Best Enterprise Search Software - Page 14

How Many Enterprise Search Software Products Does G2 Track?

Total Products under this Category: 242

Category Stats (Oct 2026)

  • Average Rating: 4.44/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Fluid Topics (+0.37%) - Among all products in this category, Fluid Topics recorded the largest rating increase compared to last month

Last updated: October 12, 2026

How Does G2 Rank Enterprise Search Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 83,100+ Authentic Reviews
  • 242+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Enterprise Search Software

G2 Grid® for Enterprise Search Software plotting products by satisfaction and market presence

Highlighted products: Slack, Notion, Glean, Guru, Elasticsearch, ClickUp, Google Cloud Dialogflow, and Microsoft Bing Web Search API.

Underlying data: [Grid® JSON](https://www.g2.com/categories/enterprise-search-software/grids.json?focus%5B%5D=slack&focus%5B%5D=notion&focus%5B%5D=glean-technologies-glean&focus%5B%5D=guru&focus%5B%5D=elastic-elasticsearch&focus%5B%5D=clickup&focus%5B%5D=google-cloud-dialogflow&focus%5B%5D=microsoft-bing-web-search-api)

Matilda Workspace

The All-New All-In-One Workspace for Modern Teams Embracing the concept of a unified workspace, Matilda brings a powerful suite of best-in-class apps together in one place, allowing teams across the globe to connect, create, coordinate, and delight their customers effortlessly. With its mission to simplify technology, Matilda empowers organisations to do more with less, making it an essential tool for startups to Fortune 500 companies alike. Key Features: -Powerful Apps Included: Matilda comes packed with a suite of powerful applications including Docs, Projects, Tables, Chat, Customers, and Copilot, ensuring that teams have all the tools they need to succeed. - Create with Ease: With Docs, teams can co-edit in real time, making document creation and coordination seamless. This feature aims to replace Google Docs, Notion, and Coda, by providing a more integrated and efficient experience. - Streamlined Project Management: Matilda's Projects feature allows for effortless management and tracking of every aspect of your projects. With capabilities like auto-scheduling, it's designed to replace tools like Jira, Trello, and Asana. - Advanced Data Management: Although Tables are coming soon, they promise to redefine data handling by syncing data from hundreds of sources or creating new collections, aiming to replace tools like Airtable, Notion, and Segment. - Seamless Communication: Chat brings all team communication into one place, integrated across projects, tasks, and docs, providing an alternative to Slack and MS Teams. - Customer Relationship Management: The soon-to-be-released Customers feature will allow teams to effortlessly track leads and manage customer interactions in one streamlined interface, aiming to replace Salesforce and Hubspot. - AI-Powered Assistance: Copilot offers custom AI assistants to help automate and streamline workflows, aiming to replace AI tools like ChatGPT and Google Bard. Conclusion: Matilda Workspace stands out as an all-encompassing solution that not only promises to streamline and simplify the way teams work but also embraces the future with its AI-powered capabilities and commitment to sustainability. Whether you’re managing projects, coordinating with your team, handling customer relationships, or leveraging AI for automation, Matilda Workspace provides an intuitive, powerful, and adaptable platform for every kind of team to thrive. Try Matilda today and experience the future of work, designed to help you deliver projects on time, every time.

Average Rating: 4.7/5.0

Total Reviews: 14

How Do G2 Users Rate Matilda Workspace?

  • Quality of Support: 8.9/10 (Category avg: 8.9/10)

Who Is the Company Behind Matilda Workspace?

  • Seller: Matilda Workspace
  • Year Founded: 2024
  • HQ Location: San Francisco, California
  • Twitter: @matildaworkspce
    127 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 80% Small, 20% Medium

What Do G2 Reviewers Say About Matilda Workspace?

