{"id":563388,"date":"2025-12-13T03:40:24","date_gmt":"2025-12-13T11:40:24","guid":{"rendered":"https:\/\/clickup.com\/blog\/?p=563388"},"modified":"2025-12-20T22:17:11","modified_gmt":"2025-12-21T06:17:11","slug":"glue-ai-alternatives","status":"publish","type":"post","link":"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/","title":{"rendered":"Top Glue AI Alternatives for Smarter Team Chat &amp; Automation"},"content":{"rendered":"\n<p>Teams rely on Glue AI to move work forward, but growing teams bring new demands.<\/p>\n\n\n\n<p>Engineers want richer control, automation leads push for cleaner orchestration, and leadership needs a platform that scales without creating friction.<\/p>\n\n\n\n<p>At some point, the limitations feel close, and the search for Glue AI alternatives becomes a practical next step.<\/p>\n\n\n\n<p>If your workflows feel constrained or your agents need flexibility that matches your technical goals, exploring other options makes sense. A better fit can strengthen collaboration, streamline decision-making, and support the pace your team expects.<\/p>\n\n\n\n<p>In this blog post, we break down the 10 best Glue AI alternatives. Let\u2019s get started! \ud83d\udcaa\ud83c\udffc<\/p>\n\n\n<div class=\"wp-block-ub-table-of-contents-block ub_table-of-contents\" id=\"ub_table-of-contents-b10aea8c-2751-4e30-b8c6-8886b67bbb16\" data-linktodivider=\"false\" data-showtext=\"show\" data-hidetext=\"hide\" data-scrolltype=\"auto\" data-enablesmoothscroll=\"false\" data-initiallyhideonmobile=\"false\" data-initiallyshow=\"true\"><div class=\"ub_table-of-contents-header-container\" style=\"\">\n\t\t\t<div class=\"ub_table-of-contents-header\" style=\"text-align: left; \">\n\t\t\t\t<div class=\"ub_table-of-contents-title\">Top Glue AI Alternatives for Smarter Team Chat &amp; Automation<\/div>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t<\/div><div class=\"ub_table-of-contents-extra-container\" style=\"\">\n\t\t\t<div class=\"ub_table-of-contents-container ub_table-of-contents-1-column \">\n\t\t\t\t<ul style=\"\"><li style=\"\"><a href=\"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/#0-top-glue-ai-alternatives-at-a-glance-\" style=\"\">Top Glue AI Alternatives at a Glance<\/a><ul><li style=\"\"><a href=\"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/#1-how-we-review-software-at-clickup-\" style=\"\">How we review software at ClickUp<\/a><\/li><\/ul><\/li><li style=\"\"><a href=\"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/#2-what-should-you-look-for-in-glue-ai-alternatives-\" style=\"\">What Should You Look For In Glue AI Alternatives?<\/a><\/li><li style=\"\"><a href=\"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/#3-the-best-glue-ai-alternatives-\" style=\"\">The Best Glue AI Alternatives<\/a><ul><li style=\"\"><a href=\"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/#4-1-clickup-best-for-teams-that-want-ai-automation-with-project-and-task-management-\" style=\"\">1. ClickUp (Best for teams that want AI + automation with project and task management)<\/a><\/li><li style=\"\"><a href=\"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/#13-2-coworkerai-best-for-no-code-ai-agent-building-\" style=\"\">2. Coworker.ai (Best for no-code AI agent building)<\/a><\/li><li style=\"\"><a href=\"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/#18-3-slack-best-for-chat-based-workflow-automation-\" style=\"\">3. Slack (Best for chat-based workflow automation)<\/a><\/li><li style=\"\"><a href=\"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/#24-4-microsoft-teams-best-for-microsoft-365-ai-powered-automation-integration-\" style=\"\">4. Microsoft Teams (Best for Microsoft 365 AI-powered automation integration)<\/a><\/li><li style=\"\"><a href=\"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/#30-5-google-chat-best-for-simple-google-workspace-collaboration-\" style=\"\">5. Google Chat (Best for simple Google Workspace collaboration)<\/a><\/li><li style=\"\"><a href=\"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/#36-6-mattermost-best-for-self-hosted-team-communication-\" style=\"\">6. Mattermost (Best for self-hosted team communication)<\/a><\/li><li style=\"\"><a href=\"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/#42-7-rocketchat-best-for-omnichannel-communication-needs-\" style=\"\">7. Rocket.Chat (Best for omnichannel communication needs)<\/a><\/li><li style=\"\"><a href=\"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/#48-8-twist-best-for-thread-based-async-communication-\" style=\"\">8. Twist (Best for thread-based async communication)<\/a><\/li><li style=\"\"><a href=\"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/#54-9-crewai-best-for-multi-agent-ai-orchestration-\" style=\"\">9. CrewAI (Best for multi-agent AI orchestration)<\/a><\/li><li style=\"\"><a href=\"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/#60-10-autogen-best-for-conversational-multi-agent-problem-solving-\" style=\"\">10. AutoGen (Best for conversational multi-agent problem solving)<\/a><\/li><\/ul><\/li><li style=\"\"><a href=\"https:\/\/clickup.com\/blog\/glue-ai-alternatives\/#66-raise-the-bar-with-clickup-\" style=\"\">Raise the Bar With ClickUp<\/a><\/li><\/ul>\n\t\t\t<\/div>\n\t\t<\/div><\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"0-top-glue-ai-alternatives-at-a-glance-\"><strong>Top Glue AI Alternatives at a Glance<\/strong><\/h2>\n\n\n\n<p>Here\u2019s a glimpse of the top Glue AI alternatives and what they bring to the table. \ud83d\udc47<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Tool<\/strong><\/td><td><strong>Best for<\/strong><\/td><td><strong>Best features<\/strong><\/td><td><strong>Pricing*<\/strong><\/td><\/tr><tr><td><a href=\"https:\/\/app.clickup.com\/signup\"><strong>ClickUp<\/strong><\/a><\/td><td>AI-powered project automation and chat-to-task orchestration for product, ops, and enterprise PMO teams<\/td><td>ClickUp Brain for Contextual AI answers, Automation for trigger-based workflows and repetitive task handling, Agents for AI task execution across projects and docs<\/td><td>Free forever; Customization available for enterprises<\/td><\/tr><tr><td><strong>Coworker.ai<\/strong><\/td><td>No-code agent building for fast workflow automation across multiple departments<\/td><td>Visual drag-and-drop agent builder, webhook triggers, sandbox testing with version rollback, performance monitoring dashboards, role-based permissions<\/td><td>Custom pricing<\/td><\/tr><tr><td><strong>Slack<\/strong><\/td><td>Chat-native process automation and message intelligence for real-time collaboration and growing teams<\/td><td>Emoji and keyword triggers, AI summaries, canvases for project context, CLI support for custom app deployment, channel pinning<\/td><td>Free; Paid plans start at $8.75\/month per user<\/td><\/tr><tr><td><strong>Microsoft Teams<\/strong><\/td><td>Enterprise collaboration and AI automation for Microsoft 365 organizations<\/td><td>Copilot AI for recaps and drafting, Power Automate integration, eDiscovery retention controls, channel moderation, SharePoint + Outlook syncing<\/td><td>Free; Paid plans start at $7.20\/month per user<\/td><\/tr><tr><td><strong>Google Chat<\/strong><\/td><td>Lightweight AI messaging and Chrome-native communication for Google Workspace teams<\/td><td>Gemini message summaries, message-to-task conversion, space pinning, keyword filtering, Apps Script bots<\/td><td>Free trial; Plans start at $8.40\/month per user<\/td><\/tr><tr><td><strong>Mattermost<\/strong><\/td><td>Secure self-hosted team messaging for regulated or compliance-driven industries<\/td><td>On-prem deployment, SSO\/SAML controls, incident playbooks, full export logging, plugin marketplace for deep integrations<\/td><td>Free trial; Paid plans start at $10\/month per user (billed annually)<\/td><\/tr><tr><td><strong>Rocket.Chat<\/strong><\/td><td>Omnichannel messaging across internal teams and public chat channels for support and field ops<\/td><td>Real-time translation, role-based permissions, chatbot automations, analytics dashboards, message retention policies<\/td><td>Free; Paid plans start at $8\/month per user (billed annually)<\/td><\/tr><tr><td><strong>Twist<\/strong><\/td><td>Async, thread-first communication for distributed teams and focus-driven + complex workflows<\/td><td>Dedicated threaded spaces, thread reminders, long-form updates with rich formatting, PDF thread exports, selective notifications<\/td><td>Free; Paid plans start at $8\/month per user<\/td><\/tr><tr><td><strong>CrewAI<\/strong><\/td><td>Multi-agent orchestration for technical teams building AI systems in Python<\/td><td>Role-defined agent behaviors, sequential\/parallel\/hierarchical routines, multi-LLM selection, execution logs, memory systems<\/td><td>Custom pricing<\/td><\/tr><tr><td><strong>AutoGen<\/strong><\/td><td>Conversational agent problem-solving for research and engineering groups<\/td><td>Dialogue-based agent reasoning, code execution sandboxes, replayable conversations, response caching, termination conditions<\/td><td>Free (open-source)<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\">*Please check the tool\u2019s website for the latest pricing.<\/figcaption><\/figure>\n\n\n<div style=\"border: 3px solid #000000; border-radius: 0%; background-color: #f6f6f6; \" class=\"ub-styled-box ub-bordered-box wp-block-ub-styled-box\" id=\"ub-styled-box-8c3a8f05-d4cd-4009-8fa1-ba615fa60967\">\n<h3 class=\"wp-block-heading\" id=\"1-how-we-review-software-at-clickup-\"><strong>How we review software at ClickUp<\/strong><\/h3>\n\n\n\n<p>Our editorial team follows a transparent, research-backed, and vendor-neutral process, so you can trust that our recommendations are based on real product value.<\/p>\n\n\n\n<p>Here\u2019s a detailed rundown of <a href=\"https:\/\/clickup.com\/blog\/software-review-methodology\/\" target=\"_blank\" rel=\"noreferrer noopener\">how we review software at ClickUp<\/a>.<\/p>\n\n\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"2-what-should-you-look-for-in-glue-ai-alternatives-\"><strong>What Should You Look For In Glue AI Alternatives?