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AI & RAG Solutions

We put language models where they save time: knowledge base search, agents, support assistants. We work with OpenAI, Anthropic and local models — the choice follows your data requirements.

What's included

  • RAG search over documentation and knowledge bases with vector databases
  • LLM agents and chatbots wired into your systems
  • Model integration: APIs, streaming, cost control
  • MLOps: deployment, versioning and answer quality monitoring

Technologies

OpenAIAnthropicLangChainLlamaIndexQdrantPineconeOllama

Platforms

Industries

How we work

  1. 01

    Brief and estimate

    We look at the task, your current system and constraints, then name the timeline and budget and suggest how to work together.

  2. 02

    Specification

    We capture requirements and acceptance criteria in a specification — it is what we build against and how the result is accepted.

  3. 03

    Iterative development

    You see the result after every iteration; we test and fix before anything goes into a release.

  4. 04

    Launch and support

    We ship with no downtime, monitor the product after launch and stay on for support if you need it.

Cost and timeline

Hourly Rates: from 1 800 ₽ to 3 500 ₽ / hour — depending on specialist qualification.

We give an exact timeline and budget after a brief: we break down the task, fix the scope and suggest a format — a fixed plan or hourly work.

See plans

FAQ

Which model do you use: OpenAI, Anthropic or a local one?

The choice depends on your data requirements, answer quality and budget. If data must not leave your infrastructure, we deploy local models. We build the integration so the model can be swapped without rewriting the product.

What do you need from us to launch RAG search or an assistant?

Access to your documents and knowledge base, examples of typical user questions and a list of systems the agent should work with. We start with a pilot on part of the data, measure answer quality on real questions and then expand coverage.

How much does an AI solution cost?

Cost depends on the data volume, the number of integrations and the quality requirements, so we estimate it after a short brief. We work hourly or on a fixed monthly plan. Model usage costs are separate, and we set up limits and monitoring for them.

AI & RAG Solutions

RAG search over your knowledge base, LLM agents and chatbots. OpenAI, Anthropic and local model integration.

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