AI-generated summary from verified user reviews

Pros
  • Users love the seamless team collaboration within Matilda Workspace, simplifying communication and enhancing project management efficiency.
  • Users appreciate the rich functionalities of Matilda Workspace, streamlining project management and enhancing communication effortlessly.
  • Users find Matilda Workspace's ease of use exceptional, seamlessly integrating various tools for streamlined collaboration and task management.
  • Users appreciate the all-in-one functionality of Matilda Workspace, enhancing collaboration and simplifying project management.
  • Users appreciate the AI-powered Copilot in Matilda Workspace, enhancing efficiency and simplifying project management tasks.
Cons
  • Users notice missing features in Matilda Workspace, acknowledging potential improvements as it develops further in future updates.
  • Users note the lack of features in Matilda Workspace, highlighting the potential for future improvements and updates.
  • Users often face tiny bugs in Matilda Workspace, but the team is responsive and eager to improve the app.
  • Users find the learning curve challenging for some team members, though onboarding helps ease the transition.
  • Users feel that limited customization may restrict their experience with Matilda Workspace despite its other strong features.

What Are Recent G2 Reviews of Matilda Workspace?

Moorcheh.ai

Revolutionary Information-Theoretical Search Engine for Enterprise AI Applications Moorcheh.ai delivers ultra-fast, highly accurate semantic search powered by cutting-edge information theory principles. Our enterprise platform enables developers to build production-ready RAG systems and AI chatbots with unprecedented search accuracy and performance.

Who Is the Company Behind Moorcheh.ai?

AI can help you find the answers. G2 helps you trust them.

Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

How it works

N2 Search

N2 Search is an enterprise search solution designed to help organizations efficiently locate and manage their growing volumes of documents and data. By leveraging the power of Elasticsearch, N2 Search offers a scalable and stable platform capable of handling extensive datasets, including over 100 million documents. Its versatility allows it to operate across various operating systems that support Java, ensuring broad compatibility. Key Features and Functionality: - Comprehensive Data Crawling: N2 Search can index documents from multiple sources such as websites , Windows shared folders, NFS file systems, and databases. It supports a wide range of file formats, including HTML, text, MS Office documents, PDFs, and zip files. - Advanced Search Capabilities: Users can apply various search conditions, handling both string and integer data types. This flexibility allows for tailored search results based on specific usage scenarios. - E-commerce Integration: N2 Search enhances e-commerce platforms by enabling search results to be sorted by popularity, new arrivals, prices, and more. Its Ajax functionality allows seamless integration without altering existing site logic. Optional features include category-based results and recommendations. - Geolocation-Based Search: The system can present search results based on geographic information , facilitating location-aware searches pertinent to shop or area data. - Mobile Responsiveness: Utilizing responsive web design, N2 Search ensures optimal display and functionality on smartphones and other mobile devices. - Access Control Integration: Search results can be filtered according to user authentication information, such as Active Directory credentials. This ensures that users access only the documents pertinent to their department or role. - Cost Efficiency: By incorporating open-source software, N2 Search provides a robust search solution at a reduced cost. Primary Value and Problem Solved: N2 Search addresses the critical challenge of efficiently managing and retrieving vast amounts of organizational data. By offering a scalable, stable, and versatile search solution, it empowers users to quickly find relevant documents and information, thereby enhancing productivity and decision-making processes. Its integration capabilities with various data sources and platforms make it a valuable tool for businesses seeking to streamline their information retrieval systems.

Who Is the Company Behind N2 Search?

Needle

Your work apps united. Needle brings together all your tools in one smart chat, helping you find info, share data, and get things done faster. No more app-hopping, just seamless work across everything you use.

Who Is the Company Behind Needle?

Neuron

Neuron is a search engine for in-house information that supports not only document search but also image search.

Who Is the Company Behind Neuron?

