
Banking · 2026
A chat assistant in Azerbaijani
A bank’s contact centre with 140 agents
34%of chats closed without an agent, June to September 2026
- Python
- PyTorch
- PostgreSQL
- Kubernetes
Chat assistants in Azerbaijani and Russian, reading scanned documents, sales and load forecasts. On your data and your servers.

Every project starts with a short proof of concept: in 3 to 4 weeks, a working sample on your real data and a test set that measures its accuracy. If the result is not good enough, we stop and say so plainly. Where we can, we run the models on your servers, and client data does not go to an outside service.
Answers from your tariffs, rules and documents, with the source under every answer and hand-over to an agent.
Fields pulled from scans: applications, contracts, certificates, in Cyrillic and Latin script.
Sales, warehouse stock, contact centre load; by week and by day.
Reports and dashboards on ClickHouse, without loading the operational database.
A test set, a weekly quality report, a log of wrong answers.
3–4 weeks
A sample on real data, a test set, an accuracy figure.
6–8 weeks
In one department or channel, with limited users.
3–6 weeks
All channels, integrations, a load test.
ongoing
Quality reports, updates with new documents.
Prices without VAT (18%), at the rates in force since 1 January 2026.

Banking · 2026
A bank’s contact centre with 140 agents
34%of chats closed without an agent, June to September 2026

Public sector · 2025
A contractor digitising a state archive
−71%manual entry time per file

Retail · 2024
A supermarket chain with 84 stores
410,000app users in the first 12 months
It answers only from your documents and shows the source. When unsure, it calls an agent. We find mistakes through the weekly panel and add them to the test set.
We measure that in the proof of concept with your clients’ real questions. On our last banking project the test set had 1,900 questions.
Write one sentence or pick the screens, integrations and deadline: the team, the weeks and a price range appear at once.