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Jose Carlos Matran SanchezJC

Jose Carlos Matran Sanchez

AI Developer · Chatbots · n8n Automation

€250/day
Cartagena, ES
0-2 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Jose Carlos

I help SMEs, startups, and professional firms put artificial intelligence to real work: chatbots that don't invent data, automations that save hours every week, and modern web applications with integrated AI.

Do you have an AI assistant that works in the demo but hallucinates, is too expensive, or can't handle production? That's where I come in.

What I can do for you:

· AI Chatbots and Assistants (Claude, GPT, Gemini) connected to your data, with anti-hallucination verification and controlled token costs.
· Production RAG Systems: retrieval with source verification and citation validation. Ideal for regulated sectors (legal, health, finance).
· Process Automation with n8n and Make: invoicing, CRM, email, reporting, scraping. Special experience with consultancies and law firms.
· Custom Web Development (Next.js/React + Python/FastAPI) with integrated AI, Stripe payments, and Google Cloud deployment.
· LLM Agents for multi-step tasks and agentic workflows.

My proof: I am CTO of Dictalegal, a legal AI SaaS for Spanish law where every legal citation is validated before being shown: it's checked that the reference exists and is real. In a domain where inventing a ruling is unacceptable, that's the difference between a toy and a work tool.

How I work: architecture first, each phase closed and verified before opening the next, and "done" means deployed and working. Direct communication, realistic deadlines, and response within 24 hours.

Do you have a repetitive process to automate or an AI pilot that needs to go into production? Let's talk.
  • Spanish

    Native or bilingual

  • English

    Conversational

Remote only
Primarily works remotely

Experience

  • Dictalegal
    AI Engineer / Lead Developer — Legal RAG Assistant
    LEGAL
    January 2026 - June 2026 (6 months)
    Cartagena, Spain
    Design and development of a RAG (Retrieval-Augmented Generation) based legal assistant for legal professionals in Spain. The system answers queries about legislation and jurisprudence with source verification and citation validation: each reference is checked before being included in the answer, to avoid hallucinations in a domain where invented data is unacceptable.
    Technical responsibilities:

    End-to-end RAG architecture: ingestion and vectorization of the legal corpus, semantic retrieval, and generation with source verification.
    Production stack: Python / FastAPI on Google Cloud Run, vector databases (Pinecone, ChromaDB), models via Google Vertex AI, React/Vite frontend, data and authentication in Supabase.
    Proprietary anti-hallucination layer: citation validation and regulatory compliance control.
    Secure deployment (protected keys, role-based access control) and inference cost optimization.
    Python Fast API Google Cloud Run RAG Vertex AI
  • Globalgoodsup
    CTO and Full-Stack Developer
    SOFTWARE PUBLISHING
    July 2025 - Today (1 year and 1 month)
    Cartagena, Spain
    Founder of a consultancy specializing in business automation with generative AI, custom web development, and intelligent chatbots for SMEs and professionals.

    Main services:
    - Implementation of conversational chatbots with LLMs (Claude, GPT, Gemini) over verified databases.
    - RAG (Retrieval Augmented Generation) systems with anti-hallucination verification for regulated sectors.
    - n8n and Make automations for consultancies, professional firms, and SMEs.
    - Custom web development with AI integration.
    - API integrations with Stripe, Supabase, Firebase, and cloud providers.
    - Python backend with FastAPI deployed on Google Cloud Run.
    - Next.js / React frontend with TypeScript.

    Technical Stack: Python, FastAPI, Next.js, React, TypeScript, Vertex AI, OpenAI API, Anthropic API, LangChain, Pinecone, ChromaDB, Supabase, PostgreSQL, Stripe, Playwright, Docker, n8n, Make.

    Direct communication, realistic deadlines, clean code, and clear documentation. No intermediaries: direct contact with the developer.
    Python Generative AI RAG Next.js n8n
  • Everpine
    Founder and Developer
    E-COMMERCE
    January 2025 - December 2025 (11 months)
    Cartagena, Spain
    Founder of a sustainable fashion brand focused on organic cotton and stainless steel bottles, with direct sales on Amazon FBA.

    Work performed:
    - Development and integration with Amazon Seller Central (SP-API) for automated inventory and order management.
    - Implementation of tools for competitor monitoring, keyword analysis, and listing optimization.
    - Configuration of Amazon Ads campaigns with iterative budget adjustment and bidding strategy.
    - Integral brand management: branding, sourcing in Alibaba, product photography, and communication.

    Learnings applicable to future projects: market validation before stock investment, SEO positioning in marketplaces, unit economics management.

    Amazon FBA store management

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Education

  • Claude Code: Software Engineering with Generative AI Agents
    Vanderbilt University
    2025
    Curso oficial impartido por Dr. Jules White (Vanderbilt University) sobre ingeniería de software con agentes generativos usando Claude Code: arquitectura de agentes, tool use, automatización de tareas de desarrollo y workflows agénticos avanzados.
  • Chat with Your Data: Generative AI-Powered SQL Data Analysis
    Vanderbilt University
    2025
    Análisis de datos en bases SQL mediante IA generativa: traducción natural a SQL, integración LLM-base de datos, validación de queries y construcción de asistentes conversacionales sobre datos relacionales.

Certifications

  • Claude Code: Software Engineering with Generative AI Agents
    Vanderbilt University (Coursera)
    2025
    Prompt engineering AI Agent
  • Chat with Your Data: Generative AI-Powered SQL Data Analysis
    Vanderbilt University (Coursera)
    2025
    SQL

Skill set

Categories