Onyx AI

Onyx is an open-source generative AI and enterprise search platform that helps organizations provide their teams with a unified, natural-language interface to large language models while connecting those models to the company's internal knowledge, documents, and applications. Formerly known as Danswer, Onyx serves as a centralized AI workspace where users can chat with LLMs, search across organizational data, build custom AI agents, and automate workflows, all within a secure and permission-aware environment. Onyx falls into the category of enterprise AI platforms, sitting at the intersection of AI-powered chat, knowledge management, and enterprise search. It is designed for a broad audience, from individual developers running it on a laptop to large organizations deploying it on-premise or in the cloud. Common users include engineering teams seeking fast access to internal documentation, sales teams researching customer histories and pipeline data, support teams resolving tickets with accurate knowledge, and operations teams streamlining company-wide information access. The platform connects to over 40 enterprise data sources, including Google Drive, Slack, Confluence, Salesforce, GitHub, Jira, and many others, syncing content in real time and automatically respecting document-level access controls from the source applications. Users interact with this knowledge through a conversational chat interface or a dedicated search experience, and every response is grounded in retrieved documents with inline citations so answers can be verified. Key features and value propositions include: Model-agnostic AI chat. Onyx works with any LLM, including OpenAI GPT, Anthropic Claude, Google Gemini, Meta Llama, DeepSeek, and self-hosted models via Ollama or vLLM, giving organizations full flexibility over their AI provider. Advanced retrieval and accuracy. The platform combines hybrid search (semantic plus keyword), advanced retrieval-augmented generation (RAG), contextual retrieval, and LLM-based knowledge graphs to minimize hallucinations and surface highly relevant results. Custom AI agents and actions. Administrators and users can create tailored AI agents with specific instructions, scoped knowledge sets, and the ability to take actions in external systems via MCP or OpenAPI integrations. Security-first, self-hostable architecture. Onyx can be deployed fully air-gapped with no data sent to third parties. It supports SSO (OIDC, SAML, OAuth2), role-based access control, and encryption of credentials, making it suitable for highly regulated industries. Advanced productivity tools. Built-in capabilities such as deep research, code interpreter, web search, image generation, file uploads, and persistent memory allow teams to handle complex analytical and creative tasks directly within the platform. Onyx is available as a free, MIT-licensed Community Edition for self-hosting, as well as a managed Onyx Cloud offering and an Enterprise Edition with additional features like usage analytics, enhanced permissioning, and dedicated support. It is trusted by organizations such as Netflix, Ramp, Thales Group, Bitwarden, Roku, and Applied Intuition.

Who Is the Company Behind Onyx AI?

  • Seller: Onyx AI
  • Year Founded: 2023
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    31 employees on LinkedIn®

OpenText Service Management Aviator

OpenText™ Service Management Aviator is a secure, private generative AI virtual agent designed to enhance IT service management (ITSM) by leveraging domain-specific enterprise knowledge. It empowers users to self-resolve common requests through natural language interactions, provides service agents with summarized incoming tickets and suggested solutions, and assists IT staff by retrieving pertinent information and recommending remediation steps, thereby reducing mean time to repair. Key Features and Functionality: - Conversational AI for ITSM: Offers a chatbot that assists service desk agents, improving accessibility and issue resolution. - AIOps for IT Operations: Provides AI-powered troubleshooting and root cause analysis, enhancing operational efficiency. - Deployment Flexibility: Available for both on-cloud and off-cloud customers, ensuring adaptability to various IT environments. - Data Privacy: Utilizes a private large language model (LLM) hosted and operated by OpenText, ensuring data privacy and security. Primary Value and User Solutions: Service Management Aviator streamlines IT support processes by enabling users to resolve issues independently, reducing the burden on support agents. It accelerates ticket handling and troubleshooting, leading to faster issue resolution and improved user satisfaction. By integrating generative AI into ITSM, it enhances service quality, reduces operational costs, and ensures data privacy, addressing common challenges in IT service management.

Who Is the Company Behind OpenText Service Management Aviator?

