A team that drives AI projects to real outcomes
From business strategy and architecture to rollout, scaling and support — one team that owns the full project path.
A-1.team — an AI transformation bureau with a deep academic and engineering foundation. We work at the intersection of fundamental science, heavy hardware and AI-agent orchestration.
Our team's core are graduates of the Physics Faculty of Lomonosov MSU, MIPT and MEPhI. We bring together Ph.D.-level experts and systems architects with backgrounds at Yandex, VK, Positive Technologies and ATOM.
Full competency stack
Strategy, business analysis, knowledge and data architecture, systems integration and infrastructure — all under one roof. The project doesn't fragment into separate vendor silos or get lost in endless handoffs.
From hypothesis to a working pilot
We don't stop at concepts or pilots. We walk the full path: understand the business goal, pick a scenario with measurable impact, design the solution, embed it into the company environment and train the team.
Architectural approach to rollout
We see the company as a system: business processes, data, applications, integrations and infrastructure. That lets us build solutions that actually work in the existing IT and operations landscape.
We close the full AI and data rollout cycle. Early on we learn the business context, processes, data and constraints. Then we pick scenarios where the technology delivers measurable impact — design the architecture, run a pilot, embed the solution into the working environment and support it through to real operations.
There's no gap between strategy, development and rollout — one team owns the outcome at every stage.
Business & strategy
We shape the target impact, define priority scenarios and tie rollouts to business goals, processes and KPIs.
Analytics & knowledge architecture
We structure the domain: describe processes, rules, entities and relations, turning complex business context into a formal model usable for automation and AI.
Data & ML
We assess data, design the model pipeline, work with data quality, metrics, pilots and impact validation.
Systems architecture & integrations
We assemble the target architecture, design interfaces, APIs, agent and applied pipelines, and embed the solution into corporate systems.
Infrastructure & operations
We ship solutions into the real operational environment: from infrastructure and industrial systems to reliability, security, support and scaling.
Not a set of isolated specialists but a single rollout team.
That's what lets us take projects from idea and hypothesis all the way to industrial operations and sustainable support. The team covers the full cycle: from business analysis and knowledge architecture to ML, systems integration, infrastructure and operations.
AI & INTELLIGENCE
- > PyTorch / CatBoost
- > Gemini / GPT-4o / Llama 3
- > AI-assisted development / GRACE
DATA & STREAMING
- > ClickHouse / SPARQL
- > Kafka / MQTT
- > Airflow / Spark
HARDWARE & INFRA
- > ESP32 / RTOS / CAN
- > QEMU / VDI / Docker
- > SCADA / DCIM / Zabbix
A-1.team is a bureau that helps businesses embed AI into real processes. We connect strategy, development, integration and training so AI becomes a working tool rather than a fancy pitch deck.
Our approach is AI-assisted development: we use AI agents as leverage so one engineer can do the work of a full team. That gives us a tenfold edge in speed and flexibility.
> First the scenario and the impact, then the technology
> A pilot must lead to a rollout
> AI must embed into a process, not live separately
> Solutions must scale