Developer environment
One server, one GPU. The model, document search and integrations are tested here.
Unibo · Process
Analysis → design → rollout → operation
Four stages, each with a clear timeline. You always know which stage you are in.
01 — Process
We deliver it in four stages
01
Audit and needs
1–3 days
Data sources, security requirements and use cases are defined.
02
Pilot or PoC
1–3 weeks
A working prototype is built on selected documents and real questions.
03
Integration
as agreed
Connected to the internal network, roles, APIs, RAG and whichever systems are needed.
04
Go-live
ongoing
Monitoring, refinement and rollout across the company. Support runs for six months, or for the term agreed in the contract.
02 — Rollout stages
From pilot to the whole company
A large rollout does not start all at once. First a small environment goes live, then the number of users grows step by step.
100 users — pilot
One department runs fully: permissions, auditing and real load are all tested.
Full rollout
Rolled out across the whole company with GPU queuing, department-level data separation and backups.
03 — How the model is trained
Changing numbers are never written into the model.
Fast-changing data such as rates, tariffs, limits and fees is never baked into the model — it is fetched from a document or an API at the moment it is asked for. The model learns to hold the conversation, understand the question and follow the rules.
Sector scenarios
Each sector is prepared separately: banking and finance, telecom operators, government bodies and services, data digitisation centres — each with its own terminology, rules and document formats.
Step by step
It starts with the Uzbek language and general conversation, then the domain work, then tool and API calls are added.
Safety and exceptions
A separate stage: cases where a rule is broken, data is missing, or the matter has to go to a human operator.
The next step
Which data, which process — we work it out together.
We start with a pilot: sources, security requirements and use cases become clear in one conversation. The first consultation is free.