Brusnica Development

AI that saves money — instead of burning budget

AI assistants for customers and employees, RAG systems over your documents, routine automation. We start with a pilot on real data — you see the value before any big investment.

Who this is for

  • Support answers the same questions over and over, and the queue keeps growing
  • Company knowledge is scattered across documents, and new hires search for days
  • Employees burn hours on routine: sorting emails, filling in records, reports
  • You want AI features in your product but don't know where to start

What's included

  • Process audit: we find where AI pays off and estimate the effect
  • A RAG system over your documents: answers with source links, no made-up facts
  • An AI assistant in Telegram, on your website, or inside your product
  • Automation: ticket classification, reply drafts, data extraction
  • Quality control: accuracy metrics, human review at the start, iteration

Timelines & pricing

The range depends on scope: we'll send an exact quote within 1 day after the brief. The estimate is free.

Pilot on your data$1,000 – $2,0002–3 weeks
RAG assistant in production$2,000 – $4,5003–5 weeks
AI features in your productfrom $1,3002–4 weeks

How the work goes

  1. 1

    Audit and choice of a measurable use case — 2–3 days

  2. 2

    Pilot on real data: accuracy is measured, not promised

  3. 3

    Integration into your channels: website, Telegram, CRM

  4. 4

    Quality metrics, iteration, ongoing support

Common questions

Only within API calls under a no-training policy. For sensitive data we set up masking or a local model — data never leaves your perimeter.

The RAG approach forces the model to answer only from your documents, with source links. We measure accuracy on a test set before launch, and start in "draft for a human" mode instead of auto-replying.

With a 2–3 week pilot: one process, real data, one measurable metric. Then you decide whether to scale — without a big investment.

Tell us about your project

Within 1 day you'll get a timeline and budget estimate. Free and non-binding.

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AI integration for business: assistants, RAG, automation | Brusnica Development