<\/strong><\/h2>\n\n\n\n<p>When searching for Glue AI alternatives, you want a tool that understands context, connects deeply with your systems, and <a href=\"https:\/\/clickup.com\/blog\/how-to-use-ai-to-automate-tasks\/\">uses AI to automate tasks<\/a> without constant babysitting. That sets up a clear set of criteria:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pulls message intent using full thread history rather than single-message triggers<\/li>\n\n\n\n<li>Supports nested conditionals, data transforms, regex filters, and multi-step logic<\/li>\n\n\n\n<li>Creates tasks with fields like priority, sprint, labels, assignees, and linked resources<\/li>\n\n\n\n<li>Summarizes long threads with decision points, blockers, follow-ups, and timestamps<\/li>\n\n\n\n<li>Runs <a href=\"https:\/\/clickup.com\/blog\/project-management-automation\/\">project management automations<\/a> at scale with queue handling, parallel execution, and no sudden rate limits<\/li>\n\n\n\n<li>Offers SSO, SCIM provisioning, IP allowlisting, audit logs, and data residency controls<\/li>\n\n\n\n<li>Includes a visual builder with test mode, version history, and rollback options<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"3-the-best-glue-ai-alternatives-\"><strong>The Best Glue AI Alternatives<\/strong><\/h2>\n\n\n\n<p>Here are our picks for the best Glue AI alternatives. \ud83d\udcdd<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4-1-clickup-best-for-teams-that-want-ai-automation-with-project-and-task-management-\"><strong>1. ClickUp (Best for teams that want AI + automation with project and task management)<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1400\" height=\"749\" src=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/11\/Brain-build-marketing-agent-3-1400x749.png\" alt=\"\" class=\"wp-image-557478\" srcset=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/11\/Brain-build-marketing-agent-3-1400x749.png 1400w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/11\/Brain-build-marketing-agent-3-300x160.png 300w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/11\/Brain-build-marketing-agent-3-768x411.png 768w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/11\/Brain-build-marketing-agent-3-1536x822.png 1536w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/11\/Brain-build-marketing-agent-3-700x374.png 700w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/11\/Brain-build-marketing-agent-3.png 1920w\" sizes=\"auto, (max-width: 1400px) 100vw, 1400px\" \/><figcaption class=\"wp-element-caption\">Get help from ClickUp AI to create custom agents that can handle your workflows end-to-end<\/figcaption><\/figure><\/div>\n\n\n<div class=\"wp-block-cu-buttons\"><a href=\"https:\/\/app.clickup.com\/signup?product=ai&amp;ai=true\" class=\"cu-button cu-button--purple cu-button--improved\">Turn projects into action with ClickUp Brain<\/a><\/div>\n\n\n\n<p><a href=\"https:\/\/clickup.com\/\">ClickUp<\/a> is the world\u2019s first <a href=\"https:\/\/clickup.com\/blog\/converged-ai-workspace\/\">Converged AI Workspace<\/a>. Your tasks, projects, documentation, automations, and AI stay connected in one system, so your team avoids <a href=\"https:\/\/clickup.com\/blog\/work-sprawl\/\">Work Sprawl<\/a> and moves through planning and execution in a single flow.<\/p>\n\n\n\n<p>Glue AI enhances automation, but it doesn\u2019t run next to your real project data. ClickUp gives you AI, workflows, and project visibility under one roof, which means you make changes once and keep every team aligned without rebuilding context.<\/p>\n\n\n\n<p>Here\u2019s a closer look! \ud83d\udc40<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"5-speed-up-everyday-decisions-using-contextual-ai-\"><strong>Speed up everyday decisions using Contextual AI<\/strong><\/h4>\n\n\n\n<figure class=\"wp-block-embed aligncenter is-type-wp-embed is-provider-wistia-inc wp-block-embed-wistia-inc\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" title=\"@Brain Agent Video\" src=\"https:\/\/fast.wistia.net\/embed\/iframe\/3yoq47d06z?dnt=1#?secret=gKejsiypSG\" data-secret=\"gKejsiypSG\" frameborder=\"0\" scrolling=\"no\" width=\"500\" height=\"281\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p><a href=\"https:\/\/clickup.com\/brain\">ClickUp Brain<\/a> strengthens your operational decisions because it understands your workload, dependencies, task history, and cross-team activity. You ask for clarity and get answers that reflect the work your team has already completed.<\/p>\n\n\n\n<p>Suppose you manage operations for a company running several parallel initiatives.<\/p>\n\n\n\n<p>You ask Brain to scan activity across a new implementation project. It reads tasks, comments, and linked docs, then gives you a clear status narrative: what\u2019s on track, which owners need support, and upcoming risks you should review before your next standup.<\/p>\n\n\n\n<p>You move faster because you skip the detective work.<\/p>\n\n\n<div style=\"border: 3px dashed #8ed1fc; border-radius: 0%; background-color: inherit; \" class=\"ub-styled-box ub-bordered-box wp-block-ub-styled-box\" id=\"ub-styled-box-5bead779-961a-47a5-95cc-1e15fb4d95f8\">\n<p id=\"ub-styled-box-bordered-content-\"><strong>\ud83d\udccc Try this prompt:<\/strong><em><strong> <\/strong>Review this implementation project. Show current progress, call out risks, and list the next steps I should assign before tomorrow\u2019s review.<\/em><\/p>\n\n\n<\/div>\n\n\n<h4 class=\"wp-block-heading\" id=\"6-keep-processes-consistent-through-automation\">Keep processes consistent through automation<\/h4>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1070\" height=\"1326\" src=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/07\/Screenshot-2025-07-23-at-9.07.32-PM.png\" alt=\"\" class=\"wp-image-501699\" style=\"width:716px;height:auto\" srcset=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/07\/Screenshot-2025-07-23-at-9.07.32-PM.png 1070w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/07\/Screenshot-2025-07-23-at-9.07.32-PM-242x300.png 242w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/07\/Screenshot-2025-07-23-at-9.07.32-PM-768x952.png 768w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/07\/Screenshot-2025-07-23-at-9.07.32-PM-700x867.png 700w\" sizes=\"auto, (max-width: 1070px) 100vw, 1070px\" \/><figcaption class=\"wp-element-caption\">Toggle on the automation you need or customize rules via AI based on your workflows<\/figcaption><\/figure><\/div>\n\n\n<p>Operations teams lose time when routine actions slip through gaps. <a href=\"https:\/\/clickup.com\/features\/automations\">ClickUp Automation<\/a> handles those moments so your workflows move forward without manual effort.<\/p>\n\n\n\n<p>For instance, suppose your PMO team manages project intake.<\/p>\n\n\n\n<p>A new request arrives through a <a href=\"https:\/\/clickup.com\/features\/forms\">ClickUp Form<\/a>. Automation creates the project task, assigns an owner, sets a due date, and adds a checklist based on project type.<\/p>\n\n\n\n<p>Another automation updates your portfolio dashboard when the intake task reaches approval. You enforce consistency without extra oversight.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"7-scale-your-operations-using-ai-agents-\"><strong>Scale your operations using AI agents<\/strong><\/h4>\n\n\n\n<figure class=\"wp-block-embed aligncenter is-type-wp-embed is-provider-wistia-inc wp-block-embed-wistia-inc\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" title=\"3.9 - Chat Agents Video\" src=\"https:\/\/fast.wistia.net\/embed\/iframe\/c3jrutqgjs?dnt=1#?secret=bEKQDTmRs3\" data-secret=\"bEKQDTmRs3\" frameborder=\"0\" scrolling=\"no\" width=\"500\" height=\"281\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p><a href=\"https:\/\/clickup.com\/brain\/agents\">ClickUp Agents<\/a> help you manage large, repetitive workloads without spreading your tools thin. Agents take on routine actions, scan your workspace, and support oversight tasks that normally slow PMO and operations teams.<\/p>\n\n\n\n<p>For example, suppose you oversee a portfolio of 40+ active projects.<\/p>\n\n\n\n<p>You create an Agent that reviews your project dashboards each morning, checks for slipped timelines, and posts a short update inside your weekly review task. Another Agent reads status changes across engineering tasks and prepares a summary you share in your leadership sync.<\/p>\n\n\n\n<p>You gain a support layer that watches your workspace, so you spend your time making decisions instead of hunting for information. Here\u2019s how to build your own:<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Build Your Own AI Agent: From Concept to Automation in Under 20 Mins \u2699\ufe0f | ClickUp\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/4aXyHZlEQMo?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"8-clickup-best-features-\"><strong>ClickUp best features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Keep every discussion tied to strategic work:<\/strong> Talk through tasks, share ideas, and attach decisions directly to deliverables with <a href=\"https:\/\/clickup.com\/features\/chat\">ClickUp Chat<\/a><\/li>\n\n\n\n<li><strong>Turn scattered inputs into actionable intelligence:<\/strong> Use <a href=\"https:\/\/clickup.com\/brain\/max\">ClickUp BrainGPT<\/a> to interpret tasks, chats, and docs, summarize what matters, and guide your next steps across the whole workspace<\/li>\n\n\n\n<li><strong>Capture quick thoughts without slowing down:<\/strong> Dictate updates, requirements, or meeting takeaways to work 4x faster with <a href=\"https:\/\/clickup.com\/brain\/talk-to-text\">ClickUp Talk to Text<\/a> <\/li>\n\n\n\n<li><strong>Bring every tool together: <\/strong>Connect your CRM, ticketing tools, messaging apps, and content systems through <a href=\"https:\/\/clickup.com\/integrations\">ClickUp Integrations<\/a>, so AI works with full context<\/li>\n\n\n\n<li><strong>Store team knowledge where work happens:<\/strong> Build internal playbooks, client documents, briefs, and research inside <a href=\"https:\/\/clickup.com\/features\/docs\">ClickUp Docs<\/a> so information stays accessible and linked to tasks<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"9-clickup-limitations-\"><strong>ClickUp limitations<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>There are limits for AI use on the free plan<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"10-clickup-pricing-\"><strong>ClickUp pricing<\/strong><\/h4>\n\n\n<div class=\"pricing-wrapper\">\n<!-- hide toggle for now -->\n<div class=\"pricing-toggle-container\" style=\"display: none;\">\n    <div class=\"pricing-toggle isMonthly\">\n        <button class=\"pricing-toggle-item \" id=\"yearly-toggle\">\n            Yearly\n        <\/button>\n        <button class=\"pricing-toggle-item pricing-toggle-active\" id=\"monthly-toggle\">\n            Monthly\n        <\/button>\n    <\/div>\n<\/div>\n\n<!-- Dynamic Pricing Cards -->\n    <div class=\"pricing-card-container\">\n                    <div>\n    <div class=\"pricing-card pricing-card-free-forever\" style=\"--primary-color: 0, 184, 132\">\n        <div class=\"pricing-tier\">\n            free forever\n                    <\/div>\n                <div class=\"pricing-price\">\n            <span class=\"pricing-price-wrapper\">\n                <span class=\"pricing-price-yearly\" data-price=\"Free\">\n                                            Free\n                                    <\/span>\n                <span class=\"pricing-price-monthly\" data-price=\"Free\">\n                                            Free\n                                    <\/span>\n            <\/span>\n            <div class=\"tier-foot-note\"><\/div>\n        <\/div>\n                        <div class=\"pricing-cta-button-wrapper\">\n                            <!