Forecasting

Development of predictive systems for customer churn, consumer behavior, equipment breakdowns and load forecasting, sales conversion, demand and insurance event forecasting, trifc prediction, road accidents, etc.

Recommendation systems

Personalized offers based on customer preferences, loyalty programs, recommendation systems, and decision-making assistance systems

Computer vision, video analytics

Systems based on computer vision technologies, video analytics, recognition, classification, detection and segmentation of objects and images

Natural language processing

Systems based on natural language processing technologies, large language models, local ChatGPT, structured information extraction

Generative Artificial Intelligence

Our solutions and developments

About

Solutions based on artificial intelligence, machine learning, computer vision, natural language processing and data analysis technologies

The main directions of development:

  • Predictive and recommender systems
  • Systems based on computer vision
  • Identifying data anomalies
  • Natural language processing
  • Data segmentation and clustering
  • Find hidden patterns in your data
  • Information retrieval systems
  • Large language models (LLM)

The company is based on the international machine learning laboratory of ITMO University and is developing in the field of implementing machine learning technologies, computer vision, natural language processing and data analysis to solve various business problems. In recent years, many projects have been implemented for the largest Russian and foreign companies, including Norilsk Nickel, Megafon, Evraz, Sinara-Transport Machines, Gazprom Neft. This allowed us to accumulate vast experience and expertise, create a product line and become a leading company in the field of artificial intelligence technology implementation.

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Computer vision 50+ projects
Forecasting 35+ projects
Natural language processing40+ projects
Recommendation systems 25+ projects
Data Analysis35+ projects
Other tasks20+ projects

15+leading developers with a research degree

50+developers involved in various projects

400+projects in the field of machine learning and data analysis

Clients

Companies we have worked with and continue to work with

Application areas

Today, machine Learning is widely used in many sectors of the digital economy, such as industry, retail, autonomous vehicles and driver assistance systems, unmanned aerial vehicles, high-tech agriculture, healthcare, and many others.

  • Machine learning enables retailers to automate processes that previously had to be done manually. You can automatically receive notifications of stock out of stock or other customer requirements that are not met by creating an analytics system directly at the point of sale. Monitoring staff work, counting visitors, optimizing work schedules, analyzing the effectiveness of promotions and many other applications can be solved by machine learning technology.

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  • Inventory analysis, automated sorting and tracking systems, scanners for reading barcodes and checking product compliance with the order. Automated pass and control systems, as well as systems for forecasting demand and supply volumes based on machine learning.

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  • Modern high-tech production requires special approaches to quality control of manufactured products, as well as optimization of technological processes. Machine vision has made a real technological breakthrough and significantly expanded the capabilities of flaw detection in industry, and brought it to a new level. Now technologies allow monitoring quality not only after the manufacture of a product or product, but also directly during the production process. Other possibilities of using computer vision, such as, for example, the analysis of the granulometric composition of raw materials can significantly optimize the production process.

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  • Control of staff work, traffic of visitors, control of access control, optimization of work schedule, safety and health systems and many other applications.

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  • Monitoring the work of personnel, violations by employees of regulations and labor discipline, detection of traffic of visitors, violation of public safety and order, and many other applications.

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  • The introduction of computer vision technologies together with global positioning systems allows for precision farming, which can significantly increase the yield and efficiency of agriculture. Monitoring agricultural fields from satellite images and unmanned aerial vehicles, determining the maturity of the crop allows you to make predictions of the amount of production.

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  • The use of computer vision for medical imaging is used in computer diagnostics to plan personal therapy, medical care, and improve decision making. Computer vision systems help the doctor make a diagnosis because there may be small details in the image that the doctor may not notice, but such details can be recognized by the system with a high degree of accuracy. In addition, the image can be compared with thousands of other similar images in the medical system database, and the result of the comparison is used for a more accurate diagnosis by the medical professional.

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  • Optimization of road traffic, operation of traffic lights, detection of violations of traffic rules (traffic rules), recognition of vehicle characteristics (number, type, brand, color, etc.)

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  • Optimization of advertising campaigns, look-alike audience (LAL), forecasting views, clicks, reviews, likes and other characteristics of publications

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  • The introduction of artificial intelligence (AI) technologies allows you to increase productivity, optimize and automate various processes insurance companies, as well as improve the quality of customer service. Systems based on machine learning algorithms, natural language processing and data analysis can significantly reduce risks, the likelihood of fraud, give high-quality forecasts, automate and speed up the process of obtaining data for making various decisions Thanks to such systems, the speed of processing applications increases, as well as the level of personalization of insurance products. Artificial intelligence technologies are used, among other things, for better customer segmentation and identifying break-even customers and as a tool to attract audiences interested in new technologies

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Services

A wide range of services for data analysis, development of intelligent systems based on machine learning and computer vision

Data Analysis

Explore data, identify hidden patterns and anomalies in the data. Segmentation and clustering of data.

