Lucidworks Fusion vs. scikit-learn Comparison Chart

AddSearch provides a lightning-fast, effortless, and customizable site search and recommendation tool for any website or e-commerce site. It works with any CMS and provides an Enterprise level tools to manage search results. With nearly 2000 customers globally, in Media, Telecommunications, Government, Education, eCommerce and many more, AddSearch is a proven best-of-breed site search solution. AddSearch has all the Enterprise-level features that you need: - Autocomplete - Smart results ranking - Including / Excluding content - Advanced search analytics with 1 year retention - Filters and facets - Search personalization - Custom SSO - Audit logs - Recommendation Engine - Automated synonyms suggestions - Organizational User Management - Works with any CMS - Implementations with a crawler or API - SLA up to 99.999% - Fast turnaround time Prices start from $99/month when implementing the search yourself. Full setup service included in plans from $499/month.

FusionAuth is a modern, developer-focused identity and access management platform built to give you full control over your authentication stack. Whether you’re building a startup app or managing enterprise-scale infrastructure, FusionAuth delivers all the must-have features — from login and SSO to advanced protocols like OAuth2, OIDC, SAML, and WebAuthn — in a self-hostable or cloud-native package. Designed with developers in mind, FusionAuth integrates seamlessly with any language, framework, or architecture. Every capability is API-first and built for extensibility, so you can tailor authentication workflows without getting locked into rigid, inflexible systems. FusionAuth supports all the key use cases — user registration, multi-factor authentication (MFA), passwordless login, role-based access control, and more — while helping you stay compliant with GDPR, HIPAA, PCI, and other regulatory standards.

Product recommendations tailored to your customers' preferences in a fully-managed service. BytePlus Recommend draws from our expertise in machine learning to offer dynamic and targeted recommendations. Our industry-leading team has a track record of delivering recommendations for some of the world’s most popular platforms. You can learn from the data of your users to engage them better, and provide personalized suggestions based on granular customer behavior. BytePlus Recommend is easy to use — leveraging your existing infrastructure as well as automating the machine learning workflow. BytePlus Recommend leverages our research in machine learning to deliver personalized recommendations tailored to your audience’s preferences. Our experienced and talented algorithm team provides customized strategies that adapt to evolving business needs and goals. Our pricing is based on results from A/B testing. Optimization goals are determined based on business demands.

Jasper PIM is a modern Software as a Service (SaaS) Product Information Management System, or PIM, operating as your core data repository – your single source of truth – for all product information. Jasper is one powerful tool to centralize, merchandise, and synchronize your product data throughout your eCommerce business. Set products content once and publish to multiple eCommerce platforms, even schedule content and pricing ahead of time. We support popular eCommerce platforms (ex. Shopify, BigCommerce, Magento) and marketplaces (ex. Amazon, Walmart, Ebay, Google Shopping and over 400 syndicating channels) We also provide Systems Integration Services to all our Enterprise customers looking for an iPaaS 360 multi stack integrations to backend systems like ERP, Accounting, CRM's, and unique frontend platforms. Jasper serves customers all over the world and has a solution that will fit your business needs & budget. Our Solution pricing starts at just $999 USD / month

STORIS provides ERP software solutions for the home furnishings and appliance industry. For over 35 years, it has delivered tools designed to meet the specific needs of retailers in this sector. STORIS’ ERP platform integrates core retail operations, including Point of Sale, Inventory Management, Logistics and Distribution, Buying Tools, Customer Service, Accounting, Financing, Reporting, Business Intelligence, and System Tools. The STORIS NextGen platform, a cloud-based and mobile-first solution, reduces transaction times from 35 minutes to 4-6 minutes, improving operational efficiency and supporting customer service. STORIS is built to help retailers streamline operations and manage their businesses effectively.

Guru is an Enterprise AI search and AI-powered knowledge platform that provides instant, trusted information from your company's scattered docs, apps, and chats when you need it without context switching. Guru's AI understands who you are and what's important to you. Forget about manually clicking around apps or asking people for answers. Even better, Guru's AI can turn those answers into an AI-powered knowledge platform to replace your legacy knowledge base/wiki and intranet too. Guru natively integrates with Slack, Google, Microsoft Sharepoint, OneDrive, and Teams, Salesforce, Zendesk, Atlassian Confluence, Atlassian Jira, Dropbox, Box, Google Drive, Asana, HubSpot, ClickUp, GitHub, GitLab, Intercom, ServiceNow, Linear, Front, and many many more SaaS apps, documents, #channels. Guru ensures you never have to leave the app you're in to get the answer you need

A powerful data analysis and visualization platform purpose-built for market research data. From data processing through to analysis, reporting, visualization, dashboards, distribution, and data alerts, Harmoni is for you. Spend less time processing data, and more time analyzing it. Harmoni uses automation to make your job easier. With Harmoni, it's easy to provide valuable, actionable insights to stakeholders. Market research budgets are shrinking, but expectations are ramping up. With Harmoni, you can slice and dice your data as the questions are asked, on the go. Bring your data sources together with Harmoni to form one usable set. Harmoni supports a wide range of data sources, including IBM SPSS®, SQL, Microsoft Excel, CSV, tab-delimited files, Dimensions, and more. Integrated with popular market research platforms, Harmoni supports data collection leaders such as Voxco, FocusVision Decipher, and Qualtrics.

Qloo is the “Cultural AI”, decoding and predicting consumer taste across the globe. A privacy-first API that predicts global consumer preferences and catalogs hundreds of millions of cultural entities. Through our API, we provide contextualized personalization and insights based on a deep understanding of consumer behavior and more than 575 million people, places, and things. Our technology empowers you to look beyond trends and uncover the connections behind people’s tastes in the world around them. Look up entities in our vast library spanning categories like brands, music, film, fashion, travel destinations, and notable people. Results are delivered within milliseconds and can be weighted by factors such as regionalization and real-time popularity. Used by companies who want to incorporate best-in-class data in their consumer experiences. Our flagship recommendation API delivers results based on demographics, preferences, cultural entities, metadata, and geolocational factors.

Build, deploy, and scale machine learning (ML) models faster, with fully managed ML tools for any use case. Through Vertex AI Workbench, Vertex AI is natively integrated with BigQuery, Dataproc, and Spark. You can use BigQuery ML to create and execute machine learning models in BigQuery using standard SQL queries on existing business intelligence tools and spreadsheets, or you can export datasets from BigQuery directly into Vertex AI Workbench and run your models from there. Use Vertex Data Labeling to generate highly accurate labels for your data collection. Vertex AI Agent Builder enables developers to create and deploy enterprise-grade generative AI applications. It offers both no-code and code-first approaches, allowing users to build AI agents using natural language instructions or by leveraging frameworks like LangChain and LlamaIndex.

Chainguard Containers are a guarded catalog of minimal, zero-CVE container images with a best-in-class CVE remediation SLA (7 days for high severity, 14 days for high, medium and low) that helps customers build and deploy software better. Modern software development practices and deployment pipelines require secure, up-to-date containerized applications for cloud-native applications. Chainguard builds minimal images that contain only the components required to build and run your containers entirely from source in hardened build infrastructure. Aimed at engineering organizations and security teams alike, Chainguard Containers help reduce costly engineering toil and enhances the security posture of containerized applications while simplifying maintenance and reducing potential attack surfaces.