Join us for an Upcoming Webinar, Nov 21: Introducing Lucidworks Managed Search: Apache Solr in the Cloud REGISTER NOW

Close Message

Fusion AI applies the power of machine learning to capture signals from users and provide a personalized experience.

Trusted by Some of the World's Largest Organizations

Math With a Little Bit of Magic

Fusion AI applies the power of machine learning to create self-learning feedback loops, generating deep insights from captured user signals, curating experiences, boosting search relevance, and recommending content optimized for each user. The Fusion ML microservice natively supports Python machine learning models which can be can integrated with existing data science infrastructure.

Everything AI — In Just 3 Minutes

How You Can Predict With Signals

Signals are user behaviors that give you hints about their intentions. Lucid Thoughts explains what signals are and how they can be used in business to predict and influence customers.

Clustering vs. Classification in AI products – How Are They Different?

Fusion leverages classification algorithms to categorize users and data based upon provided training data or documents fields, as well as clustering algorithms to discover new insights from your raw user signals and documents. Both can be used to create additional features for query interpretation and matching, relevancy boosting, customer segmentation, and search navigation.

Artificial Intelligence

Fusion is an AI product that applies artificial intelligence to your data. Machine Learning algorithms for document classification, clustering, named entity recognition (NER), and topic detection prepare data records for queries and proactive recommendations.

Fusion Server Diagrams 5

Clustering

Clustering algorithms group users into various demographic categories based on their behavior. Then machine learning can boost the most relevant documents for users within each cluster.

More about Clustering

Fusion Server Diagrams 4

Document Classification

Classifiers augment incoming documents with additional fields that can be used for future queries and suggestions.

More on Clustering Vs Classification

Named Entity Recognition (NER)

NER enables extracting known terms, phrases, people, places, and other entities from content and queries allowing much more accurate query interpretation and document matching. With semantic phrases preserved and matched, it allows richer search experiences.

Part of Speech (POS) Tagging

POS tagging helps with “word sense disambiguation.” So when the word “present” is tagged as a noun, subsequent search results omit instances where “present” is a verb for public speaking.

Artificial Intelligence on Query

Automatic Query Rewriting

Query rewriting uses AI-generated data to improve incoming queries prior to submitting them to Fusion. These rewrites learn to map less common long-tail queries to more well-known query interpretations, producing more personalized search results with higher user click-through rates.

A/B Testing

Fusion’s Experiments API lets users set up relevancy experiments to optimize click-through rates and other relevancy metrics. Experiments can be run as A/B split tests on live user traffic, as Multi-armed Bandits tests that auto-adjust test parameters based on real-time feedback loops, or as offline backtesting simulations against historical clickstream data. This enables orders of magnitude more tests to be run in the same amount of time — without negatively impacting live customers.

Intent Detection

Fusion interprets query intent using proprietary phrase detection, synonym detection, misspelling detection, head-tail analysis, and concept understanding algorithms. Fusion’s Semantic Knowledge Graph (SKG) relates these domain-specific entities (people, places, things, topics, phrases) and concepts within queries enabling contextual, semantic search that correctly interprets each user’s query within their unique context and returns the best search results.

Signal Analytics

User signals are collected for analysis on how to personalize the search experience. While signals are used to generate personalization profiles and recommendations for each user, they are also leveraged in aggregate to power boosting of most popular items and for learning to rank. Fusion also generates rich visualizations and reports from raw and aggregated signals to make business analysis of your search engine utilization fast and intuitive.

Read Their Minds, Know Their Intent

Help your readers find what they are looking for — right from the search bar. By combining personalization, predictive type-ahead, and multi-modal recommendations leveraging both content-based matching and collaborative-filtering, Fusion can recommend queries, recommend products, auto-correct spellings, suggest related content, and provide intelligent search experiences which consistently and accurately predict user intent and deliver the hyper-personalized results.

Fusion AI Personalized Reccomendations 50 50 Image 800x500

Personalization

Search is not one size fits all. Every user has unique interests based on search, browsing and purchase history. Fusion can cater search to each user’s interests.

Fusion AI Predictive Search 50 50 Image 800x500

Predictive Search

Guessing user intent while they are typing helps generate the best results. Correct typos, disambiguate terms, and suggest query improvements and related options — all from the search box — saving time and curbing frustrations.

Fusion AI Colloborati Ve Reccomensations50 50 Image 800x500

Multi-modal Recommendations

This is Fusion’s wheelhouse. Collaborative filtering plus content-based matching means bye-bye cold start problems and hello to high-quality recommendations that blend user interactions with full domain understanding.

Datasheet: Fusion AI

Learn more about super search relevancy through signal capture, machine learning, and artificial intelligence.

DOWNLOAD DATASHEET NOW

Lucidworks Fusion AI datasheet

What will you build with Fusion?

Ready to create amazing AI-powered apps? Contact us today to learn how Fusion can help you and our team build search and data discovery applications that dazzle your customers and empower your employees.

Contact Us Today

Stay up to date on Fusion