# Top Free AI Agents For Business Operations - Page 8 ## How Many AI Agents For Business Operations Products Does G2 Track? **Total Products under this Category:** 1,607 ### Category Stats (Aug 2026) - **Average Rating:** 4.58/5 (↓0.02 vs Jul 2026) The average rating of products in this category, based on all submitted ratings - **Top Trending Product:** MyOperator (+7.61%) - Among all products in this category, MyOperator recorded the largest rating increase compared to last month _Last updated: August 01, 2026_ ## How Does G2 Rank AI Agents For Business Operations Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 174,700+ Authentic Reviews - 1,607+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. ## G2 Grid® for AI Agents For Business Operations ![G2 Grid® for AI Agents For Business Operations plotting products by satisfaction and market presence](https://www.g2.com/categories/ai-agents-for-business-operations/grids.png?focus%5B%5D=82623&focus%5B%5D=1371397&focus%5B%5D=1594735&focus%5B%5D=25675&focus%5B%5D=1408919&focus%5B%5D=90225&focus%5B%5D=39215&focus%5B%5D=1386425) Highlighted products: Notion, Retell AI, Microsoft Copilot, ClickUp, ServiceNow AI Agents, Qualified, SOCi, and Synthflow. Underlying data: [Grid® JSON](https://www.g2.com/categories/ai-agents-for-business-operations/grids.json?focus%5B%5D=notion&focus%5B%5D=retell-ai&focus%5B%5D=microsoft-microsoft-copilot&focus%5B%5D=clickup&focus%5B%5D=servicenow-ai-agents&focus%5B%5D=qualified&focus%5B%5D=soci&focus%5B%5D=synthflow) **Sponsored** ### Spotlight.ai Empower your revenue teams with Spotlight.ai, the Deal Autopilot built for Revenue, Business Value, and RevOps leaders who need execution, not just visibility. Spotlight transforms how deals move by autonomously executing MEDDICC qualification, inspection, and reporting. It captures real deal evidence from customer interactions: calls, emails, Slack, and notes. That evidence gets turned into action, ensuring every deal is consistently qualified and every risk exposed early. At the core is the Spotlight.ai Knowledge Graph: 40M+ signals built on enterprise SaaS selling knowledge, MEDDICC expertise, and your company's own playbook. It's what separates Spotlight from call recording tools and makes every qualification, every asset, and every insight grounded in actual deal data rather than guesswork. Unlike traditional tools that rely on manual updates or surface passive insights, Spotlight is CRM-native with zero-touch adoption. It listens, captures, analyzes, and acts without adding work or introducing a new system of record. Spotlight automatically generates personalized follow-ups and deal-ready assets like BVA and ROI, keeping momentum high across the funnel. RevOps teams gain adaptive analytics grounded in real execution data, showing exactly where to intervene for maximum impact. With MCP (Model Context Protocol) support, Spotlight opens its Knowledge Graph to your team, enabling custom GTM and RevOps agents built on the same deal intelligence that powers Deal Autopilot. Your stack, your workflows, your agents. One knowledge layer. Seamlessly integrated with your existing GTM stack, Spotlight delivers measurable results from day one. Higher rep productivity, faster pipeline velocity, and materially reduced deal slippage. Deal truth, backed by evidence, turned into execution. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=2437&secure%5Bchosen_at%5D=2026-08-14T19%3A16%3A13Z&secure%5Bdisplayable_resource_id%5D=2437&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=2437&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1340662&secure%5Bresource_id%5D=2437&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fai-agents-for-business-operations%2Ffree%3Fcategory_id%3Dai-agents-for-business-operations%26page%3D8&secure%5Btoken%5D=67e1aef97a125eded5310037edb46c5ef77672aeade2df9b78763604e1be04d5&secure%5Burl%5D=https%3A%2F%2Fwww.spotlight.ai%2Fget-a-demo&secure%5Burl_type%5D=book_demo) ### [Templafy](https://www.g2.com/products/templafy/reviews) Templafy is the leading AI-powered document generation platform, enabling enterprise organizations to create accurate, compliant, and on-brand documents with maximum efficiency and control. Accessible directly within M365, Google Workspace, Salesforce, Claude or any AI agent Templafy simplifies document workflows through AI and automation, to reduce risk and and boost productivity. Founded in 2014, Templafy is a global organization with offices across Europe and the US. Trusted by industry leaders like KPMG and BDO, Templafy saves teams over 30% of the time they typically spend on repetitive work like proposals, engagement letters, and audit reports, so they can focus on revenue-driving tasks instead. Join more than 4 million users worldwide who rely on Templafy