AI engineering. Business impact.

Build the AI your business
actually needs.

Reduce operating costs. Give your team time back. We build custom AI systems that automate repetitive work and fit the way your business runs.

Your workflow. Your systems. AI built to fit.

The business case comes first

AI should earn its place in your business.

When the same manual process costs you time and money every month, it deserves a closer look. We build systems around the work that is worth automating.

01

Lower recurring costs

Reduce the manual effort behind expensive, repetitive operations.

02

More time for useful work

Let people focus on decisions, customers, and work that needs their judgment.

03

A better fit for your business

Build capabilities your existing off-the-shelf tools cannot give you.

What we build

Less busywork. More business.

From a single expensive workflow to a new product, we design and build the system your business needs.

Selected work / 01

Real problems. Working systems.

A closer look at what custom AI can make possible.

ChatTGT · Creator knowledge platform

ChatTGT. An archive you can ask.

We built ChatTGT to help readers and viewers explore Timur Gazi's videos, books, and documents through conversation. Ask a question in Russian and get an answer with references back to the original material.

The content library
An answer with context
Explore the project

The problem

The answer to a reader's question could be buried in a long video or spread across several books and documents. Finding it meant knowing which source to open and where to look.

What we built

An AI chat that searches indexed video transcripts and uploaded documents together. Administrators add YouTube links and files; the system prepares them for search. Answers include timestamped video links and document references, with saved conversations and access through Telegram.

The result

One conversation across video and written sources. Video timestamps and document references help readers check each answer. An admin workflow for adding new material to the searchable archive.

Conversational searchRAGSource-grounded answersKnowledge platform
ChatTGT demo · Asking what the sources say about Azerbaijan

Why custom AI

Your business isn't generic. Your AI shouldn't be either.

Your tools, data, and processes already exist. We connect them with an AI system built around the way your business works.

An off-the-shelf tool

  • A fixed set of features
  • Another workflow for your team to learn
  • Limited context about your business

A system built around you

  • Works with the software you already use
  • Understands your data and processes
  • Automates the work that matters to you

The cost of doing it manually

Small tasks. A recurring expense.

5employees
×
8hours / week
×
$40per hour
≈$6,400in manual work / month

Illustrative example using a four-week month. This is the cost of time spent, not a savings estimate. Actual savings depend on the workflow and implementation.

What if most of that work didn't need to be manual?

Engineering behind the outcome

Built for production. Built to keep working.

A useful prototype is a start. We engineer the integrations, reliability, and visibility a system needs to operate inside a real business.

Connected to your infrastructure

Tool integrations, model orchestration, and AI agents that work with existing software.

Grounded in your information

Retrieval systems and multimodal AI for structured data, documents, images, and internal knowledge.

Evaluated beyond the demo

Practical evaluations, observability, and clear failure handling for more dependable behavior.

Designed for ongoing use

Production deployment, performance tuning, and cost optimization as usage grows.

Let's make the work work better

What's costing your business time or money?

Tell us about the repetitive work, the bottleneck, or the idea. You don't need a technical brief to start a useful conversation.

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