AI-powered knowledge tools are becoming a must-have for businesses, remote teams, employees and schools to keep track of information and find what they need quickly.

Older knowledge bases and search tools often struggle with scattered data, losing context, and slow results. This has led to the rise of advanced solutions and services like Glean, ChatGPT Teams, NotebookLM and Tanka.

Glean stands out as a leader in enterprise AI knowledge management, backed by $260 million in a funding round at a $4.6 billion valuation and trusted by 20 investors. At the same time, other tools like ChatGPT Teams and Claude Projects are also trying to tackle business problems, offering features for communication, reporting, workflows, and team collaboration support.

In this article, we’ll compare these tools and show how Tanka goes even further, offering the best solution for retaining knowledge, streamlining workflows, high performance and helping teams work better together.

Glean: AI-powered enterprise search platform

Glean AI, enterprise search platform for project management, Glean enterprise search, knowledge articles

Glean is an AI-powered enterprise search tool that helps employees quickly find and retrieve key company information from various internal data sources. Using advanced natural language processing and machine learning, Glean enhances knowledge discovery across an organization's digital landscape.

Founded in 2019 by ex-Google engineer Arvind Jain, Glean has quickly become a leader in the enterprise search market. In September 2024, the company doubled its valuation to $2 billion in a new funding round, bringing its total raised to over $200 million. This significant investment underscores the growing importance and effectiveness of efficient information retrieval services in today's data-rich business environments.

The problem Glean addresses is crucial: employees can spend up to one-third of their time searching for information within their company5. This inefficiency not only hampers productivity but also leads to frustration and missed opportunities. As organizations accumulate vast amounts of data across multiple systems and platforms, the need for a unified, intelligent and accurate search solution has become paramount.

Key features of Glean enterprise search

  • Enterprise-wide search: Glean connects to a wide array of applications including Google Drive, Slack, Notion, and over 100 other business tools, creating a comprehensive search index. This integration allows users to access information from multiple sources through a single interface.
  • AI-driven recommendations: The platform uses AI to understand context, language, and user behavior, providing personalized search results and proactively suggesting relevant documents and conversations. This key feature helps users discover information they might not have known to search for.
  • Security & permissions-based access: Glean respects existing permission structures, ensuring that users only see information they're authorized to access. This feature is crucial for maintaining data governance and compliance within organizations.

Limitations of Glean enterprise search

  • Lack of AI memory: While Glean excels at retrieving information, it doesn't retain long-term context or learn from past interactions in the same way that Tanka does. This limitation can affect the tool's ability to provide increasingly personalized assistance over time.
  • Limited collaboration tools: Glean's primary focus is on search and information retrieval. Unlike Tanka, it lacks advanced team collaboration features and smart replies that can enhance day-to-day communication and productivity.
  • Focus on large enterprises: Glean's solution is primarily tailored for large organizations with complex data ecosystems. This focus may make it less suitable for startups or small teams looking for a more intuitive, AI-powered knowledge assistant that can grow with their needs.

Glean competitors: AI knowledge management tools compared

Let's take a look at some of the top Glean competitors in the AI knowledge management space, focusing on their strengths, weaknesses, integration capabilities, and how they compare to Tanka.

ChatGPT (OpenAI) - Enterprise version

Compare Glean with ChatGPT for service management, Glean competitors, Glean alternatives

ChatGPT's enterprise offering brings powerful conversational AI to businesses. It's great at creative tasks and problem-solving, making it a versatile machine learning tool for company wide adoption to increase workplace productivity.

Strengths

  • Strong language understanding and generation for answers
  • Excels at creative writing and brainstorming
  • Can handle a wide range of tasks from coding to analysis

Limitations

  • Lacks long-term memory across conversations for accurate answers
  • Not designed for structured knowledge data management
  • Limited enterprise search capabilities

Claude Projects (Anthropic AI)

Glean competitors, Glean alternatives

Claude Projects is Anthropic's latest offering, designed to enhance team collaboration with AI. It's particularly good at working with large amounts of data, context and summarizing documents to generate insights and answers to queries.

Strengths:

  • 200,000 token context window for handling large documents
  • Excellent at summarization and document analysis
  • Can be customized for specific roles or industries

Limitations:

  • Primarily focused on text generation and analysis
  • Lacks some enterprise-specific features like advanced permissions

NotebookLM (Google)

Glean competitors, Glean alternatives

Google's NotebookLM is an AI-powered research tool that helps users organize and retrieve information from their documents. It's designed with individual researchers in mind.

Strengths:

  • Strong document summarization capabilities
  • Helps organize research and notes effectively
  • Leverages Google's powerful search technology

Limitations:

  • Limited team collaboration features
  • Lacks real-time AI assistance for ongoing work
  • Not designed for enterprise-wide knowledge management

While these alternatives offer impressive AI capabilities, they each have their own focus areas. Tanka stands out by combining the best of AI-powered knowledge management with team collaboration features, making it a more comprehensive solution for businesses looking to centralize their knowledge base and get insights to enhance productivity.

