# SoyGeekGuy (@geekguydinero) on tiktok

- id: koinon:creator:tiktok_geekguydinero
- url: https://koinonlink.com/kol/tiktok/geekguydinero
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: geekguydinero
- platform_url: https://www.tiktok.com/@geekguydinero
- website: https://www.geekguy.us/prompts-ia
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 7081
- following: 33
- posts_observed: 2
- 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: 0.94
- category_source: derived_from_recent_content
- topics: New AI model releases and benchmarks, Comparisons between ChatGPT, Gemini, Claude and open-source , AI tool pricing and subscription changes, Business and productivity workflows with AI agents, AI capabilities and limitations in creative or professional 
- bio: Somos 250k en YT.
Aprende #IA. Ayudo a optimizar tu negocio con #Claude #ChatGPT

## Audience (inferred)
- status: present
- description: Spanish-speaking users interested in AI tools, model releases and practical applications, mainly students and individual practitioners
- roles: general_ai
- seniority: learner
- pain_points: Keeping up with rapid AI model releases and price changes, Choosing which AI tool actually performs best for specific tasks, Understanding real limitations and risks of using AI for work or study, Finding affordable or free alternatives when big platforms raise prices
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 42
- authenticity_basis: profile_shape_only
- credibility_score: 42
- 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_geekguydinero#3b70c33e] Estudiar con IA no te está haciendo más inteligente... te está haciendo más dependiente. 📹 En este video te muestro el error 1 al estudiar con inteligencia artificial en 2026 y las 3 técnicas de estudio para aprender de verdad y no quedarte en blanco en el examen. 💾 Guárdalo y  (https://www.tiktok.com/@geekguydinero)
- [tiktok_geekguydinero#4d4661ee] original sound - geekguydinero
- [tiktok_geekguydinero#28f19a8e] It is a becoming a big trend on TikTok now! Click here: estudiarconia
- [tiktok_geekguydinero#776d4beb] Check out SoyGeekGuy’s video! #TikTok >
- [tiktok_geekguydinero#26044839] Google acaba de bajar Gemini Spark de $250 a $99.99 al mes — un recorte del 60%. El momento no es casualidad: Meta acaba de lanzar un modelo open-source que corre sin internet y sin suscripción. Google

## 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=59, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=59, 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=59, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=71, 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=59, 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=71, 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=71, method=platform_profile

## Freshness
- profile_checked_days_ago: 71
- content_analysed_days_ago: 59
- audience_updated_days_ago: 59

## 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_geekguydinero
- Request removal: https://koinonlink.com/claim?k=tiktok_geekguydinero
- Terms: https://koinonlink.com/for-ai