AI integrations and agents

Assistants inside the product, document parsing, knowledge base search. For companies where answering customer questions and sorting incoming requests take hours of human time.

LLM · RAG · PYTHON

Routine questions, incoming documents, searching through regulations — staff spend hours on this every day. A model does it in seconds, but on its own it knows nothing about your product and sees none of your data. It needs an integration that gives it that data and keeps it from making things up.

I embed AI into the existing product, not next to it. I build a knowledge base from your documents and site and connect search over it (RAG), so answers rest on sources and cite them. I give the agent tools — ordering, booking, status, CRM — with limits: what it does on its own and what only with confirmation. Channels: chat on the site, Telegram, WhatsApp, email. Dialogue logs and handover of hard cases to a person are a mandatory part.

You get an assistant that answers from your knowledge base, works in your channels and knows when to call a person. Meetcap is built on the same foundation: a speaker-separated transcript of the meeting and a summary with decisions and action items 3 minutes after the call, in 4 languages.

What is included
  • Knowledge base and search over it (RAG) with links to sources
  • An assistant in site chat, Telegram, WhatsApp and email
  • Document parsing: contracts, requests, price lists, transcripts
  • Agent tools: booking, ordering, status, CRM — with confirmation
  • Handover to a person, dialogue logs, answer quality review
  • Model selection, limits and cost control
How we work
01
A 30-minute callWe look at where the routine is and what data exists. We agree on what the assistant does on its own and what goes to a person.
02
A prototype in a weekThe assistant on your documents in a test chat. We check answer quality on real questions.
03
Weekly releasesI connect channels, tools and handover to a person. Every week a new version with a review of the logs.
04
SupportI watch answer quality and spending and update the knowledge base. A reply within the business day.
Consultation

Thirty minutes to decide whether we work together