-- Render <button> for other tiers -->\n                <button class=\"cta-button cu-button button\"\n                        data-beta\n                        data-ga-click-tracking\n                        ga-event=\"click web\"\n                        ga-label=\"blog pricing table\"\n                        data-ga-tracking=\"ftmlead\"\n                        ga-category=\"get started - free forever\"\n                                                    onclick=\"showSignUpOverlay(undefined);\"\n                                                >\n                        Get Started\n                <\/button>\n                    <\/div>\n        <div class=\"list-title\">Key Features:<\/div>\n        <div class=\"pricing-features-list\">\n                                            <div class=\"pricing-feature\">\n                    <svg class=\"pricing-card-check-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\" aria-hidden=\"true\"><path d=\"M5.25 9.375L7.875 12L12.75 6\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n                    <span>60MB Storage<\/span>\n                <\/div>\n                                <div class=\"pricing-feature\">\n                    <svg class=\"pricing-card-check-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\" aria-hidden=\"true\"><path d=\"M5.25 9.375L7.875 12L12.75 6\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n                    <span>Unlimited Tasks<\/span>\n                <\/div>\n                                <div class=\"pricing-feature\">\n                    <svg class=\"pricing-card-check-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\" aria-hidden=\"true\"><path d=\"M5.25 9.375L7.875 12L12.75 6\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n                    <span>Unlimited Free Plan Members<\/span>\n                <\/div>\n                                    <\/div>\n    <\/div>\n<\/div>\n                    <div>\n    <div class=\"pricing-card pricing-card-unlimited\" style=\"--primary-color: 250, 18, 227\">\n        <div class=\"pricing-tier\">\n            unlimited\n                    <\/div>\n                <div class=\"pricing-price\">\n            <span class=\"pricing-price-wrapper\">\n                <span class=\"pricing-price-yearly\" data-price=\"$7\">\n                                            $7\n                                    <\/span>\n                <span class=\"pricing-price-monthly\" data-price=\"$10\">\n                                            $10\n                                    <\/span>\n            <\/span>\n            <div class=\"tier-foot-note\">per user per month<\/div>\n        <\/div>\n                        <div class=\"pricing-cta-button-wrapper\">\n                            <!-- Render <button> for other tiers -->\n                <button class=\"cta-button cu-button button\"\n                        data-beta\n                        data-ga-click-tracking\n                        ga-event=\"click web\"\n                        ga-label=\"blog pricing table\"\n                        data-ga-tracking=\"ftmlead\"\n                        ga-category=\"get started - unlimited\n                        \"\n                                                    onclick=\"showSignUpOverlay({ free_trial_plan: 'unlimited' });\"\n                                                >\n                        Get started\n                <\/button>\n                    <\/div>\n        <div class=\"list-title\">Everything in Free Forever, plus:<\/div>\n        <div class=\"pricing-features-list\">\n                                            <div class=\"pricing-feature\">\n                    <svg class=\"pricing-card-check-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\" aria-hidden=\"true\"><path d=\"M5.25 9.375L7.875 12L12.75 6\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n                    <span>Unlimited Storage<\/span>\n                <\/div>\n                                <div class=\"pricing-feature\">\n                    <svg class=\"pricing-card-check-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\" aria-hidden=\"true\"><path d=\"M5.25 9.375L7.875 12L12.75 6\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n                    <span>ClickUp Chat<\/span>\n                <\/div>\n                                <div class=\"pricing-feature\">\n                    <svg class=\"pricing-card-check-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\" aria-hidden=\"true\"><path d=\"M5.25 9.375L7.875 12L12.75 6\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n                    <span>Native Time Tracking<\/span>\n                <\/div>\n                                    <\/div>\n    <\/div>\n<\/div>\n                    <div>\n    <div class=\"pricing-card pricing-card-business\" style=\"--primary-color: 31, 124, 255\">\n        <div class=\"pricing-tier\">\n            business\n                            <div class=\"popular popular-badge\">\n                    Popular\n                <\/div>\n                    <\/div>\n                <div class=\"pricing-price\">\n            <span class=\"pricing-price-wrapper\">\n                <span class=\"pricing-price-yearly\" data-price=\"$12\">\n                                            $12\n                                    <\/span>\n                <span class=\"pricing-price-monthly\" data-price=\"$19\">\n                                            $19\n                                    <\/span>\n            <\/span>\n            <div class=\"tier-foot-note\">per user per month<\/div>\n        <\/div>\n                        <div class=\"pricing-cta-button-wrapper\">\n                            <!-- Render <button> for other tiers -->\n                <button class=\"cta-button cu-button button\"\n                        data-beta\n                        data-ga-click-tracking\n                        ga-event=\"click web\"\n                        ga-label=\"blog pricing table\"\n                        data-ga-tracking=\"ftmlead\"\n                        ga-category=\"get started - business\n                        \"\n                                                    onclick=\"showSignUpOverlay({ free_trial_plan: 'business' });\"\n                                                >\n                        Get started\n                <\/button>\n                    <\/div>\n        <div class=\"list-title\">Everything in Unlimited, plus:<\/div>\n        <div class=\"pricing-features-list\">\n                                            <div class=\"pricing-feature\">\n                    <svg class=\"pricing-card-check-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\" aria-hidden=\"true\"><circle cx=\"9\" cy=\"9\" r=\"7.5\" fill=\"currentColor\"><\/circle><path d=\"M6.75 9L8.25 10.5L11.25 7.5\" stroke=\"#202020\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n                    <span>Google SSO<\/span>\n                <\/div>\n                                <div class=\"pricing-feature\">\n                    <svg class=\"pricing-card-check-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\" aria-hidden=\"true\"><circle cx=\"9\" cy=\"9\" r=\"7.5\" fill=\"currentColor\"><\/circle><path d=\"M6.75 9L8.25 10.5L11.25 7.5\" stroke=\"#202020\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n                    <span>Custom Exporting<\/span>\n                <\/div>\n                                <div class=\"pricing-feature\">\n                    <svg class=\"pricing-card-check-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\" aria-hidden=\"true\"><circle cx=\"9\" cy=\"9\" r=\"7.5\" fill=\"currentColor\"><\/circle><path d=\"M6.75 9L8.25 10.5L11.25 7.5\" stroke=\"#202020\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n                    <span>5K Monthly Automations<\/span>\n                <\/div>\n                                    <\/div>\n    <\/div>\n<\/div>\n                    <div>\n    <div class=\"pricing-card pricing-card-enterprise\" style=\"--primary-color: 44, 42, 65\">\n        <div class=\"pricing-tier\">\n            enterprise\n                    <\/div>\n                            <div class=\"pricing-explanation-enterprise\">Get a Custom Demo<\/div>\n                <div class=\"pricing-cta-button-wrapper\">\n                            <!-- Render <a> for Enterprise -->\n                <a class=\"cta-button button\"\n                href=\"https:\/\/clickup.com\/contact\/contact-sales\"\n                target=\"_blank\"\n                rel=\"noopener noreferrer\"\n                data-ga-click-tracking\n                ga-event=\"click web\"\n                ga-label=\"blog pricing table\"\n                data-ga-tracking=\"ftmlead\"\n                ga-category=\"contact sales - enterprise\">\n                    Contact sales\n                <\/a>\n                    <\/div>\n        <div class=\"list-title\">Everything in Business, plus:<\/div>\n        <div class=\"pricing-features-list\">\n                                            <div class=\"pricing-feature\">\n                    <svg class=\"pricing-card-check-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\" aria-hidden=\"true\"><path d=\"M5.25 9.375L7.875 12L12.75 6\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n                    <span>White Labeling<\/span>\n                <\/div>\n                                <div class=\"pricing-feature\">\n                    <svg class=\"pricing-card-check-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\" aria-hidden=\"true\"><path d=\"M5.25 9.375L7.875 12L12.75 6\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n                    <span>Live Onboarding Training<\/span>\n                <\/div>\n                                <div class=\"pricing-feature\">\n                    <svg class=\"pricing-card-check-icon\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\" aria-hidden=\"true\"><path d=\"M5.25 9.375L7.875 12L12.75 6\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path><\/svg>\n                    <span>250K Monthly Automations<\/span>\n                <\/div>\n                                    <\/div>\n    <\/div>\n<\/div>\n            <\/div>\n\n<div class=\"cta-see-more-button-wrapper\">\n    <a class=\"cta-see-more-button\"\n    href=\"https:\/\/clickup.com\/pricing\"\n    target=\"_blank\"\n    rel=\"noopener noreferrer\"\n    data-ga-click-tracking\n    ga-event=\"click web\"\n    ga-label=\"blog pricing table\"\n    ga-category=\"see more features\"\n    data-ga-tracking=\"ftmlead\">\n        See more features\n    <\/a>\n    <\/div>\n<div class=\"pricing-disclaimer\">* Prices when billed annually<\/div>\n<\/div>\n\n<div class=\"ai-pricing-callout\">\n    <div class=\"ai-pricing-callout__content\">\n        <div class=\"ai-pricing-callout__text\">\n            <div class=\"ai-pricing-callout__title\">The world's most complete work AI, starting at $9 per month<\/div>\n            <div class=\"ai-pricing-callout__subtitle\">ClickUp Brain is a no Brainer. One AI to manage your work, at a fraction of the cost.