I will build a custom knowledge base ai assistant

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Nestor M

About this gig

An AI assistant that only answers from your material. 0 made-up answers.


I build knowledge assistants with LangChain, a vector database (Pinecone or pgvector) and OpenAI GPT or Claude. They read everything you give them: books, PDFs, transcripts, documents, and answer questions using only that material. Every answer traces back to the exact source, so you always know where it came from. No guessing, no generic AI answers.


What you get:

- Full ingestion of your material into a vector database

- Grounded answers with citations to the exact source

- Delivery on WhatsApp, live and available 24/7

- Setup, testing and documentation, fully handed over


How it works:

1. You upload your sources

2. I index them into a vector database

3. I ground the AI so it only answers from your material

4. It goes live on WhatsApp, answering with citations, 24/7


Why me: if it's not in your material, the assistant says so instead of guessing.


Message me before ordering with what you want it to know and where it should answer, and I'll recommend the right package.

Get to know Nestor M

Nestor M

AI Consultant and Automation Developer, AI Agents, n8n, FullStack

  • FromSpain
  • Member sinceJul 2026
  • Avg. response time1 hour
  • Languages

    Spanish, English
I help businesses eliminate repetitive manual work with AI and automation. I design and build AI agents (chat & voice), n8n workflow automations and the full-stack web apps that support them (Next.js, Supabase). My background is in industrial engineering and business (MBA), so I start from the business problem — not the tech — and deliver complete, working systems: WhatsApp bots, invoicing automation, internal dashboards, lead-qualification voice agents. From the first audit to production, end to end.

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