  • Seller: OpenText
  • Year Founded: 1991
  • HQ Location: Waterloo, ON
  • Twitter: @OpenText
    21,565 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    22,835 employees on LinkedIn®
  • Ownership: NASDAQ:OTEX

Operand

Who Is the Company Behind Operand?

  • Seller: Operand
  • Year Founded: 2009
  • HQ Location: Joinville, BR
  • LinkedIn® Page: www.linkedin.com
    48 employees on LinkedIn®

Operand

Who Is the Company Behind Operand?

Passage L200

The Passage™ L200 is a cutting-edge 3D co-packaged optics (CPO) solution designed to meet the escalating demands of next-generation XPUs and switches. By integrating an advanced-node electronic integrated circuit (EIC) from Alphawave Semi with Lightmatter's photonic integrated circuit (PIC) through a standard chip-on-wafer (CoW) process, the L200 delivers exceptional performance and scalability.

Who Is the Company Behind Passage L200?

  • Seller: Lightmatter
  • Year Founded: 2017
  • HQ Location: Mountain View, California, United States
  • LinkedIn® Page: www.linkedin.com
    279 employees on LinkedIn®

Passage Technology

Passage™ by Lightmatter is a cutting-edge 3D Silicon Photonics Engine designed to revolutionize AI and high-performance computing infrastructures. It offers unparalleled interconnectivity, enabling seamless communication between thousands to millions of processors at the speed of light. By addressing critical data bottlenecks, Passage™ enhances efficiency and scalability, pushing the boundaries of AI capabilities.

Who Is the Company Behind Passage Technology?

  • Seller: Lightmatter
  • Year Founded: 2017
  • HQ Location: Mountain View, California, United States
  • LinkedIn® Page: www.linkedin.com
    279 employees on LinkedIn®

PipesHub

Who Is the Company Behind PipesHub?

  • Seller: PipesHub
  • Year Founded: 2025
  • HQ Location: San Francisco , US
  • LinkedIn® Page: www.linkedin.com
    12 employees on LinkedIn®