<\/div>\n        <\/div>\n        <a href=\"https:\/\/app.clickup.com\/signup?product=ai&ai=true\"\n           class=\"ai-pricing-callout__cta\"\n           data-ga-click-tracking\n           ga-event=\"click web\"\n           ga-category=\"Try for free\"\n           ga-label=\"blog pricing table\">\n            Try for free\n        <\/a>\n    <\/div>\n<\/div>\n\n\n\n<script>\ndocument.addEventListener('DOMContentLoaded', function () {\n    const monthlyToggle = document.getElementById('monthly-toggle');\n    const yearlyToggle = document.getElementById('yearly-toggle');\n    const pricingCards = document.querySelectorAll('.pricing-card');\n    const pricingToggle = document.querySelector('.pricing-toggle');\n\n    function togglePricing(isYearly) {\n        pricingCards.forEach(card => {\n            const monthlyPrice = card.querySelector('.pricing-price-monthly');\n            const yearlyPrice = card.querySelector('.pricing-price-yearly');\n\n            if (monthlyPrice && yearlyPrice) {\n                yearlyPrice.style.display = isYearly ? 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This integration simplifies project management for me, enhancing efficiency and clarity. I particularly like the Brain AI feature, as it functions as an AI agent that executes my commands, effectively performing tasks on my behalf. This automation aspect is very helpful because it streamlines my workflow and reduces manual effort. Additionally, the initial setup of ClickUp was very easy to navigate, which made transitioning from other tools seamless. I also appreciate that ClickUp integrates with other tools I use, such as Slack, Open AI, and GitHub, creating a cohesive work environment. Overall, for these reasons, I would highly recommend ClickUp to others.<\/em><\/p><\/blockquote><figure class=\"cu-author-quote__author-group\"><figcaption class=\"cu-author-quote__author-info\"><cite class=\"cu-author-quote__author-name\">G2 reviewer<\/cite><\/figcaption><\/figure><\/div>\n\n\n<div style=\"border: 3px dashed #8ed1fc; border-radius: 0%; background-color: inherit; \" class=\"ub-styled-box ub-bordered-box wp-block-ub-styled-box\" id=\"ub-styled-box-4e957f65-e218-4a86-ae5f-dd265813cc05\">\n<p id=\"ub-styled-box-bordered-content-\"><strong>\ud83d\udd0d Did You Know? <\/strong>One of the <a href=\"https:\/\/www.sciencedirect.com\/topics\/engineering\/perceptron\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">first real neural-network-style models<\/a> was proposed in 1943 by Warren McCulloch and Walter Pitts: a tiny \u2018artificial neuron\u2019 that laid the mathematical groundwork for what much later became deep learning.<\/p>\n\n\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"13-2-coworkerai-best-for-no-code-ai-agent-building-\"><strong>2. Coworker.ai (Best for no-code AI agent building)<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"690\" src=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Coworker.ai_.png\" alt=\"Coworker.ai: Glue AI alternatives with more advanced features\" class=\"wp-image-563492\" srcset=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Coworker.ai_.png 1000w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Coworker.ai_-300x207.png 300w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Coworker.ai_-768x530.png 768w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Coworker.ai_-700x483.png 700w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><figcaption class=\"wp-element-caption\">via <a href=\"http:\/\/coworker.ai\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Coworker.ai<\/a><\/figcaption><\/figure><\/div>\n\n\n<p>Coworker.ai lets you <a href=\"https:\/\/clickup.com\/blog\/how-to-build-an-ai-agent\/\">build AI agents<\/a> without touching a line of code. The visual workflow builder connects your existing tools so agents can pull customer data from your CRM, check inventory in your database, and send updates to Slack in one automated sequence.<\/p>\n\n\n\n<p>You&#8217;re essentially teaching agents to handle the repetitive stuff your team does manually: processing support tickets, updating spreadsheets, and qualifying leads. The Glue AI alternative tracks what each agent does through monitoring dashboards, so you can see which tasks got completed and where things went sideways.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"14-coworkerai-best-features-\"><strong>Coworker.ai best features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Schedule agents to run at specific intervals or trigger them based on incoming webhooks from your existing systems<\/li>\n\n\n\n<li>Export agent performance metrics and task completion logs to <a href=\"https:\/\/clickup.com\/blog\/bottlenecks\/\">analyze bottlenecks<\/a> in your automated workflows<\/li>\n\n\n\n<li>Assign different permission levels to team members so they can view, edit, or deploy agents based on their role<\/li>\n\n\n\n<li>Test agent workflows in sandbox environments before pushing them to production channels<\/li>\n\n\n\n<li>Roll back to previous agent versions when updates cause unexpected behavior in your automations<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"15-coworkerai-limitations-\"><strong>Coworker.ai limitations<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The template library offers fewer starting points than mature Glue AI alternatives<\/li>\n\n\n\n<li>Workflow logic requires some technical thinking, even though you&#8217;re not writing code<\/li>\n\n\n\n<li>Integration options don&#8217;t cover as many niche tools as enterprise platforms<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"16-coworkerai-pricing-\"><strong>Coworker.ai pricing<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Custom pricing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"17-coworkerai-ratings-and-reviews-\"><strong>Coworker.ai ratings and reviews<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>G2: <\/strong>Not enough reviews<\/li>\n\n\n\n<li><strong>Capterra:<\/strong> Not enough reviews<\/li>\n<\/ul>\n\n\n<div style=\"border: 3px dotted #9b51e0; border-radius: 0%; background-color: inherit; \" class=\"ub-styled-box ub-bordered-box wp-block-ub-styled-box\" id=\"ub-styled-box-877189a2-17b2-48ba-885c-fb45436c137c\">\n<p id=\"ub-styled-box-bordered-content-\"><strong>\ud83e\udde0 Fun Fact: <\/strong>The concept of <a href=\"https:\/\/link.springer.com\/journal\/11721\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Swarm Intelligence<\/a>, where many simple agents working locally can create complex collective behavior, draws directly from biological observations (ants, termites, bees, bird flocks). In AI, this idea was <a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-642-58069-7_38\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">first formalized in 1989<\/a> by Gerardo Beni and Jing Wang in the context of cellular-robotic systems.<\/p>\n\n\n<\/div>\n\n<div style=\"background-color: #d9edf7; color: #31708f; border-left-color: #31708f; \" class=\"ub-styled-box ub-notification-box wp-block-ub-styled-box\" id=\"ub-styled-box-56573f35-695c-4182-a622-20f4c10070e3\">\n<p id=\"ub-styled-box-notification-content-\"><strong>\ud83d\udcd6 Also Read:<\/strong> <a href=\"https:\/\/clickup.com\/blog\/how-to-prioritize-your-work\/\">How to Prioritize Your Work Tasks<\/a><\/p>\n\n\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"18-3-slack-best-for-chat-based-workflow-automation-\"><strong>3. Slack (Best for chat-based workflow automation)<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1400\" height=\"983\" src=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Slack-1400x983.png\" alt=\"Slack: Glue AI alternatives with role-based access control\" class=\"wp-image-563493\" srcset=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Slack-1400x983.png 1400w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Slack-300x211.png 300w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Slack-768x539.png 768w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Slack-1536x1078.png 1536w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Slack-700x491.png 700w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Slack.png 1600w\" sizes=\"auto, (max-width: 1400px) 100vw, 1400px\" \/><figcaption class=\"wp-element-caption\">via <a href=\"https:\/\/slack.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Slack<\/a><\/figcaption><\/figure><\/div>\n\n\n<p>With Slack, you can trigger automations when someone drops a specific emoji on a message, mentions a keyword, or posts in a particular channel. A developer on your team can push a commit to GitHub, and Slack automatically creates a thread in your engineering channel, tags relevant people, and adds it to your sprint board.<\/p>\n\n\n\n<p>Plus, Slack\u2019s AI summarizes long threads, so you&#8217;re not scrolling through 200 messages to figure out what decision got made. What makes this interesting for technical teams is the API ecosystem. You can pipe data from your internal tools into channels and build custom automations that respond to events across your entire stack.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"19-slack-best-features-\"><strong>Slack best features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pin critical messages or files to channel headers so new team members immediately see important documentation and links<\/li>\n\n\n\n<li>Create canvas documents that combine meeting notes, project timelines, and embedded files within a single collaborative space<\/li>\n\n\n\n<li>Set up channel-specific notification preferences to mute low-priority spaces while staying alert for urgent channels<\/li>\n\n\n\n<li>Archive inactive channels to declutter your workspace while preserving searchable message history<\/li>\n\n\n\n<li>Use Slack CLI to deploy and test custom apps locally before distributing them across your organization<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"20-slack-limitations-\"><strong>Slack limitations<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI summarization and advanced features require paid plans<\/li>\n\n\n\n<li>Free tier limits message history, which means you lose context over time<\/li>\n\n\n\n<li>Automation depth doesn&#8217;t match dedicated workflow platforms for complex sequences<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"21-slack-pricing-\"><strong>Slack pricing<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Free<\/li>\n\n\n\n<li><strong>Pro:<\/strong> $7.25\/month per user<\/li>\n\n\n\n<li><strong>Business+: <\/strong>$15\/month per user<\/li>\n\n\n\n<li><strong>Enterprise Grid: <\/strong>Custom pricing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"22-slack-ratings-and-reviews-\"><strong>Slack ratings and reviews<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>G2: <\/strong>4.5\/5 (37,045+ reviews)<\/li>\n\n\n\n<li><strong>Capterra: <\/strong>4.7\/5 (23,910+ reviews)<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"23-what-are-real-life-users-saying-about-slack-\"><strong>What are real-life users saying about Slack?