Recommender system making smooth coldstart
Predicting user content recommendation was never easier. Our recommender system can work from cold start by using content information. It carefully catches every user activity to improve recommendation quality during initial user data collection.
System functionality
Crafting personalized experiences from content to user behavior insights
Content-first
Recommendations from empty user data bank (content only)
Behavior match
Recommendations based on user behavior that uses typical user actions for similar events
Insight speed
Rapid collection of user behavior information, utilizes every droplet of user activity
Awareness map
Building user content awarness map for heuristic building
System application examples*
*NDA issue: These examples are not real cases. Cases of our clients are all under strict NDA and we cannot demonstrate them, these examples are solutions that can be build with our components
Educational content recommendation
Getting a broad overlook of feedback on goods and services
Knowledge proximitiy surface estimation for every student
Test and theory prediction
Potential learning problem estimation and alerting
Content recommendation for e-commerce site
Predicting best connected purchases for a user
Predicting materials for user to read
Churn prediction
Predicting if user is going to leave the site an making alert
User profiling
Building concept connection map
Estimating set of given characteristics for given site
Recommender system advantages
Pros of our user behaviour and content analysis solutions
Cold start
Allows working from small or zero amount of user behaviour data
Configurability
Can be configured for your recommendation task and domain knowledge of your experts can be fully utilized
Interpretability
Reason of every recommendation is accessible and can be expanded more according to your request.
Easy to install
Compatible with multiple systems including hierarchical ones
Component features
Scalability
Modularity and full customization
Browser visual interface
Robust (processing speed up to 0.01 sec.)
Can run on limited equipment
Outputs a rich data stream
Builds user awareness set
API infrastructure integration
Interested in Exploring More?
Whether you're seeking additional industry examples or wish to discuss a specific case in detail, we're here to help. Contact us to start the conversation and discover how our solutions can meet your needs.