to accelerate business content creation with AI. **Average Rating:** 4.4/5.0 **Total Reviews:** 58 #### How Do G2 Users Rate Templafy? - **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 9.2/10) #### Who Is the Company Behind Templafy? - **Seller:** [Templafy](https://www.g2.com/sellers/templafy) - **Company Website:** www.templafy.com - **HQ Location:** New York, USA - **Twitter:** @Templafy 1,082 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a0542795ead1b9c25712cd6a8de40a4f08c39e20b34114b6271c81233a3cf2cc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3585015%2F&secure%5Burl_type%5D=linkedin_company_website) 196 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Accounting, Consulting - **Company Size:** 46% Large, 41% Medium #### What Do G2 Reviewers Say About Templafy? _AI-generated summary from verified user reviews_ ##### Pros - Users praise Templafy's **ease of use** , enabling seamless integration and consistent branding across all documents and presentations. - Users appreciate the **easy integration and brand management features** of Templafy, enhancing consistency and efficiency in their work. - Users value the **user-friendly templates** that streamline document creation, enhancing productivity and maintaining brand consistency. - Users value the **time-saving features** of Templafy, enabling efficient document creation and streamlined workflows. - Users value the **brand consistency** Templafy provides across documents, enhancing professionalism and reducing repetitive tasks. ##### Cons - Users report **complex usability** issues with Templafy, including file size limits and integration challenges that hinder efficiency. - Users feel that Templafy is **quite expensive** , especially considering many features are available in Word. - Users are frustrated by the **missing features** , such as upload limits and inadequate templates for specific processes. - Users face **technical issues** with Templafy, including bugs, loading errors, and integration challenges that hinder usability. - Users find the **difficult learning curve** with Templafy can hinder effective usage, especially for newcomers to the platform. #### What Are Recent G2 Reviews of Templafy? **["Reliable platform for brand compliance and document automation"](https://www.g2.com/survey_responses/templafy-review-11751347)** **Rating:** 4.0/5.0 stars _— Andrzej C._ [Read full review](https://www.g2.com/survey_responses/templafy-review-11751347) **["Plug-and-Play AI Efficiency with a User-Friendly, All-in-One Interface"](https://www.g2.com/survey_responses/templafy-review-12683075)** **Rating:** 5.0/5.0 stars _— Pradeep Kumar P._ [Read full review](https://www.g2.com/survey_responses/templafy-review-12683075) #### What Are G2 Users Discussing About Templafy? - [What is Templafy used for?](https://www.g2.com/discussions/what-is-templafy-used-for) - 1 comment - [How do I use Templafy in PowerPoint?](https://www.g2.com/discussions/how-do-i-use-templafy-in-powerpoint) - [How do I use Templafy in Word?](https://www.g2.com/discussions/how-do-i-use-templafy-in-word) - [What is Templafy desktop?](https://www.g2.com/discussions/what-is-templafy-desktop) - [What is Templafy?](https://www.g2.com/discussions/what-is-templafy) ### [Text](https://www.g2.com/products/text/reviews) Text is an AI-first customer service platform built for ecommerce and digital-first businesses that want to grow volume without growing the team. The idea behind Text is simple: your support team is already your biggest sales channel - no matter if it's working on email, tickets, live chat or messaging apps. And now there's a way to unlock their potential with Text! 🛒 Text AI doesn't just support - it sells In Text, AI agents and human agents share one inbox. But unlike most platforms, the Text AI doesn't just answer questions and close chats. It: • detects checkout hesitation and steps in with the right offer; • spots buying signals hiding in routine inquiries • qualifies leads, captures details, and hands your team warm conversations with full context The result? Your support becomes the place where revenue happens. 💡 74% resolution rate, around the clock The AI agent works 24/7, resolving repetitive queries end-to-end - order status, returns, FAQs, product specs - all grounded in your own knowledge base. And it's good at it: 74% resolution rate versus 59% industry average. When no one's online, Text AI agents keep working: • capturing leads • qualifying visitors • collecting what your team needs for a meaningful follow-up When your team's back, it shifts gears - triaging by intent and routing high-value conversations to the right person. 