<\/strong><\/h4>\n\n\n\n<p>Per a <a href=\"https:\/\/www.g2.com\/products\/slack\/reviews\/slack-review-12026585\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">G2 review<\/a>:<\/p>\n\n\n\n<div class=\"wp-block-clickup-clickup-author-quote cu-author-quote undefined\"><blockquote class=\"cu-author-quote__quote\"><p><em>I use Slack primarily for work and find it incredibly valuable for organization-wide communication. Its ability to set up group chats, direct messages, and automate tasks is impressive. I really appreciate the automation flows that Slack enables, allowing me to automatically capture critical data, which streamlines many of my tasks. [&#8230;] The initial setup was extremely easy, and the settings are intuitive, enhancing the user experience remarkably.<\/em><\/p><\/blockquote><figure class=\"cu-author-quote__author-group\"><figcaption class=\"cu-author-quote__author-info\"><cite class=\"cu-author-quote__author-name\">G2 reviewer<\/cite><\/figcaption><\/figure><\/div>\n\n\n<div style=\"border: 3px solid #9b51e0; border-radius: 0%; background-color: inherit; \" class=\"ub-styled-box ub-bordered-box wp-block-ub-styled-box\" id=\"ub-styled-box-abd1c4a7-d255-4a3b-89e9-4219a37c070e\">\n<p id=\"ub-styled-box-bordered-content-\"><strong> <\/strong><\/p>\n\n\n\n<p><\/p>\n\n\n<\/div>\n\n<div style=\"background-color: #d9edf7; color: #31708f; border-left-color: #31708f; \" class=\"ub-styled-box ub-notification-box wp-block-ub-styled-box\" id=\"ub-styled-box-dbda9157-4fe0-4b56-85bf-4b44a05ddd66\">\n<p id=\"ub-styled-box-notification-content-\">Find the best <a href=\"https:\/\/clickup.com\/blog\/alternatives-to-slack\/\">Slack alternatives<\/a>:<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Why We Quit Slack (and the Best Slack Alternatives We Recommend in 2025) | ClickUp\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/6ogkdXQM2Po?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"24-4-microsoft-teams-best-for-microsoft-365-ai-powered-automation-integration-\"><strong>4. Microsoft Teams (Best for Microsoft 365 AI-powered automation integration)<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1400\" height=\"788\" src=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Microsoft-Teams-1400x788.png\" alt=\"Microsoft Teams: Collaboration platform with a visual interface\" class=\"wp-image-563496\" srcset=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Microsoft-Teams-1400x788.png 1400w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Microsoft-Teams-300x169.png 300w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Microsoft-Teams-768x432.png 768w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Microsoft-Teams-1536x864.png 1536w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Microsoft-Teams-700x394.png 700w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Microsoft-Teams.png 1920w\" sizes=\"auto, (max-width: 1400px) 100vw, 1400px\" \/><figcaption class=\"wp-element-caption\">via <a href=\"https:\/\/www.microsoft.com\/en-us\/microsoft-teams\/group-chat-software\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Microsoft Teams<\/a><\/figcaption><\/figure><\/div>\n\n\n<p>Teams makes sense when your organization already lives in Microsoft 365. Copilot sits inside the interface and can draft messages, generate meeting recaps, or answer questions by searching across your SharePoint documents and Outlook emails. The Power Automate connection means you can build flows that react to Teams activity; someone mentions a deadline in chat, and a task automatically appears in Planner.<\/p>\n\n\n\n<p>Engineering teams can embed custom apps directly into Teams using the Toolkit, which keeps proprietary tools accessible without <a href=\"https:\/\/clickup.com\/blog\/context-switching\/\">context switching<\/a>. Compliance controls are particularly helpful for enterprises navigating regulations; you can establish retention policies, track user activity, and enforce data governance across all channels.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"25-microsoft-teams-best-features-\"><strong>Microsoft Teams best features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Record training sessions or all-hands meetings and have Teams automatically generate chapters based on topic shifts in the conversation<\/li>\n\n\n\n<li>Pin tabs for frequently accessed SharePoint sites, Power BI dashboards, or internal tools directly within team channels<\/li>\n\n\n\n<li>Configure eDiscovery settings to search and export chat data for legal or compliance audits<\/li>\n\n\n\n<li>Assign moderation permissions in channels so designated members can delete messages or control who posts announcements<\/li>\n\n\n\n<li>Sync Teams calendar with Outlook to show your availability and automatically decline meeting conflicts<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"26-microsoft-teams-limitations-\"><strong>Microsoft Teams limitations<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Copilot licensing costs stack on top of your Microsoft 365 subscription<\/li>\n\n\n\n<li>The interface gets cluttered once you add multiple tabs and apps to channels<\/li>\n\n\n\n<li>Performance degrades in channels that accumulate extensive message history, unlike <a href=\"https:\/\/clickup.com\/blog\/microsoft-teams-alternatives\/\">alternatives to Microsoft Teams<\/a><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"27-microsoft-teams-pricing-\"><strong>Microsoft Teams pricing<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Free<\/li>\n\n\n\n<li><strong>Microsoft 365 Business Basic:<\/strong> $7.20\/month per user<\/li>\n\n\n\n<li><strong>Microsoft 365 Business Standard: <\/strong>$15\/month per user<\/li>\n\n\n\n<li><strong>Microsoft 365 Business Premium:<\/strong> $26.40\/month per user<\/li>\n\n\n\n<li><strong>Microsoft 365 Apps for business:<\/strong> $9.90\/month per user<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"28-microsoft-teams-ratings-and-reviews-\"><strong>Microsoft Teams ratings and reviews<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>G2: <\/strong>4.4\/5 (16,000+ reviews)<\/li>\n\n\n\n<li><strong>Capterra: <\/strong>4.5\/5 (10,000+ reviews)<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"29-what-are-real-life-users-saying-about-microsoft-teams-\"><strong>What are real-life users saying about Microsoft Teams?<\/strong><\/h4>\n\n\n\n<p>A <a href=\"https:\/\/www.g2.com\/products\/microsoft-teams\/reviews\/microsoft-teams-review-11150124\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">G2 review<\/a> shares:<\/p>\n\n\n\n<div class=\"wp-block-clickup-clickup-author-quote cu-author-quote undefined\"><blockquote class=\"cu-author-quote__quote\"><p><em>The best thing about Microsoft Teams is how well it integrates with the rest of the Microsoft 365 suite. Jumping between Teams, Outlook, SharePoint, and OneDrive is seamless, which really boosts productivity\u2026<\/em><\/p><\/blockquote><figure class=\"cu-author-quote__author-group\"><figcaption class=\"cu-author-quote__author-info\"><cite class=\"cu-author-quote__author-name\">G2 reviewer<\/cite><\/figcaption><\/figure><\/div>\n\n\n<div style=\"border: 3px dashed #8ed1fc; border-radius: 0%; background-color: inherit; \" class=\"ub-styled-box ub-bordered-box wp-block-ub-styled-box\" id=\"ub-styled-box-431fc934-9706-44c7-ac74-adc38aa8395a\">\n<p id=\"ub-styled-box-bordered-content-\"><strong>\ud83d\udd0d Did You Know? <\/strong>Even in high-stress or high-stakes environments (like hospitals), better communication practices directly <a href=\"https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC11857919\/\">improve teamwork and outcomes<\/a>.<\/p>\n\n\n<\/div>\n\n<div style=\"background-color: #d9edf7; color: #31708f; border-left-color: #31708f; \" class=\"ub-styled-box ub-notification-box wp-block-ub-styled-box\" id=\"ub-styled-box-f0fe57eb-afe9-436e-965c-79cb65468df6\">\n<p id=\"ub-styled-box-notification-content-\"><strong>\ud83d\udcd6 Also Read:<\/strong> <a href=\"https:\/\/clickup.com\/blog\/time-management-techniques\/\">Best Time Management Techniques Proven To Work<\/a><\/p>\n\n\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"30-5-google-chat-best-for-simple-google-workspace-collaboration-\"><strong>5. Google Chat (Best for simple Google Workspace collaboration)<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1276\" height=\"796\" src=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Google-Chat.png\" alt=\"Google Chat: Glue AI alternatives with data integration\" class=\"wp-image-563500\" srcset=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Google-Chat.png 1276w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Google-Chat-300x187.png 300w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Google-Chat-768x479.png 768w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Google-Chat-700x437.png 700w\" sizes=\"auto, (max-width: 1276px) 100vw, 1276px\" \/><figcaption class=\"wp-element-caption\">via <a href=\"https:\/\/chat.google.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Google Chat<\/a><\/figcaption><\/figure><\/div>\n\n\n<p>Inside Google Chat, you get spaces for team discussions, direct messages, and basic threading. Gemini AI handles message drafting and conversation summaries, but the real utility shows up in how Chat connects to the rest of Google\u2019s apps. You&#8217;re reviewing a spreadsheet and realize you need input from your team. So, you can start a chat directly from that Sheet, and everyone has instant context.<\/p>\n\n\n\n<p>Apps Script lets developers build custom bots that watch for specific keywords and respond automatically, though you&#8217;ll need some coding knowledge to set that up. Guest access works well for temporary project collaboration, particularly when you need to bring in external contractors or clients for a defined period.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"31-google-chat-best-features-\"><strong>Google Chat best features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pin important spaces to the top of your sidebar so you don&#8217;t lose track of active projects in a crowded workspace<\/li>\n\n\n\n<li>Filter messages by specific people, date ranges, or keywords to find relevant discussions from months ago<\/li>\n\n\n\n<li>Mention entire spaces using @space to notify everyone subscribed to that conversation thread<\/li>\n\n\n\n<li>Set out-of-office responses that automatically reply to direct messages when you&#8217;re unavailable<\/li>\n\n\n\n<li>Convert messages into Google Tasks that sync with your existing task list and calendar<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"32-google-chat-limitations-\"><strong>Google Chat limitations<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Automation requires custom development or third-party tools for anything beyond the basics<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"33-google-chat-pricing-\"><strong>Google Chat pricing<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Free trial<\/li>\n\n\n\n<li><strong>Starter: <\/strong>$8.40\/month per user<\/li>\n\n\n\n<li><strong>Standard: <\/strong>$16.80\/month per user<\/li>\n\n\n\n<li><strong>Plus: <\/strong>$26.40\/month per user<\/li>\n\n\n\n<li><strong>Enterprise: <\/strong>Custom pricing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"34-google-chat-ratings-and-reviews-\"><strong>Google Chat ratings and reviews<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>G2:<\/strong> Not enough reviews<\/li>\n\n\n\n<li><strong>Capterra: <\/strong>4.5\/5 (2,365+ reviews)<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"35-what-are-real-life-users-saying-about-google-chat-\"><strong>What are real-life users saying about Google Chat?