# Alber - Software IA medida (@evolve2digital) on tiktok

- id: koinon:creator:tiktok_evolve2digital
- url: https://koinonlink.com/kol/tiktok/evolve2digital
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: evolve2digital
- platform_url: https://www.tiktok.com/@evolve2digital
- country: Spain
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 7572
- following: 788
- posts_total: 380
- 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: 0.95
- category_source: derived_from_recent_content
- topics: Nuevos modelos IA (Claude/Fable/Mythos, GLM, GPT) y comparat, Uso de Claude Code y Claude Design para desarrollo y diseño , Automatizaciones y agentes de IA aplicados a negocio, SEO técnico optimizado para inteligencias artificiales, Herramientas como Codegraph, FFmpeg y editores automáticos d

## Audience (inferred)
- status: present
- description: Software developers, entrepreneurs, and small business owners in Spain and LatAm using AI for coding, automations, and SEO
- roles: dev
- seniority: practitioner
- pain_points: Staying up to date with the rapid release and constant changes of frontier AI models, Integrating AI agents (like Claude Code, subagents) into real development workflows without losing control, Optimizing websites and content to appear in ChatGPT and other AI-powered search results, Accessing powerful models without geographic restrictions or high usage limits
- posts_analysed: 79
- confidence: 0.9

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

## Quality signals
- authenticity_score: 50
- authenticity_basis: profile_shape_only
- credibility_score: 50
- 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
- [tiktok_evolve2digital#fbbb6505] Por favor, permíteme presentarme. Soy desarrollador de software y emprendedor tecnológico. Construyo productos, automatizaciones y soluciones basadas en inteligencia artificial, combinando ingeniería de software con modelos como OpenAI y Anthropic. No me interesa la IA como simpl (https://www.tiktok.com/@evolve2digital)

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=74, 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=74, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=90, 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=74, 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=90, 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=90, method=platform_profile

## Freshness
- profile_checked_days_ago: 90
- content_analysed_days_ago: 74
- audience_updated_days_ago: 74

## 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=tiktok_evolve2digital
- Request removal: https://koinonlink.com/claim?k=tiktok_evolve2digital
- Terms: https://koinonlink.com/for-ai