Quaeris

QuaerisAI is an enterprise-grade Agentic Analytics platform where authenticated users ask business questions in plain English and AI agents surface trusted, governed answers — with full data lineage, explainability, and zero data leakage. The Problem QuaerisAI Solves Enterprise teams are drowning in data but starving for answers. Despite heavy investment in Power BI, Tableau, and Looker, BI adoption remains critically low outside the analytics team. Business users avoid dashboards because they require SQL knowledge, analyst support, and hours of navigation — none of which frontline decision-makers have time for. Meanwhile, open AI tools like ChatGPT create unacceptable risk for regulated industries. Data leakage, hallucination, and zero audit trails make them impossible to deploy in finance, insurance, legal, and healthcare environments. The result is a governance gap: the pressure to adopt AI-powered analytics is growing, but the tools available are either too complex for business users or too risky for enterprise IT. QuaerisAI was built to close that gap. What QuaerisAI Does QuaerisAI is a Secure, Governed Analytics platform powered by Trusted AI Agents. It lets any authenticated business user — regardless of technical skill — ask questions in plain English and receive accurate, explainable, audit-ready answers in seconds. Unlike traditional BI tools that require dashboards, training, and analyst queues, QuaerisAI operates as a natural language interface across your entire enterprise data estate — structured databases, cloud warehouses, CRM platforms, and unstructured document repositories — in one unified query layer. Unlike open AI tools, QuaerisAI is fully containerized, Kubernetes-native, and deployed within your enterprise security perimeter. No data is sent to third-party AI models without governance controls. Every answer carries a full audit trail. Think of it as secure GPT — not the open and intrusive ChatGPT. The Platform — Three Engines The Context Engine understands your business. It translates plain English questions into precise, governed SQL through natural language query (NLQ), connects to your existing data stack without ripping and replacing, and automatically learns your business definitions and data relationships as you interact — no months of semantic modeling required. The Answer Engine surfaces trusted answers. It searches across structured and unstructured data simultaneously, enables real-time sharing of insights across teams, and accelerates time-to-insight from days to seconds. Every answer includes a direct result, a chart or table where relevant, an explanation summary, mapped columns, source references, and a 'Why this answer' explainability layer that no competitor matches natively. The Decision Engine turns insight into action. Users pin key findings to governed pinboards, embed analytics directly into SaaS products via API, and share governed data stories with stakeholders — creating a compounding institutional knowledge layer rather than ephemeral data conversations. AI Agents That Work For You Contract and Document Intelligence agents automatically extract structured data from hundreds of contracts, SOWs, NDAs, and MSAs — replacing $50K+ CLM platforms at a fraction of the cost. Results are validated, queryable, and audit-ready. Sales Performance Monitoring agents continuously watch CRM data and surface proactive alerts when a deal slips, a rep goes cold, or forecast diverges from target — without anyone running a report. Sales leaders stop discovering problems a week too late. Financial Reporting and FP&A agents run monthly data extraction workflows across multiple business units, route outputs for human validation, and auto-refresh dashboards — turning fragmented financials into a governed, queryable dataset with a full audit trail. Retail Audit and Compliance agents detect non-compliance against uploaded policy documents, flag anomalies in transaction data, and surface traceable audit evidence — compressing audit cycles from days to seconds. Key Differentiators Natural language to SQL with no training required — any user types a question and receives a governed answer instantly. Follow-up questioning — a capability no competitor supports end-to-end. Users drill deeper conversationally without losing context. Unified structured and unstructured search — one query layer spans SQL, Snowflake, Redshift, BigQuery, Salesforce, PDFs, and contracts simultaneously. Bring Your Own Model (BYOM) — connect OpenAI, Anthropic, Google, or Meta and switch as the AI landscape evolves. Enterprise-grade security by design — containerized Kubernetes deployment, RBAC, audit-ready query logs, and on-premises options. Proactive AI agents — monitor data continuously and surface anomalies and risks before they become crises. Why QuaerisAI Wins vs Power BI / Tableau: no SQL, no training, no analyst dependency — plus proactive agents that surface insights without waiting for a query. vs CLM tools (Ironclad, Icertis): replaces $50K+ point solutions at a fraction of the cost, unified with all enterprise data. vs ChatGPT / Gemini: fully containerized, governed, audit-ready, and connected to internal data — without hallucination risk or compliance exposure. vs Custom SaaS builds: live in days via API, GPT-like UX, Kubernetes-native scale without fixed per-seat pricing.

Who Is the Company Behind Quaeris?

  • Seller: Quaeris
  • Year Founded: 2020
  • HQ Location: Charlotte, US
  • LinkedIn® Page: www.linkedin.com
    26 employees on LinkedIn®

QuantCopy

QuantCopy, now rebranded as Tactic, is an advanced research automation platform designed to streamline data collection and analysis for teams. It enables users to perform thousands of searches simultaneously, delivering concise reports from both internal and external data sources. This efficiency reduces the time spent on manual information gathering, allowing teams to make informed decisions swiftly. Key Features and Functionality: - Bulk Search Capability: Execute numerous searches at once, covering a wide range of data sources. - Summarized Reporting: Receive digestible summaries from search results, facilitating quick comprehension. - Integration with Chrome: Access the platform directly through a Chrome extension, enabling research activities without leaving the current webpage. - Collaborative Tools: Add new research topics, view existing projects, and update research sheets and notes within a unified interface. Primary Value and User Solutions: Tactic addresses the challenge of efficiently extracting and analyzing data from unstructured text, web pages, and documents. By automating the research process, it eliminates the need for manual data collection and ad-hoc planning, thereby enhancing productivity. This solution is particularly beneficial for sales and marketing teams, providing them with accurate and timely information to devise effective business strategies.

Who Is the Company Behind QuantCopy?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated October 1, 2025