📡 Every channel, one inbox One omnichannel inbox in Text covers chat, email, Facebook Messenger, SMS, WhatsApp, Instagram, Telegram and more. Full conversation history, customer context, and Shopify order data visible per contact. Tickets and chats are unified in one Text interface with shared tagging and routing between communication channels. 🤖 Automation at every level Workflows in Text handle tagging, routing, follow-ups, and notifications - connected to HubSpot, Shopify, Slack, and more. Text AI agents resolve conversations autonomously, with custom skills you define in plain language. Copilot assists your human agents with reply suggestions and summaries. You stay in control: tone, answer length, language - all configurable per AI agent. Conversations in Text can be supervised in real time, with human takeover at any point.. 🌍 Minutes to set up. Built to scale. Whether you're a growing ecommerce brand or a digital-first team scaling fast - setup takes minutes. Point the Text AI at your website and it's handling conversations the same day. Text products are trusted by over 35,000 companies including Unilever, Wembley Stadium, and MIT. 🔒 Text is built for enterprise trust and security • SOC 2 audited • GDPR compliant • CCPA compliant • PCI DSS certified Start your free 14-day Text trial today and see how Text transforms support into measurable ROI. No credit card required. Visit text.com for more! **Average Rating:** 4.1/5.0 **Total Reviews:** 11 #### How Do G2 Users Rate Text? - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.2/10) #### Who Is the Company Behind Text? - **Seller:** [Text](https://www.g2.com/sellers/text) - **Company Website:** www.text.com - **Year Founded:** 2002 - **HQ Location:** Boston, MA, USA - **Twitter:** @text\_hq 150 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=135d41e78736ea09e7a0dae6252643ecbd494b7104da672504281f4199c28450&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftext%2F&secure%5Burl_type%5D=linkedin_company_website) 381 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 75% Small, 42% Medium #### What Do G2 Reviewers Say About Text? _AI-generated summary from verified user reviews_ ##### Pros - Users enjoy the **simplicity and helpful Copilot feature** , enhancing their ability to quickly access needed information. - Users appreciate the **simplicity of call management** , finding it easy to navigate and utilize effectively. - Users appreciate the **simplicity of the layout** , finding it helpful, especially with the Copilot feature. - Users appreciate the **ease of use** , finding the layout simple and helpful to navigate for information. - Users appreciate the **simple layout and helpful notification options** , with Copilot being a favorite for quick information access. #### What Are Recent G2 Reviews of Text? **["​​We stopped losing sales at the finish line"](https://www.g2.com/survey_responses/text-review-12471308)** **Rating:** 5.0/5.0 stars _— Jerry H._ [Read full review](https://www.g2.com/survey_responses/text-review-12471308) **["Integrated Tickets & Live Chat with Great Canned Responses and Smart Notifications"](https://www.g2.com/survey_responses/text-review-12908204)** **Rating:** 4.0/5.0 stars _— Hussein M._ [Read full review](https://www.g2.com/survey_responses/text-review-12908204) ### [Wald.ai](https://www.g2.com/products/wald-ai/reviews) Wald.ai — Make AI Safe Wald.ai helps organizations adopt generative AI without compromising on data security or compliance. The platform is built around two complementary offerings that give security and IT teams full visibility and control over how employees use AI tools. Wald LLM Pack is a SaaS workspace that gives teams a single, secure entry point to leading AI models — including ChatGPT, Claude, Gemini, and Grok — all from one workspace with a single subscription. Rather than juggling separate logins and tools for each model, users can switch between them instantly and pick the best model for the task at hand. What sets it apart is its contextual sanitization layer: sensitive information within prompts is automatically detected and masked based on meaning and context rather than simple keyword or regex matching, making prompts secure before they ever reach an external AI provider. Teams also get private AI assistants trained on their own internal knowledge and documents, along with an admin portal that logs every prompt, user, and policy decision for a full audit trail, helping organizations stay aligned with frameworks like HIPAA, GDPR, and CCPA. Wald AI DLP extends that governance to the endpoint. It's an on-device agent that inspects prompts and file uploads locally in real time, detecting PII, PHI, customer data, source code, and financial records, and enforcing policy before any sensitive data reaches an AI tool. Rather than relying on static rules, it uses a locally installed small language model that understands context before flagging content, which