# CEREBRODIGITAL (@cerebrodigital11) on tiktok

- id: koinon:creator:tiktok_cerebrodigital11
- url: https://koinonlink.com/kol/tiktok/cerebrodigital11
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: cerebrodigital11
- platform_url: https://www.tiktok.com/@cerebrodigital11
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 11289
- following: 102
- posts_observed: 4
- 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: 0.9
- category_source: derived_from_recent_content
- topics: Listas actualizadas de herramientas IA 2026, Tendencias y avances en IA, Comparaciones free vs pago, IA para marketing de contenidos y edición de video, Prompt engineering básico
- bio: El lugar de los descubrimientos de nuevas tecnologias, Inteligencia Artificial, transhumanismo, Motivación y poder mental.

## Audience (inferred)
- status: present
- description: Hispanic-speaking content creators and digital marketers looking for practical AI tool lists
- roles: content
- seniority: practitioner
- pain_points: Staying updated with the constant stream of new AI tools, Choosing between free and paid options based on actual value, Finding specialized tools for specific tasks like video, voice, or image creation, Learning how to use the right prompts to get better results
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.3
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 45
- authenticity_basis: profile_shape_only
- credibility_score: 45
- 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_cerebrodigital11#9a2e92f7] El desglose de estas clasificaciones expone una fragmentación crítica en el mercado de la inteligencia artificial: el fin del modelo único para todo. Mientras plataformas generalistas y pioneras como ChatGPT sufren una notable fatiga de percepción quedando relegadas al tercer pue (https://www.tiktok.com/@cerebrodigital11)

## 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=73, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=73, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=73, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=73, 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=73, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=76, 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=73, 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=76, 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=76, method=platform_profile

## Freshness
- profile_checked_days_ago: 76
- content_analysed_days_ago: 73
- audience_updated_days_ago: 73

## AI retrieval
- indexing_requests: 12
- 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_cerebrodigital11
- Request removal: https://koinonlink.com/claim?k=tiktok_cerebrodigital11
- Terms: https://koinonlink.com/for-ai