<\/strong><\/h4>\n\n\n\n<p>One <a href=\"https:\/\/www.capterra.com\/p\/175800\/Chat\/#Capterra___6675139\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Capterra reviewer<\/a> notes:<\/p>\n\n\n\n<div class=\"wp-block-clickup-clickup-author-quote cu-author-quote undefined\"><blockquote class=\"cu-author-quote__quote\"><p><em>Google chat has been a great software to communicate with client, colleagues and testers for us. I have been using it for almost more than a year and found it to be incredibly helpful, especially how it&#8217;s connected with our gmail account.<\/em><\/p><\/blockquote><figure class=\"cu-author-quote__author-group\"><figcaption class=\"cu-author-quote__author-info\"><cite class=\"cu-author-quote__author-name\">Capterra reviewer<\/cite><\/figcaption><\/figure><\/div>\n\n\n<div style=\"border: 3px solid #9b51e0; border-radius: 0%; background-color: inherit; \" class=\"ub-styled-box ub-bordered-box wp-block-ub-styled-box\" id=\"ub-styled-box-c6755ec6-d35f-4272-8026-cebf69ff0068\">\n<p id=\"ub-styled-box-bordered-content-\"><strong>\ud83d\udcee ClickUp Insight: <\/strong>When a task gets lost in chat, 41% of workers dig through threads to find it, 22% say it never gets done, and 19% try to recreate it later from memory.<\/p>\n\n\n\n<p>You\u2019re basically working with a system where 40% of discussions are lost to the void. Teams start screenshotting messages, DM\u2019ing reminders, or creating shadow docs to compensate for chat\u2019s fragility.<\/p>\n\n\n\n<p><a href=\"https:\/\/clickup.com\/brain\">ClickUp AI<\/a>, working within <a href=\"https:\/\/clickup.com\/features\/chat\">ClickUp Chat<\/a>, changes that dynamic. It automatically surfaces commitments, flags unassigned action items, and connects them to relevant projects. No more lost details. Just a record that keeps pace with the conversation.<\/p>\n\n\n\n<figure class=\"wp-block-embed aligncenter is-type-wp-embed is-provider-wistia-inc wp-block-embed-wistia-inc\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" title=\"[3.9 Sidebar] Project Execution Video\" src=\"https:\/\/fast.wistia.net\/embed\/iframe\/gqm14o298q?dnt=1#?secret=1JhMIzZCdS\" data-secret=\"1JhMIzZCdS\" frameborder=\"0\" scrolling=\"no\" width=\"500\" height=\"281\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<div class=\"wp-block-cu-buttons\"><a href=\"https:\/\/app.clickup.com\/signup\" class=\"cu-button cu-button--purple cu-button--improved\">Work smarter with ClickUp<\/a><\/div>\n\n\n<\/div>\n\n<div style=\"background-color: #d9edf7; color: #31708f; border-left-color: #31708f; \" class=\"ub-styled-box ub-notification-box wp-block-ub-styled-box\" id=\"ub-styled-box-6cfe7355-ca9d-4314-aa7b-4eddd7827828\">\n<p id=\"ub-styled-box-notification-content-\"><strong>\ud83d\udcd6 Also Read:<\/strong> <a href=\"https:\/\/clickup.com\/blog\/google-chat-alternatives\/\">Top Google Chat Alternatives to Boost Team Collaboration<\/a><\/p>\n\n\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"36-6-mattermost-best-for-self-hosted-team-communication-\"><strong>6. Mattermost (Best for self-hosted team communication)<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1400\" height=\"788\" src=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Mattermost-1400x788.png\" alt=\"Mattermost: Unified platform to manage and communicate sensitive data\" class=\"wp-image-563502\" srcset=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Mattermost-1400x788.png 1400w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Mattermost-300x169.png 300w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Mattermost-768x432.png 768w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Mattermost-1536x865.png 1536w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Mattermost-700x394.png 700w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Mattermost.png 1920w\" sizes=\"auto, (max-width: 1400px) 100vw, 1400px\" \/><figcaption class=\"wp-element-caption\">via <a href=\"https:\/\/mattermost.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Mattermost<\/a><\/figcaption><\/figure><\/div>\n\n\n<p>Mattermost runs on your own infrastructure, which matters when you can&#8217;t let communication data touch external servers. Healthcare companies, defense contractors, and financial institutions use it because they control where messages live and who can access them.<\/p>\n\n\n\n<p>Playbooks guide teams through standardized processes; when your on-call engineer is paged about an outage, Mattermost walks them through your incident response checklist while logging every action. You can plug in <a href=\"https:\/\/clickup.com\/blog\/ai-tools\/\">AI tools<\/a> through webhooks and build custom bots that interact in channels.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"37-mattermost-best-features-\"><strong>Mattermost best features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Configure SSO and SAML authentication to integrate with your existing identity management systems<\/li>\n\n\n\n<li>Set up dedicated channels for each playbook run so all incident communication stays organized and searchable<\/li>\n\n\n\n<li>Deploy plugins from the marketplace or build custom ones to extend functionality for your specific workflows<\/li>\n\n\n\n<li>Export complete message archives in standard formats for compliance reporting or data migration<\/li>\n\n\n\n<li>Configure IP whitelisting and rate limiting to protect your instance from unauthorized access attempts<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"38-mattermost-limitations-\"><strong>Mattermost limitations<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Self-hosting means you need DevOps resources to handle server maintenance, security updates, and scaling<\/li>\n\n\n\n<li>The third-party integration catalog is smaller than cloud-native <a href=\"https:\/\/clickup.com\/blog\/chat-platforms\/\">chat platforms<\/a><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"39-mattermost-pricing-\"><strong>Mattermost pricing<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Free trial<\/li>\n\n\n\n<li><strong>Professional: <\/strong>$10\/month per user (billed annually)<\/li>\n\n\n\n<li><strong>Enterprise: <\/strong>Custom pricing<\/li>\n\n\n\n<li><strong>Enterprise Advanced: <\/strong>Custom pricing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"40-mattermost-ratings-and-reviews-\"><strong>Mattermost ratings and reviews<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>G2: <\/strong>4.3\/5 (350+ reviews)<\/li>\n\n\n\n<li><strong>Capterra:<\/strong> 4.4\/5 (165+ reviews)<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"41-what-are-real-life-users-saying-about-mattermost-\"><strong>What are real-life users saying about Mattermost?<\/strong><\/h4>\n\n\n\n<p>From a <a href=\"https:\/\/www.reddit.com\/r\/sysadmin\/s\/FBP1OWKjKb\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Reddit post<\/a>:<\/p>\n\n\n\n<div class=\"wp-block-clickup-clickup-author-quote cu-author-quote undefined\"><blockquote class=\"cu-author-quote__quote\"><p><em>We use mattermost for our primary communications tool.&nbsp; It&#8217;s been pretty damn solid. Their project management (they call it boards) is pretty limited and stripped down though.<\/em><\/p><\/blockquote><figure class=\"cu-author-quote__author-group\"><figcaption class=\"cu-author-quote__author-info\"><cite class=\"cu-author-quote__author-name\">Reddit user<\/cite><\/figcaption><\/figure><\/div>\n\n\n<div style=\"background-color: #d9edf7; color: #31708f; border-left-color: #31708f; \" class=\"ub-styled-box ub-notification-box wp-block-ub-styled-box\" id=\"ub-styled-box-43732369-1cf2-4c19-b1d2-0035758dfb9a\">\n<p id=\"ub-styled-box-notification-content-\">\ud83d\udcd6<em> <\/em><strong>Also Read: <\/strong><a href=\"https:\/\/clickup.com\/blog\/mattermost-alternatives\/\">We Tested the Best MatterMost Alternatives<\/a><\/p>\n\n\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"42-7-rocketchat-best-for-omnichannel-communication-needs-\"><strong>7. Rocket.Chat (Best for omnichannel communication needs)<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1400\" height=\"699\" src=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Rocket.Chat_-1400x699.png\" alt=\"Rocket.Chat: Collaboration tools for enterprise teams and workflow management\" class=\"wp-image-563505\" srcset=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Rocket.Chat_-1400x699.png 1400w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Rocket.Chat_-300x150.png 300w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Rocket.Chat_-768x383.png 768w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Rocket.Chat_-1536x766.png 1536w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Rocket.Chat_-700x349.png 700w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Rocket.Chat_.png 1920w\" sizes=\"auto, (max-width: 1400px) 100vw, 1400px\" \/><figcaption class=\"wp-element-caption\">via <a href=\"https:\/\/www.rocket.chat\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Rocket.Chat<\/a><\/figcaption><\/figure><\/div>\n\n\n<p>Rocket.Chat combines team messaging with customer-facing communication channels in one platform. You can handle internal team chats while simultaneously managing customer inquiries from WhatsApp, Facebook Messenger, Instagram, and live chat widgets. The Glue AI alternative offers both cloud-hosted and self-hosted deployment options, giving you flexibility based on your infrastructure needs.<\/p>\n\n\n\n<p>Real-time translation breaks down language barriers across global teams, automatically converting messages between dozens of languages during conversations. Additionally, the <a href=\"https:\/\/clickup.com\/blog\/team-communication-apps\/\">team communication app<\/a>\u2019s marketplace hosts hundreds of apps and integrations, from CRM systems to help desk tools.