Advanced visual data mining and prediction system that able to analyse diverse, multi-dimensional and complex datasets.
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Better analysis of complex data

Deep Topological Analysis is an evolution of cutting edge data science which combines Topological Data Analysis and Deep Learning. This approach delivers provable performance gains over competing technologies.

Faster workflow

The simplicity of the DataRefiner platform saves time. Automated checks for data consistency, automatic selection of model parameters and other features make your data analysis pipeline orders of magnitude faster.

Explainable Artificial Intelligence

We have unique algorithms designed to make the process visual and accessible. Understand and communicate results with your organisation, clients and regulators.

How much do you know about your data?

Most data is not organised or structured making it hard to find the important patterns.

Your data is the biggest asset of your business

High level data segmentation can help any business thrive.

But what if its sources are user activities, sensors or texts?

Current business intelligence systems do not allow you to segment or discover patterns in such data. DataRefiner provides tools to understand such data. That’s where DataRefiner comes in.

Transform your data into a data map

Imagine you could transform your data into a data map in just a few clicks and without specialist knowledge.

Deep Topological Analysis

Using machine learning, we group complex data into clusters, which allows users to discover hidden patterns.

State-of-the-art data segmentation

DataRefiner uses a unique algorithm to group complex data into clusters using deep topological analysis. It maps the segments and describes them to any business user without specialist training.

Patterns in your data are visualised

You’re in control of the results: you can identify anomalies, predict behaviour, target audiences or eliminate engineering errors.

Customer and user activities

Extract personas from your user activities to understand their needs, experiences, behaviours and goals.

Internet of Things

Telemetry from your sensors provides important patterns for your equipment. Understanding of such patterns allow you to make improvements.

Bank transactions or crypto currency analysis

Spot anomalies or unusual patterns in your data. Perform deep analysis of such patterns using most advanced technology available on the market.

Discover things you haven't even started looking for

Patterns in your data are visualised to make them clear to anyone: from data scientists to business users.

Explainable AI

Achieve explainable results. DataRefiner visualises features in your data and makes them clear to data scientists or business users. It allows you to easily understand and communicate results within your organisation, to clients and regulators.

Сomply with GDPR

Make sure your machine learning systems are not biased against different groups of people. DataRefiner helps you verify the results of your algorithm.

Clients

Use Cases

User activity segmentation

DataRefiner allows you to visualise complex user activities and find activity patterns important for your business. Group your users and tailor your app or a website for their needs. Example: Find “personas” in your activity data
Add to A/B test

User Activities

Activities, captured from user interactions with the app

S3, RedShift on Inhouse DBs

Activities are stored in the database or message queue

DataRefiner

DataRefiner performs segmentation of user activities and extract user personas

Export segmentation result

Download user segment usign API

Perform a targeted marketing campaign

Target user groups precisely according their activity patterns yet stay GDPR compliant

Text or user comments analysis

DataRefiner allows you to visualise complex user activities and find activity patterns important for your business. Group your users and tailor your app or a website for their needs. Example: Find “personas” in your activity data

Collection of texts or messages

Activities, captured from user interactions with the app

CSV file with the collection of texts

Text collection or user messages can be put in one CSV file for analysis

DataRefiner

DataRefiner performs segmentation of user activities and extract user personas

Data Analyst reviews the Structure

Analyst understands the structure and general meaning of the source text

Present the findings

Use DataRefiner player to show your finding to internal or external clients

Sensors data analysis and
anomaly detection

DataRefiner allows you to visualise complex user activities and find activity patterns important for your business. Group your users and tailor your app or a website for their needs. Example: Find “personas” in your activity data

Time series data streams from sensors

Activities, captured from user interactions with the app

AWS or Azure cloud infrastructure

Sensor data is received on the cloud

DataRefiner

DataRefiner performs segmentation of user activities and extract user personas

Data Analyst reviews the Structure

Analyst finds patterns, which correspond to incorrect equipment behavior and marks them

Present the findings

Equipment behaviour dashboards presents state of the infrastructure

Bank or blockchain transaction analysis

DataRefiner allows you to visualise complex user activities and find activity patterns important for your business. Group your users and tailor your app or a website for their needs. Example: Find “personas” in your activity data
or

Crypto currency ledger

A list of account transactions with related metadata

Bank account ledger with metadata

A list of account transactions with related metadata

DataRefiner

DataRefiner finds account activity patterns

Data Analyst / Regulator reviews the structure

Data structure reveals different account patterns, including undesirable ones

Bank security review the threat

A list of suspicious accounts is reviewed in details

Graph network analysis for ratings,
votes or questionnaires

DataRefiner allows you to visualise complex user activities and find activity patterns important for your business. Group your users and tailor your app or a website for their needs. Example: Find “personas” in your activity data

Collection of user ratings or answers

User rating for movies, music, cafes etc.; user votes or answers to multiple selection questionnaires

CSV file with the collection of votes

Collection of user votes and ratings in one CSV file for analysis

DataRefiner

DataRefiner finds common patterns and presents its structure

Data Analyst understand user groups

Analyst reviews users groups by their preferences. Identifies key questions or important items for community

Present the structure to a monitoring team or a client

Use DataRefiner player to show your finding to internal or external clients

Cyber security (packets and flow analysis)

DataRefiner allows you to visualise complex user activities and find activity patterns important for your business. Group your users and tailor your app or a website for their needs. Example: Find “personas” in your activity data
Agent 1
Agent 2
Agent 3
Agent X
Reports on previously suspected activity
Update the rules

Network monitoring agents

A large number of network monitoring agents are performing flows and packets monitoring

Aggregated signals from agents

Collection of votes and ratings in one CSV file for analysis

DataRefiner

DataRefiner constantly learn on data stream and produces activity patterns

Data Analyst reports suspicious patterns

An analyst identify suspicions network behaviour and marks it

Cyber security system

DataRefiner reports finding to an internal cyber security system used by security analysts.

Let’s get in touch

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We're here to help

We work closely with you to find out how DataRefiner may meet the needs of your organisation. Provide details about what you plan to achieve and we will contact you as soon as possible.
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