AI Integration
AI integrations for products and internal workflows: knowledge assistants, document processing, classification and text generation with quality evaluation.
Share the goal, core workflow and integrations. A finished specification is not required.
estimate
Estimate after a brief
I first review the data, model and quality requirements
01
What is included
- 01 AI bots using language models selected for the task
- 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
02
When this is a fit
Typical use case
A good fit when a team wants to add internal-document search, request classification, draft generation or another language workflow to an existing process.
What you receive
We first review sample data and quality criteria. Then we agree on the architecture, model, integration, failure handling and cost limits, and evaluate it against selected scenarios.
03
How it works
- 01Task analysis: what to automate
- 02Model and architecture selection
- 03Prompt engineering and testing
- 04Integration into your product
- 05Token cost optimization
04
FAQ
Which AI models do you use?
I consider available OpenAI, Anthropic and Google models and choose based on quality on your examples, data requirements and operating cost.
Is it expensive because of tokens?
Spend depends on the model, request volume and context. Before launch, we can estimate it using representative requests and set limits, logging and a suitable model.
Can my data be used as a knowledge base?
Yes. Before integration, we agree where documents are stored, what data is sent to the model and which data-handling controls the selected provider offers.
06
Related projects
BuyerPrompt — AI Search Visibility Audit for SaaS
BuyerPrompt checks which SaaS products AI assistants recommend to buyers, surfacing competitors, cited sources and ways to improve visibility.
View caseAI Nastaŭnik — AI Assistant Bot for Teachers
A Telegram bot for education documents: find relevant passages in regulations and guidance, with source links and practical teaching scenarios.
View casePoker AI Trainer — Poker Learning Bot with AI & Subscriptions
An interactive bot for learning poker: lessons, quizzes and AI-powered game analysis. Payment via Telegram Stars and crypto.
View casenext step
Let’s discuss your project
Describe your task and I will clarify the workflow and information needed for an estimate.