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"43-rocketchat-best-features-\"><strong>Rocket.Chat best features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Create custom roles that define exactly what permissions each team member has across channels and administrative functions<\/li>\n\n\n\n<li>Set up automated triggers that move conversations between agents based on keywords, wait times, or customer priority levels<\/li>\n\n\n\n<li>Monitor agent performance through analytics dashboards showing response times, resolution rates, and conversation volumes<\/li>\n\n\n\n<li>Configure message retention policies that automatically delete or archive conversations after specified time periods<\/li>\n\n\n\n<li>Deploy chatbots that handle common customer queries before routing complex issues to human agents<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"44-rocketchat-limitations-\"><strong>Rocket.Chat limitations<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The interface can feel cluttered when managing both internal and external communication channels simultaneously<\/li>\n\n\n\n<li>Omnichannel features require higher-tier plans, limiting access for smaller teams<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"45-rocketchat-pricing-\"><strong>Rocket.Chat pricing<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Free<\/li>\n\n\n\n<li><strong>Pro: <\/strong>$8\/month per user (billed annually)<\/li>\n\n\n\n<li><strong>Enterprise: <\/strong>Custom pricing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"46-rocketchat-ratings-and-reviews-\"><strong>Rocket.Chat ratings and reviews<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>G2: <\/strong>4.2\/5 (335+ reviews)<\/li>\n\n\n\n<li><strong>Capterra:<\/strong> 4.3\/5 (155+ reviews)<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"47-what-are-real-life-users-saying-about-rocketchat-\"><strong>What are real-life users saying about Rocket.Chat?<\/strong><\/h4>\n\n\n\n<p>Based on a <a href=\"https:\/\/www.g2.com\/products\/rocket-chat\/reviews\/rocket-chat-review-11994531\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">G2 review<\/a>:<\/p>\n\n\n\n<div class=\"wp-block-clickup-clickup-author-quote cu-author-quote undefined\"><blockquote class=\"cu-author-quote__quote\"><p><em>I appreciate Rocket.Chat for its flexibility and ability to support our workflow effectively. It allows us to create an almost unlimited number of channels and integrate various bots, which significantly enhances our communication capabilities. The platform provides real-time notifications from different business systems, which is crucial for staying updated.<\/em><\/p><\/blockquote><figure class=\"cu-author-quote__author-group\"><figcaption class=\"cu-author-quote__author-info\"><cite class=\"cu-author-quote__author-name\">G2 reviewer<\/cite><\/figcaption><\/figure><\/div>\n\n\n<div style=\"border: 3px dashed #9b51e0; border-radius: 0%; background-color: inherit; \" class=\"ub-styled-box ub-bordered-box wp-block-ub-styled-box\" id=\"ub-styled-box-2c063ef6-c2d0-46b1-9a70-94adec857d2b\">\n<p id=\"ub-styled-box-bordered-content-\"><strong>\ud83e\udde0 Fun Fact: <\/strong>One of the <a href=\"https:\/\/americanhistory.si.edu\/collections\/object\/nmah_879329\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">earliest autonomous robots<\/a>, Elmer and Elsie, was built in 1948\u201349 by neurophysiologist William Grey Walter. These little \u2018tortoise\u2019 robots used simple light-sensors and bump-switches (wired to vacuum-tube circuits) to navigate toward light and avoid obstacles.<\/p>\n\n\n\n<p>Here\u2019s a glimpse:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1015\" src=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/ResearchGate.jpg\" alt=\"Built-in automation with robots\" class=\"wp-image-563507\" srcset=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/ResearchGate.jpg 1024w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/ResearchGate-300x297.jpg 300w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/ResearchGate-150x150.jpg 150w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/ResearchGate-768x761.jpg 768w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/ResearchGate-700x694.jpg 700w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">via <a href=\"https:\/\/www.researchgate.net\/figure\/ELSIE-Electro-mechanical-robot-Light-Sensitive-with-Internal-and-External-stability-W_fig1_327549768\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">ResearchGate<\/a><\/figcaption><\/figure><\/div>\n\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"48-8-twist-best-for-thread-based-async-communication-\"><strong>8. Twist (Best for thread-based async communication)<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1300\" height=\"962\" src=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Twist.png\" alt=\"Twist: Glue AI alternatives for large enterprises and data sources\" class=\"wp-image-563509\" srcset=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Twist.png 1300w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Twist-300x222.png 300w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Twist-768x568.png 768w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/Twist-700x518.png 700w\" sizes=\"auto, (max-width: 1300px) 100vw, 1300px\" \/><figcaption class=\"wp-element-caption\">via <a href=\"https:\/\/twist.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Twist<\/a><\/figcaption><\/figure><\/div>\n\n\n<p>Twist organizes everything into threads instead of real-time channels. Every conversation lives in its own dedicated space, so you&#8217;re not watching messages fly by in chronological chaos. This structure cuts down notification fatigue because you respond to threads when it makes sense for your schedule, not immediately when someone posts.<\/p>\n\n\n\n<p>This Glue AI alternative separates urgent DMs from threaded discussions, helping you distinguish between &#8216;answer this now&#8217; and &#8216;respond when you can&#8217;. Any message converts into a task that shows up in your to-do list, bridging the gap between conversation and action.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"49-twist-best-features-\"><strong>Twist best features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Mark threads as unread after you&#8217;ve viewed them, so they stay visible in your inbox until you&#8217;re ready to respond properly<\/li>\n\n\n\n<li>Subscribe to specific threads that matter to your work while ignoring others in the same channel to reduce notification noise<\/li>\n\n\n\n<li>Attach files up to 100MB directly to thread messages without relying on external file-sharing services<\/li>\n\n\n\n<li>Export entire threads as PDF documents when you need to share decision context outside the platform<\/li>\n\n\n\n<li>Set thread reminders that ping you at specific times to follow up on discussions that need your attention later<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"50-twist-limitations-\"><strong>Twist limitations<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Real-time team collaboration feels deliberately slower than instant messaging platforms<\/li>\n\n\n\n<li>Integration options are limited compared to mainstream communication tools<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"51-twist-pricing-\"><strong>Twist pricing<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Free<\/li>\n\n\n\n<li><strong>Unlimited: <\/strong>$8\/month per user<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"52-twist-ratings-and-reviews-\"><strong>Twist ratings and reviews<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>G2: <\/strong>4\/5 (20+ reviews)<\/li>\n\n\n\n<li><strong>Capterra: <\/strong>4.3\/5 (35+ reviews)<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"53-what-are-real-life-users-saying-about-twist-\"><strong>What are real-life users saying about Twist?<\/strong><\/h4>\n\n\n\n<p>According to a <a href=\"https:\/\/www.g2.com\/products\/twist\/reviews\/twist-review-11826175\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">G2 review<\/a>:<\/p>\n\n\n\n<div class=\"wp-block-clickup-clickup-author-quote cu-author-quote undefined\"><blockquote class=\"cu-author-quote__quote\"><p><em>I appreciate how Twist organizes team communication into threads, which makes it much easier to keep track of conversations without getting overwhelmed by the usual chat clutter.<\/em><\/p><\/blockquote><figure class=\"cu-author-quote__author-group\"><figcaption class=\"cu-author-quote__author-info\"><cite class=\"cu-author-quote__author-name\">G2 reviewer<\/cite><\/figcaption><\/figure><\/div>\n\n\n<div style=\"background-color: #d9edf7; color: #31708f; border-left-color: #31708f; \" class=\"ub-styled-box ub-notification-box wp-block-ub-styled-box\" id=\"ub-styled-box-d16983f5-e8cb-4d55-86ea-93a0a6fa97a6\">\n<p id=\"ub-styled-box-notification-content-\"><strong>\ud83d\udcd6 Also Read:<\/strong> <a href=\"https:\/\/clickup.com\/blog\/twist-vs-slack\/\">Twist vs. Slack: Which Team Chat App is Best for You?<\/a><\/p>\n\n\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"54-9-crewai-best-for-multi-agent-ai-orchestration-\"><strong>9. CrewAI (Best for multi-agent AI orchestration)<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1400\" height=\"863\" src=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/CrewAI-1400x863.png\" alt=\"CrewAI: Automate across third-party solutions with automatic scaling to streamline communication\" class=\"wp-image-563513\" srcset=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/CrewAI-1400x863.png 1400w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/CrewAI-300x185.png 300w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/CrewAI-768x473.png 768w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/CrewAI-1536x946.png 1536w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/CrewAI-700x431.png 700w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/CrewAI.png 1920w\" sizes=\"auto, (max-width: 1400px) 100vw, 1400px\" \/><figcaption class=\"wp-element-caption\">via <a href=\"https:\/\/www.crewai.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">CrewAI<\/a><\/figcaption><\/figure><\/div>\n\n\n<p>CrewAI gives you a Python framework for building teams of <a href=\"https:\/\/clickup.com\/blog\/ai-agents-examples\/\">AI agents<\/a> that actually work together. You define agents with specific roles: one researches competitive pricing, another drafts marketing copy, and a third reviews for brand compliance.<\/p>\n\n\n\n<p>The framework supports different workflow patterns: <strong>sequential <\/strong>(agents work in order), <strong>parallel <\/strong>(agents work simultaneously), or <strong>hierarchical <\/strong>(a manager agent coordinates worker agents). You can point different agents at different LLM providers, mixing ChatGPT for complex reasoning with faster, cheaper models for routine tasks.<\/p>\n\n\n\n<p>Memory systems let agents learn from previous work, so they improve at their specific roles over time rather than starting fresh with each task.