OpenSearch vs. Qdrant Comparison Chart

AddSearch goes beyond traditional site search with AI Answers and AI Conversations, enabling businesses to deliver direct, conversational, and context-aware responses. Combined with lightning-fast search and smart recommendations, AddSearch helps organizations create personalized, engaging digital experiences across websites and applications. Trusted by nearly 2,000 global customers in Media, Telecommunications, Government, Education, and more. AddSearch offers enterprise-grade features including advanced GenAI capabilities, personalization, advanced analytics, and SLA up to 99.999%. It works with any CMS, supports crawler or API-based indexing, and provides full setup services to save developer time. Built to deliver powerful search with AI Answers and Conversations that elevate digital experiences for website visitors—without adding complexity.

Guru is the AI Source of Truth for your company. It’s an AI knowledge platform that connects everything your teams know—across chats, docs, and apps—into one trusted layer that delivers cited, permission-aware answers everywhere you work. Guru automatically connects to tools like Slack, Teams, Google Drive, Confluence, Salesforce, Zendesk, and more, so employees and AI assistants can access verified knowledge directly in their workflow. Every answer shows where it came from, inherits existing permissions, and stays accurate automatically through built-in verification and expert updates. By connecting knowledge, making it accessible everywhere, and keeping it trustworthy automatically, Guru eliminates manual searches and ensures everyone—human or AI—works from the same truth.

Criminal IP is a comprehensive threat intelligence search engine that detects vulnerabilities of personal and corporate cyber assets in real time and facilitates preemptive responses accordingly. Originated from the idea that individuals and corporations would be able to strengthen their cyber security by proactively acquiring information about IP addresses attempting to access your network, Criminal IP uses its big data of more than 4.2 billion IP addresses to provide threat-relevant information on malicious IPs and links, phishing sites, certificates, industrial control systems, IoTs, servers, security cameras, and so forth. With Criminal IP’s 4 main features (Asset Search, Domain Search, Exploit Search, and Image Search), you can find IP risk scores and related vulnerabilities of searched IP addresses and domains, details on the exploit codes for each service, and assets that are left wide open to cyber threats in the form of images respectively.

Evertune is the Generative Engine Optimization (GEO) platform that helps brands improve visibility in AI search across ChatGPT, AI Overview, AI Mode, Gemini, Claude, Perplexity, Meta, DeepSeek and Copilot. Why Leading Enterprise Marketers Choose Evertune: Data Science at Scale: We prompt across every major LLM at volumes that capture response variations and ensure statistical significance for brand monitoring and competitive intelligence. Actionable Strategy, Not Just Dashboards: Specific content, messaging and distribution tactics that increase your AI search visibility. Dedicated Customer Success: Hands-on training and strategic guidance to turn insights into improved performance in AI search. Built for AI search as a channel: Organic visibility today, paid advertising and commerce tomorrow. Proven Leadership: Founded by The Trade Desk veterans who pioneered data-driven digital advertising. Backed by data scientists from OpenAI, Meta and other AI leaders.

Lenso.ai is a perfect example of an AI image search tool, where you can simply search for images that you are most interested in. Thanks to advanced AI technology implemented on lenso.ai, you can easily start searching for places, people, duplicates, related or similar images. The process of reverse image search with lenso.ai is significantly more accurate and efficient compared to traditional image search. Lenso.ai as an AI-powered reverse image tool, is designed to quickly analyze the image that you are searching for, pinpointing only the best matches. Besides that, search by image with lenso.ai does not require any specific background knowledge or skills. Reverse image search is designed to fit diverse needs, whether you're a professional photographer looking for different places/landscapes/landmarks, a marketer searching for related or similar images, an enthusiast exploring the duplicates/copyright or you want to protect your privacy using face search.

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.

Build a store locator, product finder, partner or dealer locator, where-to-buy feature, agent, hospital or physician finder in minutes with MetaLocator. Feature-rich and highly-configurable locator software. Search by zip code, address or auto-detect the user location. Complete with integrated mapping and automatic geolocation. Mobile-friendly with full support for all languages and address systems. Analytics and business intelligence tools for full optimization and user-path visibility. Manage locations, settings, data quality, analytics and more in our comprehensive web-based control panel. Access over 300 features for exact and complete control over your location content and search applications. Complete security for banking, medical and secure Websites. Our support, design, and development teams are available and able to work seamlessly with your team to help get you up and running or to design and build custom solutions.

The Windsurf Editor is a free AI-powered IDE and AI coding assistant that accelerates development by providing intelligent code generation and agents in over 70 programming languages and more than 40 IDEs, including VSCode, JetBrains, and Jupyter Notebooks. With Windsurf, developers can write code faster, eliminate repetitive tasks, and stay in the flow state—whether they're working with Python, JavaScript, C++, or any other language. Built on billions of lines of open-source code, Windsurf Editor understands and anticipates your coding needs, offering multiline suggestions, automated unit tests, and even natural language explanations for complex functions. It’s perfect for streamlining code writing, reducing boilerplate, and cutting down the time spent on documentation searches. Trusted by individual developers and Fortune 500 companies alike, Windsurf Editor is your go-to solution for boosting productivity and writing better code. Try Windsurf for free today!

Semrush One is an all-in-one digital marketing platform designed to help brands win visibility across search engines, AI platforms, and emerging discovery channels. It unites traditional SEO tools with advanced AI search and GEO capabilities to measure and grow brand presence everywhere users search. The platform supports optimization across Google, ChatGPT, Perplexity, Gemini, and more from a single interface. Semrush One offers toolkits for SEO, content marketing, traffic analysis, local search, advertising, social media, AI visibility, and digital PR. Powered by one of the world’s largest AI-driven marketing databases, it delivers deep insights competitors can’t easily replicate. Enterprises and marketers use Semrush One to forecast traffic, revenue, and ROI with confidence. Trusted by millions of professionals and global brands, Semrush One acts as a central growth engine for digital visibility.

AthenaHQ is a cutting-edge platform for Generative Engine Optimization (GEO), designed to help brands optimize their visibility and performance across AI-driven search platforms like ChatGPT, Gemini, Perplexity, DeepSeek, Google's AI Overviews, and more. With Athena, companies can monitor AI perception, identify content gaps, and adjust strategies for better AI-driven discovery. AthenaHQ offers features like competitor analysis, sentiment analysis, and AI search volume tracking, making it easier for companies to align with the evolving search ecosystem. By understanding AI’s role in brand discovery, AthenaHQ empowers brands to stay ahead in the rapidly changing AI landscape.