Tanka: The most advanced AI knowledge management solution

Glean alternatives to protect sensitive data, perfect for corporate environments

Tanka is an AI-powered messenger with long-term memory, designed to act as a company knowledge hub while seamlessly integrating with daily workflows. Unlike Glean and other competitors, Tanka does more than search—it remembers, understands, and proactively organizes knowledge and insights for teams.

Key features

  • AI long-term memory: It retains past interactions and applies contextual knowledge for better results on future queries. This means the more you use it, the smarter it gets at helping your team.
  • Smart replies: Tanka offers instant, context-aware responses for both messages and emails. This feature saves time and ensures consistent communication across your team.
  • Seamless integrations: Tanka works with the tools you already use, including Slack, Gmail, WhatsApp, and more. This brings all your communication into one platform, making it easier to stay organized and connected.
  • AI-powered team collaboration: Tanka helps teams summarize meetings, retrieve data from documents, and track knowledge effortlessly. Its AI assistant can create action lists, analyze documents, and even conduct online searches for your repetitive tasks, all while leveraging stored memory for better context.
  • Enterprise-grade security: Tanka protects your sensitive business knowledge data with advanced encryption and compliance measures. It ensures data security with strict access controls, giving you peace of mind while using the platform.

Tanka's unique approach to AI-powered knowledge management sets it apart from other tools. By combining communication, knowledge retention, and AI assistance in one intuitive and accessible platform, Tanka is positioning itself as the future of team collaboration.

Main differences: Tanka vs. Glean vs. competitors

Memory & knowledge retention

  • Tanka: Tanka stands out with its persistent AI memory that stores team knowledge data and improves over time. This means your team's collective knowledge grows with every interaction.
  • Glean: Glean offers powerful enterprise-wide search but lacks the ongoing knowledge retention that Tanka provides.
  • NotebookLM, ChatGPT, Perplexity: Tools like NotebookLM, ChatGPT, and Perplexity are limited to session-based queries, without true persistent memory across conversations

Collaboration & workflow automation

  • Tanka: Tanka is designed for team collaboration. It seamlessly integrates with daily workflows, offering real-time knowledge sharing that keeps everyone in the tea, informed.
  • Glean: Glean, while excellent for search, has limited collaboration features and functions primarily as a search engine.
  • ChatGPT, Perplexity: ChatGPT and Perplexity are great for individual users but lack the structured team collaboration features that Tanka offers.

Security & privacy

  • Tanka: Tanka is built with enterprise-grade encryption and privacy compliance measures. Your team's data stays secure and meets regulatory requirements.
  • Glean, ChatGPT, Perplexity: Glean, ChatGPT, and Perplexity offer standard security measures, but they're not specifically focused on enterprise-level compliance like Tanka is.

Ease of use & integrations

  • Tanka: Tanka provides an intuitive AI-powered platform that connects seamlessly with the tools your team already uses, including Slack, Gmail, Notion, and WhatsApp.
  • Glean: Glean offers powerful enterprise integrations but often requires more technical setup.
  • ChatGPT, NotebookLM: ChatGPT and NotebookLM are mostly standalone tools with limited real-world integrations, which can make them less practical for day-to-day team user.

With advanced AI, team-focused design, and strong security, Tanka provides a complete solution for businesses and industries that want to centralize knowledge and improve productivity.

Comparison table: Glean vs. Tanka vs. AI Knowledge tools

FeatureGlean NotebookLMChatGPT Enterprise Claude ProjectsTanka
Best use caseEnterprise search Research & summarizationConversational AI Contextual AI for complex projectsTeam collaboration & knowledge management
MemoryNo AI memory No AI memoryLimited session memory Advanced context-aware AI memoryPersistent AI memory
CollaborationLimited No team featuresLimited Designed for team workflowsDesigned for teams
SecurityStandard StandardStandardStandard Enterprise-grade encryption
IntegrationsGoogle, MS apps Google WorkspaceSlack, Asana, limited others Advanced integrations with multiple platformsSlack, Gmail, WhatsApp, Notion
Smart repliesNo NoLimitedYes, context-aware suggestions Yes
Ease of useEnterprise-focused Best for researchGeneral-purpose Specialized for projects and documentsIntuitive, grows with team workflows

Conclusion: Choosing the right AI knowledge management tool

When it comes to AI knowledge management tools, there's no one-size-fits-all solution. Glean excels at enterprise search but falls short in AI memory and collaboration features. Tools like NotebookLM, ChatGPT, and Perplexity are great for individual users but don't address the needs of teams looking to retain and share knowledge effectively.

Tanka stands out as the top choice for businesses seeking AI-powered team collaboration, long-term memory support, and seamless workflow integration. Its unique features, including AI long-term memory, smart replies, and personalized AI assistants, make it a powerful tool for enhancing productivity and streamlining communication14.

By centralizing and sharing team knowledge, offering context-aware responses, and integrating with popular tools like Slack and Gmail, Tanka addresses the complex communication challenges faced by modern teams.

Experience the future of AI-powered knowledge management with Tanka. Sign up for a free Beta today and transform the way your team communicates and collaborates.

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