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"55-crewai-best-features-\"><strong>CrewAI best features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Define custom task dependencies that control which agents must complete their work before others can start their assigned steps<\/li>\n\n\n\n<li>Configure agent backstories that shape how they approach problems and communicate with other agents in the crew<\/li>\n\n\n\n<li>Override default agent behaviors for specific tasks when you need different reasoning approaches for edge cases<\/li>\n\n\n\n<li>Export crew execution logs that show the full conversation history between <a href=\"https:\/\/clickup.com\/blog\/ai-agents-examples\/-examples\/\">AI agent examples<\/a> and their decision-making process<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"56-crewai-limitations-\"><strong>CrewAI limitations<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python programming knowledge is required to configure agent systems and workflows effectively<\/li>\n\n\n\n<li>Documentation leans heavily on code examples, which can be challenging for teams new to <a href=\"https:\/\/clickup.com\/blog\/ai-orchestration\/\">AI orchestration<\/a><\/li>\n\n\n\n<li>Multi-agent interactions become difficult to debug when agents coordinate in unexpected ways<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"57-crewai-pricing-\"><strong>CrewAI pricing<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Custom pricing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"58-crewai-ratings-and-reviews-\"><strong>CrewAI ratings and reviews<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>G2: <\/strong>Not enough reviews<\/li>\n\n\n\n<li><strong>Capterra: <\/strong>4.6\/5 (45+ reviews)<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"59-what-are-real-life-users-saying-about-crewai-\"><strong>What are real-life users saying about CrewAI?<\/strong><\/h4>\n\n\n\n<p>According to <a href=\"https:\/\/www.g2.com\/products\/crewai\/reviews\/crewai-review-11511969\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">feedback shared on G2<\/a>:<\/p>\n\n\n\n<div class=\"wp-block-clickup-clickup-author-quote cu-author-quote undefined\"><blockquote class=\"cu-author-quote__quote\"><p><em>The best part about crewAI is that while building an agent we can provide the role, goal and backstory for the agent which increases the performance of that agent very much. Its supports all the LLM providers like OpenAI, Groq, Nvidia Nemo etc. The documentation is very clean and easy to understand. It supports many tools and MCP servers which we can use to build the Multi-Agent systems.<\/em><\/p><\/blockquote><figure class=\"cu-author-quote__author-group\"><figcaption class=\"cu-author-quote__author-info\"><cite class=\"cu-author-quote__author-name\">G2 user<\/cite><\/figcaption><\/figure><\/div>\n\n\n<div style=\"border: 3px dotted #8ed1fc; border-radius: 0%; background-color: inherit; \" class=\"ub-styled-box ub-bordered-box wp-block-ub-styled-box\" id=\"ub-styled-box-263c888d-43ef-44fc-a346-f4fbaa67b35f\">\n<p id=\"ub-styled-box-bordered-content-\"><strong>\ud83d\udd0d Did You Know? <\/strong>The <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S074959781630125X\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">quality of communication<\/a> matters far more than frequency. Teams got more done when they spent time sharing ideas clearly and thoughtfully, rather than just talking often.<\/p>\n\n\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"60-10-autogen-best-for-conversational-multi-agent-problem-solving-\"><strong>10. AutoGen (Best for conversational multi-agent problem solving)<\/strong><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1400\" height=\"769\" src=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/AutoGen-1400x769.png\" alt=\"AutoGen: User-friendly tool with extensive documentation and affordable pricing\" class=\"wp-image-563515\" srcset=\"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/AutoGen-1400x769.png 1400w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/AutoGen-300x165.png 300w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/AutoGen-768x422.png 768w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/AutoGen-1536x843.png 1536w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/AutoGen-700x384.png 700w, https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/AutoGen.png 1920w\" sizes=\"auto, (max-width: 1400px) 100vw, 1400px\" \/><figcaption class=\"wp-element-caption\">via <a href=\"https:\/\/microsoft.github.io\/autogen\/stable\/\/index.html\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">AutoGen<\/a><\/figcaption><\/figure><\/div>\n\n\n<p>AutoGen, developed by Microsoft Research, focuses on agents that solve problems through dialogue rather than rigid workflows. <\/p>\n\n\n\n<p>Agents debate approaches, challenge each other&#8217;s reasoning, and negotiate solutions through back-and-forth conversation. This matters for complex tasks where the solution path isn&#8217;t clear upfront; agents can explore different approaches and critique each other&#8217;s logic until they reach consensus.<\/p>\n\n\n\n<p>The <a href=\"https:\/\/clickup.com\/blog\/ai-agent-tools\/\">AI agent tool<\/a> executes Python code during conversations, so they can run calculations, analyze data, or test hypotheses without leaving the discussion. You can jump into agent conversations at any point to provide guidance or make judgment calls, keeping humans in control when needed.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"61-autogen-best-features-\"><strong>AutoGen best features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Set maximum conversation turns to prevent agents from debating indefinitely when they can&#8217;t reach consensus<\/li>\n\n\n\n<li>Configure code execution sandboxes that isolate agent-generated code from your production environment for security<\/li>\n\n\n\n<li>Define termination conditions that end agent conversations when they achieve specific goals or meet success criteria<\/li>\n\n\n\n<li>Cache agent responses to avoid redundant API calls when agents discuss similar problems multiple times<\/li>\n\n\n\n<li>Implement custom speaker selection functions that control which agent speaks next based on conversation context<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"62-autogen-limitations-\"><strong>AutoGen limitations<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Extended multi-agent conversations consume significant tokens, increasing API costs quickly<\/li>\n\n\n\n<li>Moving from development to production deployment requires additional infrastructure beyond the framework<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"63-autogen-pricing-\"><strong>AutoGen pricing<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Free (Open-source)<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"64-autogen-ratings-and-reviews-\"><strong>AutoGen ratings and reviews<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>G2: <\/strong>Not enough reviews<\/li>\n\n\n\n<li><strong>Capterra: <\/strong>Not enough reviews<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"65-what-are-real-life-users-saying-about-autogen-\"><strong>What are real-life users saying about AutoGen?<\/strong><\/h4>\n\n\n\n<p>A <a href=\"https:\/\/www.reddit.com\/r\/AutoGenAI\/comments\/173s1qs\/review_autogen_framework_from_microsoft\/?utm_source=share&amp;utm_medium=web3x&amp;utm_name=web3xcss&amp;utm_term=1&amp;utm_content=share_button\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Reddit user<\/a> writes:<\/p>\n\n\n\n<div class=\"wp-block-clickup-clickup-author-quote cu-author-quote undefined\"><blockquote class=\"cu-author-quote__quote\"><p><em>For simple tasks like code generation with LLM (e.g., script generation using ChatGPT4), it&#8217;s quite efficient. The UserProxyAgent layer streamlines code verification, evaluation, and execution (even in Docker). This eliminates the tedious cycle of copying and pasting code to an IDE, running it, checking the output, pinpointing issues, sending them back to the LLM for correction, and redoing this process multiple times. The UserProxyAgent takes care of this automation.<\/em><\/p><\/blockquote><figure class=\"cu-author-quote__author-group\"><figcaption class=\"cu-author-quote__author-info\"><cite class=\"cu-author-quote__author-name\">Reddit user<\/cite><\/figcaption><\/figure><\/div>\n\n\n<div style=\"background-color: #d9edf7; color: #31708f; border-left-color: #31708f; \" class=\"ub-styled-box ub-notification-box wp-block-ub-styled-box\" id=\"ub-styled-box-789530c0-0eab-41b3-a465-a1163ab52a81\">\n<p id=\"ub-styled-box-notification-content-\"><strong>\ud83d\udcd6 Also Read:<\/strong> <a href=\"https:\/\/clickup.com\/blog\/productivity-hacks\/\">Productivity Hacks and Tips for You<\/a><\/p>\n\n\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"66-raise-the-bar-with-clickup-\"><strong>Raise the Bar With ClickUp<\/strong><\/h2>\n\n\n\n<p>Teams evolve fast, and the tools that once worked smoothly start feeling tight when the work gets heavier, the stakes get higher, and everyone wants cleaner ways to communicate and automate.<\/p>\n\n\n\n<p>Exploring Glue AI alternatives becomes more about finding something that fits the way your team moves.<\/p>\n\n\n\n<p>ClickUp gives you that flexibility. You get AI that understands real project context, automation that follows your processes, and agents that handle repetitive oversight without adding another layer of complexity. Everything stays connected, so your team works with clarity. <\/p>\n\n\n\n<p><a href=\"https:\/\/app.clickup.com\/signup\">Sign up for ClickUp<\/a> today and build a workspace that grows with you. \u2705<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Teams rely on Glue AI to move work forward, but growing teams bring new demands. Engineers want richer control, automation leads push for cleaner orchestration, and leadership needs a platform that scales without creating friction. At some point, the limitations feel close, and the search for Glue AI alternatives becomes a practical next step. If [&hellip;]<\/p>\n","protected":false},"author":117,"featured_media":563521,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"ub_ctt_via":"","cu_sticky_sidebar_cta_is_visible":true,"cu_sticky_sidebar_cta_title":"Start using ClickUp today","cu_sticky_sidebar_cta_bullet_1":"Manage all your work in one place","cu_sticky_sidebar_cta_bullet_2":"Collaborate with your team","cu_sticky_sidebar_cta_bullet_3":"Use ClickUp for FREE\u2014forever","cu_sticky_sidebar_cta_button_text":"Get Started","cu_sticky_sidebar_cta_button_link":"","_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"categories":[223],"tags":[],"class_list":["post-563388","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-software"],"featured_image_src":"https:\/\/clickup.com\/blog\/wp-content\/uploads\/2025\/12\/glue-ai-alternatives.png","author_info":{"display_name":"Garima Behal","author_link":"https:\/\/clickup.com\/blog\/author\/gbehalclickup-com\/"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Top Glue AI Alternatives for Smarter Team Chat &amp; 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