that fail under heavy use, Not knowing how to properly identify genuine DeWalt or Milwaukee tools to avoid safety risks, Lack of access to reliable, high-performance tools at affordable prices in Nicaragua, Difficulty finding trustworthy suppliers who offer technical support and after-sales service
- 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: 54
- authenticity_basis: profile_shape_only
- credibility_score: 54
- 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_herramientasgyp#441aba0e] Para que mires que no te hablamos Furuya, agarra este tip de cálculo de amperaje, y vas a ver que tu trabajo se va a hacer mucho más fácil de ejecutar! @cCristopher Ramirez  📍Semáforo de linda vista 2c arriba, 1c al sur, 20vrs abajo 8263-1363 📍Semáforo del verdugo Iván Monteneg (https://www.tiktok.com/@herramientasgyp)
- [tiktok_herramientasgyp#6f62e371] GO VIRALIZER!
- [tiktok_herramientasgyp#7137ef67] It is a becoming a big trend on TikTok now! Click here: nicaragua🇳🇮
- [tiktok_herramientasgyp#ea25aa71] Check out Herramientas G&P’s video! #TikTok >
- [tiktok_herramientasgyp#1a5d2d01] En G&P no solo vendemos… te acompañamos en todo el proceso. Antes ,durante y hasta después de llevarte tu herramienta, siempre estamos aquí para vos. 🙌 ¿Tenés dudas sobre alguna herramienta? Escribinos, ¡te ayudamos con gusto! 💬🔧 #GYPHerramientas#trend #ConfianzaGYP #ServicioA
- [tiktok_herramientasgyp#164583d8] Trap, hi

## 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=50, 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=50, 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=50, method=platform_profile

## Freshness
- profile_checked_days_ago: 50
- 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=tiktok_herramientasgyp
- Request removal: https://koinonlink.com/claim?k=tiktok_herramientasgyp
- Terms: https://koinonlink.com/for-ai