Engineering lab R&D and ML

R&D, machine learning and software development for your business

We turn complex problems and raw data into working products. From applied research and prototype to production rollout.

Not “magic AI”, but engineering outcomes. Measurable metrics, clear architecture and careful integration into existing processes.

Free problem review and implementation options.

100+

projects delivered of varying complexity

20+

awards, grants and certificates at federal level

5+

industries: medicine, manufacturing, finance

RUB 5M

raised in grants and investment for R&D

01 — Services

Core capabilities

From scientific research and digital twins to ML/LLM system rollout and integration into the corporate landscape.

/ 01

R&D and engineering

Scientific R&D, numerical and simulation modelling of complex systems, digital twins. Full engineering cycle: server and client sides.

  • Hypothesis formalisation and numerical models
  • Full-cycle software product development
  • Data engineering, warehouses and analytics

Outcome: a validated feasibility study and robust architecture for scalable solutions.

More about R&D and engineering

/ 02

ML, LLM, RAG and analytics

Classic ML models, Deep Learning and LLM systems with RAG and tool calling. Predictive analytics, scoring, decision support.

  • ML and DL models for specific tasks
  • LLM/RAG systems on your data
  • Predictive and diagnostic analytics

Outcome: measurable models fit to the task, not “black boxes” on your data.

More about ML, LLM and RAG

/ 03

Integration and MLOps

Enterprise architecture and seamless integration with core information systems. We take solutions to production grade and support them as a product.

  • MLOps, CI/CD, versioning, monitoring
  • Integration with the corporate IT landscape
  • Effectiveness assessment and pilot support

Outcome: a managed ML platform embedded into existing processes.

More about integration and MLOps

Related services: custom software development and chatbot and AI agent development.

02 — Process

How we work

Instead of “ML rollout from 3 months” — a clear start: data audit and pilot plan in 5 days. Then three well-defined stages.

01 ~3–5 days

Analysis and technical design

We dive into context, audit the data, form hypotheses and lock the spec with success metrics.

02 ~2–4 weeks

Development and validation

We build models and services, test on real data, agree metrics and usage scenarios.

03 ~1–2 weeks

Integration and pilot

We embed the solution into the client IT landscape, launch pilot operation and hand over artefacts, documentation and knowledge.

03 — Cases

Selected work

04 — Stack

Technologies

We use a stack with stable support in Russia: from ML libraries and LLM frameworks to clouds, message brokers and frontend.

Backend & ML

Python · FastAPI · TypeScript · NestJS · Go · Kotlin · C#/.NET · PyTorch · Transformers · vLLM · LangChain · MLflow · Kafka · Airflow · Spark

DevOps & Cloud

Docker · Kubernetes · GitLab CI · Jenkins · Terraform · Nginx · Linux · Prometheus · Grafana · n8n

Data & Storage

PostgreSQL · ClickHouse · Redis · S3

Frontend & UX

React · Vue · Next.js · TypeScript · Three.js · vtk.js · Figma

05 — Recognition

Achievements

Grants, diplomas, certificates and registered software confirming the team level and the quality of our R&D approach.

06 — Reviews

Client reviews

07 — About

An engineering team for business and AI challenges

ALLITI LLC is a team of engineers and developers building applied digital solutions based on modern technology and machine learning. We support projects across the full cycle: from idea and requirements to production launch and maintenance.

We build decision support systems, predictive services and industry software products for medicine, manufacturing, finance, telecom operators and e-commerce.

All estimates — from initial cost and timeline to final economic effect — are fully transparent, recorded in documents and updated as the project evolves. We are accountable for outcomes, not demo prototypes.

08 — Contacts

Contact us

Briefly describe the task, data and timeline — we will propose a way of working and an outline plan.

NDA on request · Reply within 24 hours · Fixed price in the contract

Telegram (contact)

@allitidb

Telegram (channel)

@LLCAlliti

TenChat

Allitidb

We usually reply within one business day. For urgent matters, duplicate your message on Telegram.

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