# Santi Torres (@SantiTorAI) on x

- id: koinon:creator:x_santitorai
- url: https://koinonlink.com/kol/x/SantiTorAI
- schema_version: 1.4

## Identity
- platform: x
- handle: SantiTorAI
- platform_url: https://twitter.com/SantiTorAI
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 16360
- following: 984
- posts_total: 5720
- posts_observed: 1
- posts_per_day: 10.438
- account_age_days: 548
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00055
- best_post_interactions: 9
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: AI video generation workflow, Prompt engineering for video, Multi-version video iteration, AI tool limitations in creative production, Cross-platform video export
- bio: Responsable de redacción en IAPROACTIV, el mayor boletín de IA hispánico del mundo. Trabajo con Alejo y Adam 🪐

Misión: tecnología accesible para todos. #IA

## Audience (inferred)
- status: present
- description: Spanish-speaking content creators and video producers using AI tools, mainly mid-level to senior professionals in digital content production
- roles: content
- seniority: practitioner
- pain_points: High cost and slow speed of AI video generation limiting creative workflow, Difficulty in iterating multiple video concepts efficiently, Need to manually refine prompts and edit outputs across platforms, Lack of integrated tools for multi-platform export and subtitle integration
- posts_analysed: 5
- confidence: 0.4

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

## Quality signals
- authenticity_score: 59
- authenticity_basis: engagement_observed
- credibility_score: 74
- flagged_for_review: false
- koinon_bd_grade: B — 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
- [x_santitorai#acf1830c] La mayoría de las herramientas de vídeo de IA resuelven un problema: (https://twitter.com/SantiTorAI/status/2072996973402259886)
- [x_santitorai#418b6fb5] generan un clip.
- [x_santitorai#773a2283] Pero los verdaderos creadores necesitan mucho más que eso.
- [x_santitorai#ff4abf30] Generamos múltiples conceptos, comparamos versiones, refinamos indicaciones, editamos, agregamos subtítulos y exportamos para diferentes plataformas.
- [x_santitorai#6eb17f20] El verdadero cuello de botella siempre ha sido la velocidad y el costo de la generación, no la creativ

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=111, 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=0.5, freshness_days=79, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 79
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 7
- 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=x_santitorai
- Request removal: https://koinonlink.com/claim?k=x_santitorai
- Terms: https://koinonlink.com/for-ai