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AI engineering

AI built on your own data, tested before it goes live.

LLM pipelines, assistants and voice agents that classify, summarise and draft from your data. We measure quality with evals and keep costs down by sending the model only what needs it.

This is for you if

  • You have an AI pilot that never reached production
  • Your team reads, sorts or summarises a lot of documents, email or news by hand
  • You want an assistant or voice agent that speaks Lithuanian, Polish or English and knows your CRM data
  • You want numbers on how often an AI feature is right before customers see it

What you get

  • LLM pipelines that classify, extract and summarise your documents and data
  • Assistants and voice agents that draft answers from your own data
  • Cost control: cheap rules handle what they can, the model only sees what needs it
  • Evals and tests, so you know the quality before launch and after every change
LLM pipelinesRAGVoice agentsEvals

Real run · rules first, then AI

Table from one real run of the news filter: 219 articles, 197 dropped by rules, 22 sent to the model, 1 lead kept
One real run (15 Jan 2026): simple rules dropped 197 of 219 articles, so the model only had to read 22.
Table from one real run of the news filter: 219 articles, 197 dropped by rules, 22 sent to the model, 1 lead kept

One real run (15 Jan 2026): simple rules dropped 197 of 219 articles, so the model only had to read 22.

Related work

03AI engineering

Polish business news, filtered by rules and AI

Hundreds of Polish business articles a day, and only a handful are real sales opportunities.

11 Polish business news feeds (Puls Biznesu, Bankier, Money.pl, WNP and more). A regex pre-filter drops most of the noise, then Claude Haiku and Sonnet classify the rest, with an Excel log of every decision.

RSS · Regex pre-filter · Claude Haiku / Sonnet · Excel audit

For: Market monitoring · Poland

04AI engineering

Lithuanian voice agents that know the caller

Off-the-shelf voice bots speak English first and know nothing about the caller.

Lithuanian voice agents whose prompts are filled with live CRM data before every call, plus a React dashboard to run agents for several clients.

ElevenLabs · React · Node.js · PostgreSQL

For: Voice AI · Lithuanian

06AI engineering

Flowly, an AI test generator for Playwright (prototype)

AI-written tests look right, then fail on the first run because the selectors are made up.

Plan first, then code: the tool maps the user flow, checks every selector against the real page, and only then writes the Playwright test.

LLM pipeline · Playwright · Selector validation

For: Own prototype

FAQ

Questions

How do you know an AI feature works before it goes live?

We measure it. Before launch we build a set of real examples with known answers and score the model against them. The same checks run after every prompt or model change. Simple rules handle what they can, so the model only sees what needs it.

Which AI models do you work with?

All the major ones: Claude, OpenAI GPT (the models behind ChatGPT), Google Gemini and xAI Grok. We pick per task, based on accuracy, speed and budget: a fast, cheap model for the first pass and a stronger one where quality matters more. Because every step has its own evals, switching provider later is a measured change.

Does it work in Lithuanian and Polish?

Yes. We have built Lithuanian-language voice agents and LLM pipelines that filter Lithuanian and Polish business news, with prompts and test sets written for each language.

Who has the final say?

Your people. AI researches, sorts and drafts. Anything important is approved by a person before it reaches a customer or your database.

Who owns the prompts and code?

You do. Everything lives in your repositories and runs on your own API keys, with documentation for your engineers. No platform fees.

First step

Talk it through in 30 minutes.

Pick a time and tell us what is stuck: manual data work, flaky releases, untested APIs or an AI idea that never reached production. No commitment.

Book a 30-min call

Or email hello@zynuai.com

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