Development of intelligent algorithms

Development of analytical systems based on machine learning and computer vision.

R&D projects and scientific research

Testing hypotheses, conducting scientific research, developing new algorithms.

Consulting in the field of implementation of intelligent systems

Analysis and study of the prospects for the implementation of intelligent algorithms for solving business problems.

Typical solutions based on machine learning and computer vision

Ready-made solutions based on computer vision algorithms that need to be retrained using customer data.

Tensor processors (TPUs) and single-board

Adaptation of artificial intelligence algorithms to tensor processors

Suggest a project

For any questions and suggestions, feel free to contact us

Our projects

Solution Examples

  • Все
  • Computer vision
  • Forecasting
  • Natural language processing

Распознавание образов

Распознавание параметров объектов

Анализ текстов

Большие языковые модели (LLM), ChatGPT

Распознавание текста

Распознавание надписей, номеров, qr-кодов

Прогнозирование отказов

Прогнозирование поломок, наработки на отказ

Классификация текстов

Классификация веб-сайтов

Выявление аномалий

Распознавание дефектов поверхностей

Прогнозирование оттока

Прогнозирование оттока и удержание клиентов

Прогнозирование конверсии

Прогнозирование конверсии продаж

Генерация контента

Генерация доменных имен и логотипов

Products

Typical solutions and products developed by the company
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Classifier of parts

The parts classification system based on computer vision algorithms allows you to automatically determine the type of part, its article, characteristics, as well as highlight defective parts

Defect recognition system

System for detecting defects on various surfaces, foreign inclusions, print quality, etc.

Face recognition system

Face, silhouette, age recognition system

Text recognition system

Recognition of numbers, markings, QR-codes, free-form inscriptions

Object characteristics detection system

Determination of the quantity, type, brand, speed, color and dimensions of the vehicle

Distance determination system

Determining the distances and sizes of objects

Control and safety system

Control of presence in hazardous areas, violation of zone boundaries, control of personal protective equipment (helmet, mask, overalls, safety rope, glasses, gloves, device), fire and smoke

Predictive churn system

Determination in the database of a segment of customers prone to churn

Conversion forecasting system

Forecasting sales conversions, optimizing product markups

Information retrieval system

The system allows you, like chattpt, to find information in a local document database, segment and summarize texts

Система создания рекламных включений в видео-контент

Интеллектуальное включение рекламы в видео-контент

ReidTrack - система межкамерного трекинга

Система трекинга объектов по видео множества камер

Система подсчета и трекинга объектов

Анализ времени нахождения объекта в зоне, подсчет, классификация и трекинг объектов по заданным параметрам

Smart city

Intelligent system for analyzing the urban environment
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Road maintenance

  • Износ дорожной разметки
  • Выбоины
  • Образование луж
  • Накопление снега
  • Неработающее освещение

Public safety

  • Граффити/вандализм
  • Драки/ссоры
  • Мониторинг толпы
  • Автомобильные аварии

Law enforcement

  • Розыск автомобилей
  • Поиск интересующего человека
  • Поиск по силуэту
  • Отслеживание объектов на основе карты

Traffic management

  • Расчет параметров дорожного движения
  • Прогнозирование трафика
  • Оптимизация работы светофоров

Waste management

  • Соблюдение правил вывоза мусора
  • Навалы мусора
  • Мониторинг состояние мусорных баков
  • Мониторинг поведения в сфере утилизации отходов

Public transport

  • Учет уникальных пассажиров
  • Распознавание лиц
  • Обнаружение заброшенных предметов
  • Учет остановок

Технологии

Самый современный стек технологий

CV

Компьютерное зрение

Python, PyTorch, MMDetection, MMSegmentation, Ultralytics (YOLOv8), Transformers (Hugging Face), OpenCV SAIL (TPU - Sophon Artificial Intelligent Library)

NLP

Обработка естественных языков

Bloom, transformers, tokenizers, datasets, nltk, spacy, pythia GPT, GPT-Neo, GPT-J, BERT, LLAMA, Reformer, Alignment-а (RLHF, ect)

ML/DL

Прогнозные и рекомендательные системы

Scikit-learn, Keras, ARIMA, 1D convolutional NN, LSTM, Attention-based, CatBoost/ Light GBM/ XGBoos

Development process

Our partners

Contacts

Any other questions? Write to us.

Address:

Russia, Saint Petersburg, Birzhevaya liniya, 16

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Whatsapp:

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