# José Siles | AI | Data (@josesilesdata) on x

- id: koinon:creator:x_josesilesdata
- url: https://koinonlink.com/kol/x/josesilesdata
- schema_version: 1.4

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

## Reach
- followers: 24626
- following: 1314
- posts_total: 5356
- posts_observed: 4
- posts_per_day: 11.276
- account_age_days: 475
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00694
- best_post_interactions: 171
- 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: 0.95
- category_source: derived_from_recent_content
- topics: AI tool recommendations, Prompt engineering, Workflow automation with AI, Productivity optimization using AI, Data engineering applications of AI, Content generation with AI
- bio: Data Engineer at @Nestlé | xAmazon | Prompts 📝 | AI | +60k LinkedIn | +45k IG| Collabs DM 📩 [contact removed]

## Audience (inferred)
- status: present
- description: Data engineers and AI practitioners looking to automate workflows and boost productivity with AI tools
- roles: data
- seniority: practitioner
- pain_points: Struggling to find the right AI tools for specific tasks like data processing or content generation, Spending too much time manually writing prompts or testing different AI models, Having difficulty keeping up with the rapidly growing number of AI tools in the market
- posts_analysed: 13
- confidence: 0.4

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

## Quality signals
- authenticity_score: 79
- authenticity_basis: engagement_observed
- credibility_score: 79
- flagged_for_review: false
- koinon_bd_grade: A — 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_josesilesdata#b0342447] 72+ herramientas de IA para acabar días de trabajo en minutos: (https://twitter.com/josesilesdata/status/2073438000013291752)
- [x_josesilesdata#63cc8ed3] 1. Búsqueda
- [x_josesilesdata#89fca8d0] - ChatGPT
- [x_josesilesdata#f7e05f7b] - Claude
- [x_josesilesdata#f6f286e0] - DeepSeek R1
- [x_josesilesdata#d870f0f4] - Gemini
- [x_josesilesdata#3af511eb] - Abacus
- [x_josesilesdata#3a71bdf0] - Perplexity

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, 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=108, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 79
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 10
- 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_josesilesdata
- Request removal: https://koinonlink.com/claim?k=x_josesilesdata
- Terms: https://koinonlink.com/for-ai