# Chuck Ross (@chuckrossmx) on tiktok

- id: koinon:creator:tiktok_chuckrossmx
- url: https://koinonlink.com/kol/tiktok/chuckrossmx
- schema_version: 1.4

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

## Reach
- followers: 2668
- following: 597
- posts_observed: 1
- verified: false
- size_tier: nano

## 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: 0.9
- category_source: derived_from_recent_content
- topics: Sistemas de negocio y automatización, Agentes de IA para leads y seguimiento, Productividad y recuperación de tiempo, Errores comunes al implementar IA, Escalamiento sin contratar más gente, Prospección y captación de clientes
- bio: Construyo el sistema que escala tu negocio
Sistemas • Tech • Productividad • Gadgets 
Soy Ingeniero | Fotógrafo | Marketer
Diagnóstico Gratis👇🏻

## Audience (inferred)
- status: present
- description: Hispanic-speaking entrepreneurs and small-to-medium business owners looking to scale using AI systems and automation
- roles: automation
- seniority: decision_maker
- pain_points: Losing customers due to slow, manual follow-up, Wasting time on repetitive tasks that should be automated, Lacking clear systems that create bottlenecks and breakdowns, Struggling to scale without hiring more staff or knowing where to start with AI
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 32
- authenticity_basis: profile_shape_only
- credibility_score: 32
- 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_chuckrossmx#81e9734b] #short #youtube #fotografia #video #youtuber #chuckrossmx #filmmakersworld (https://www.tiktok.com/@chuckrossmx)
- [tiktok_chuckrossmx#ee1e9f22] original sound - chuckrossmx
- [tiktok_chuckrossmx#ee312702] It is a becoming a big trend on TikTok now! Click here: short
- [tiktok_chuckrossmx#794ce4e9] Check out Chuck Ross | Escalar Negocios’s video! #TikTok >
- [tiktok_chuckrossmx#4458dfde] ¿Realmente usas la IA a tu favor? Me sorprende el resultado de la encuesta. #AgentesDeIA #SistemasDeNegocio #AutomatizacionInteligente #MitosDeIA #SistemasConIA
- [tiktok_chuckrossmx#7bc83bef] No estás perdiendo clientes por mal servicio. Los estás perdiendo porque nadie les da seguimiento a tiempo. #AgentesDeIA #SistemasDeNegocio #AutomatizacionInteligente #ChuckRoss #MitosDeIA
- [tiktok_chuckrossmx#bf2e0c24] ¡Deja de ser esclavo de la IA! Aprende a usarla para escalar tu negocio, no al revés. Te enseño cómo. #InteligenciaArtificial #Negocios #EscalarNegocio #Emprendimiento #IA
- [tiktok_chuckrossmx#ed18b105] Identifica cuellos de botella en tu neg

## 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=57, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=57, 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=57, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, 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=57, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 57
- audience_updated_days_ago: 57

## AI retrieval
- indexing_requests: 9
- 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_chuckrossmx
- Request removal: https://koinonlink.com/claim?k=tiktok_chuckrossmx
- Terms: https://koinonlink.com/for-ai