significantly reduces false positives and negatives compared to traditional pattern-matching DLP. Policies are flexible and centrally managed — admins can configure the agent to allow, monitor, warn, or block AI usage across devices, browsers, data types, teams, and specific AI applications from a single policy engine. Because inspection happens on-device, sensitive data never has to be sent to an external server to be classified, which helps close shadow-AI blind spots and supports data residency and compliance requirements. Together, Wald LLM Pack and Wald AI DLP let organizations give employees broad, productive access to top AI models while maintaining the visibility, policy enforcement, and audit trail security teams need to trust that access. Wald.ai holds SOC 2 Type II certification and is trusted by 55+ regulated organizations **Average Rating:** 4.0/5.0 **Total Reviews:** 1 #### Who Is the Company Behind Wald.ai? - **Seller:** [Wald](https://www.g2.com/sellers/wald) - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7aad34384c3459aee730844732a52956d3fd2b185f2f6b99a375da8057d76756&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fwaldai%2F&secure%5Burl_type%5D=linkedin_company_website) 1 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Large #### What Do G2 Reviewers Say About Wald.ai? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **API integration** of Wald.ai, enhancing functionality and security while accessing multiple LLMs easily. - Users value the **sanitization feature** of Wald.ai's chatbot, ensuring sensitive information remains private and secure. - Users appreciate the **exceptional customer support** offered by Wald.ai, enhancing their overall experience and satisfaction. - Users value the **excellent customer support** of Wald.ai, always ready to assist with queries and feedback. - Users love the **customization options** in Wald.ai, enhancing their experience with personalized features and settings. ##### Cons - Users face **chat functionality issues** that hinder seamless communication and complicate the use of Wald.ai. - Users note the lack of **image uploading options** and streamlined workflow for creating images during ongoing chats. #### What Are Recent G2 Reviews of Wald.ai? **["Ai chat bot for security"](https://www.g2.com/survey_responses/wald-ai-review-10707724)** **Rating:** 4.0/5.0 stars _— Prakhar M._ [Read full review](https://www.g2.com/survey_responses/wald-ai-review-10707724) ### [Wethos AI](https://www.g2.com/products/wethos-ai/reviews) Wethos AI is a dynamic platform, harnessing the power of artificial intelligence to solve real-world people problems. Our mission is to empower businesses with intelligent, data-driven solutions that drive efficiency, optimize processes, and unlock untapped potential. Our approach, known as The Wethos Way™, involves quantifying the "ethos" or character and culture of every team member to empower them to reach their highest potential both individually and collectively. The Wethos AI platform offers insights based on data analysis to help understand team dynamics and improve productivity. This understanding, leads to leveraging the unique strengths of each team member, hence boosting overall team performance and organizations' bottom lines. The Wethos AI Platform has Multiple Components: - Wethos Style™ An individual's Wethos Style™ is unique to them - there are 625 possible combinations across our four scales. We emphasize and celebrate behavioral diversity and each individual's style is intended to represent their unique strengths. - Wethos Copilot™ Ask Wethos Copilot™ anything, anytime, about anyone. Our unique LLM trained on Wethos AI insights provides tailored recommendations and feedback to any user. - Comfort Index™ Identify At Risk Employees and Intervene Early. Maintain Engagement, Productivity & Positive Team Dynamics. - Working Together A user can run a scenario between any two Wethos Styles to receive specific insights on how they would work together. They will receive a series of do's and dont's for 5 common workplace scenarios. - My Team Understand Team Strengths & Optimize Performance **Average Rating:** 4.5/5.0 **Total Reviews:** 1 #### How Do G2 Users Rate Wethos AI? - **Personalization:** 6.7/10 (Category avg: 8.8/10) - **Natural Language Understanding (NLU):** 6.7/10 (Category avg: 8.9/10) - **Route To Human:** 6.7/10 (Category avg: 8.8/10) - **Has the product been a good partner in doing business?:** 6.7/10 (Category avg: 9.2/10) #### Who Is the Company Behind Wethos AI? - **Seller:** [Wethos AI](https://www.g2.com/sellers/wethos-ai) - **Year Founded:** 2023 - **HQ Location:** Newport Beach, US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=5f6ba5dce82eff62f848e94efa504f58616cd085f0e4fd0c15eea6c13f2d8df6&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fwethos-ai&secure%5Burl_type%5D=linkedin_company_website) 20 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Medium #### What Do G2 Reviewers Say About Wethos AI? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **ease of use** of Wethos AI, streamlining proposal, contract, and invoicing processes seamlessly. - Users value the **easy integrations** of Wethos AI, streamlining proposal, contract, and invoicing processes effortlessly. - Users love the **efficiency** of Wethos AI, seamlessly integrating proposal building, contracts, and invoicing to save time. - Users value the **seamless integrations** of Wethos AI, streamlining proposal building, contracts, and invoicing efficiently. - Users find **navigation ease** improves with guidance, though initial use can be challenging without instructions. ##### Cons - Users find the **complexity in template customization** and limitations in third-party integrations frustrating and cumbersome. - Users find **template customization complex** and note that third-party integrations require further improvement. - Users experience **integration issues** with Wethos AI, particularly due to complex template customization and limited third-party support. - Users find the **limited customization** options for templates and integrations to be quite complex and restrictive. #### What Are Recent G2 Reviews of Wethos AI? **["A go to AI pilot platform for proposals, contracts and coordinating with team workflows"](https://www.g2.com/survey_responses/wethos-ai-review-11762151)** **Rating:** 4.5/5.0 stars _— Verified User in Oil & Energy_ [Read full review](https://www.g2.com/survey_responses/wethos-ai-review-11762151) ### [Windmill](https://www.g2.com/products/windmill-windmill/reviews) Windmill is the first performance review system people actually like. Powered by AI, it synthesizes all your 1:1 conversations, project work, and feedback throughout the year into reviews that write themselves. Employees respond to quick prompts in Slack instead of staring at blank forms trying to remember six months back. Managers walk in with the full story. HR finally has a process that doesn't need constant nudging. Companies using Windmill cut down time by 83% per cycle time and report 93% employee satisfaction with the process. **Average Rating:** 4.8/5.0 **Total Reviews:** 8 #### How Do G2 Users Rate Windmill? - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.2/10) #### Who Is the Company Behind Windmill? - **Seller:** [Windmill](https://www.g2.com/sellers/windmill) - **Year Founded:** 2023 - **HQ Location:** New York, US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d722d3076350403aaae2e90abc27307715c31ed6e916a6b9eeb202e66e4af72a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fgowindmill%2F&secure%5Burl_type%5D=linkedin_company_website) 18 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Medium #### What Do G2 Reviewers Say About Windmill? _AI-generated summary from verified user reviews_ ##### Pros - Users value Windmill's **1:1 management insights** , which streamline communication and enhance team engagement effectively. - Users find **Windmill easy to use** , appreciating its seamless integration and automated features that streamline management tasks. - Users appreciate the **automation features** of Windmill, enhancing efficiency and streamlining management tasks significantly. - Users value the **seamless progress tracking** of Windmill, which enhances team communication and performance management effortlessly. - Users value the **regular updates** from Windmill, enhancing performance reviews with timely, contextual insights. #### What Are Recent G2 Reviews of Windmill? **["Windmill transformed our 1:1s from routine check-ins into meaningful growth conversations"](https://www.g2.com/survey_responses/windmill-review-12505605)** **Rating:** 5.0/5.0 stars _— Karim A._ [Read full review](https://www.g2.com/survey_responses/windmill-review-12505605) **["Instant Insights and Effortless 1:1 Notes with Windmill"](https://www.g2.com/survey_responses/windmill-review-12266036)** **Rating:** 5.0/5.0 stars _— Ron A._ [Read full review](https://www.g2.com/survey_responses/windmill-review-12266036) ### [yellow.ai](https://www.g2.com/products/yellow-ai/reviews) Yellow.ai empowers enterprises to create memorable customer conversations through our generative AI-powered customer service automation platform. Our vision is to drive toward the future of fully autonomous customer support that unlocks unparalleled efficiency and significantly reduces operational costs. Headquartered in San Mateo, Yellow.ai serves over 1100 enterprises, including Sony, Domino’s, Hyundai, Ferrellgas, Logitech, Waste Connections, Randstad, Tiket.com, Lulu Group International, Papa