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AI Integration

Integrating artificial intelligence into your products and processes: chatbots, automation, data processing and content generation.

estimate

Estimate after a brief

I first review the data, model and quality requirements

What is included

  • 01 AI bots based on GPT-4 / Claude / Gemini
  • 02 RAG systems: search over your knowledge base
  • 03 Text task automation (generation, summarization, classification)
  • 04 AI integrations into Telegram bots and web apps
  • 05 Voice assistants (Whisper + TTS)
  • 06 AI document, PDF and spreadsheet analysis
  • 07 Agents and autonomous workflows

stack

OpenAIClaude APILangChainQdrantWhisperPythonFastAPI

How it works

  1. 01Task analysis: what to automate
  2. 02Model and architecture selection
  3. 03Prompt engineering and testing
  4. 04Integration into your product
  5. 05Token cost optimization

FAQ

Which AI models do you use?

GPT-4o, Claude 3.5, Gemini — we choose based on the task, considering token cost and quality.

Is it expensive because of tokens?

We optimize: prompt caching, right model selection, batching. Most projects cost $5–50/month.

Can my data be used as a knowledge base?

Yes — RAG system on your documents, PDFs, spreadsheets. Data is not used for model training.

Related projects

Let’s discuss your project

Describe your task and I will reply within a few hours.