Johns, Volkswagen, ITC Ltd., and OYO, across 85+ countries in 135+ languages. Our platform is built on multi-LLM architecture and continuously trained on 16B+ conversations annually, enabling businesses to deliver elevated experiences and build lasting customer relationships. Founded in 2016 with offices across six countries, Yellow.ai has raised over $102 million from blue-chip investors. **Average Rating:** 4.4/5.0 **Total Reviews:** 101 #### How Do G2 Users Rate yellow.ai? - **Personalization:** 8.5/10 (Category avg: 8.8/10) - **Natural Language Understanding (NLU):** 8.3/10 (Category avg: 8.9/10) - **Route To Human:** 8.6/10 (Category avg: 8.8/10) - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.2/10) #### Who Is the Company Behind yellow.ai? - **Seller:** [yellow.ai](https://www.g2.com/sellers/yellow-ai) - **Year Founded:** 2016 - **HQ Location:** San Mateo, California - **Twitter:** @yellowdotai 1,550 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3f5f6468ac9875efa19e2e4362b36b3787815760ea673177559e1d85a525e585&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fyellowmessenger%2Fabout&secure%5Burl_type%5D=linkedin_company_website) 850 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Software Engineer - **Top Industries:** Financial Services, Information Technology and Services - **Company Size:** 38% Small, 33% Medium #### What Do G2 Reviewers Say About yellow.ai? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **seamless Chatbot integrations** of yellow.ai, enhancing usability and support across multiple channels. - Users appreciate the **multi-channel support and customization** of yellow.ai, enhancing their chatbot deployment experience. - Users value the **easy-to-build chatbots** of yellow.ai, enhancing customer engagement with seamless integrations and 24/7 support. - Users appreciate the **ease of use** of yellow.ai, thanks to its simple setup and seamless integration with platforms. - Users appreciate the **seamless integration** capabilities of yellow.ai, enabling effortless chatbot deployment across various platforms. ##### Cons - Users find the **steep learning curve** challenging, requiring significant time to master the platform effectively. - Users note a significant **learning curve** when implementing Yellow.ai, particularly for those new to conversational AI technology. - Users feel **AI limitations** hinder performance, needing better NLP and easier integrations for a smoother experience. - Users find yellow.ai's platform **complex for newcomers** , needing significant technical knowledge for effective use and integrations. - Users often face a **difficult implementation** process with Yellow.ai, struggling with integration and adaptation challenges. #### What Are Recent G2 Reviews of yellow.ai? **["Yellow.ai Chatbot Developement platform"](https://www.g2.com/survey_responses/yellow-ai-review-10477534)** **Rating:** 5.0/5.0 stars _— Adapa Chaitanya M._ [Read full review](https://www.g2.com/survey_responses/yellow-ai-review-10477534) **["Much needed and detailed path to use the serivce"](https://www.g2.com/survey_responses/yellow-ai-review-4408849)** **Rating:** 4.5/5.0 stars _— AVANI S._ [Read full review](https://www.g2.com/survey_responses/yellow-ai-review-4408849) #### What Are G2 Users Discussing About yellow.ai? - [How has yellow.ai supported your chatbot automation, and what features do you rely on most?](https://www.g2.com/discussions/how-has-yellow-ai-supported-your-chatbot-automation-and-what-features-do-you-rely-on-most) - [Is yellow messenger a SaaS company?](https://www.g2.com/discussions/is-yellow-messenger-a-saas-company) - [Does Yello use AI?](https://www.g2.com/discussions/does-yello-use-ai) - [What is chatbot yellow?](https://www.g2.com/discussions/what-is-chatbot-yellow) - [What does Yellow AI do?](https://www.g2.com/discussions/what-does-yellow-ai-do) ### [Aartha AI](https://www.g2.com/products/aartha-ai/reviews) Aartha AI is an AI-native customer success platform designed to enhance the management of customer relationships by transforming disparate data sources into a cohesive, actionable intelligence system. By integrating meetings, emails, documents, CRM updates, and support signals, Aartha constructs a cited account memory graph that detects meaningful changes and drafts subsequent actions, all governed by user-defined approval policies. At the core of Aartha AI is the Customer Memory Graph, a time-aware model that consolidates every stakeholder, goal, promise, risk, and outcome associated with an account. This graph ensures that when changes occur—such as a shift in decision-makers, altered commitments, or evolving sentiments—Aartha records these changes without overwriting historical data, preserving the full context of the customer relationship. Key features of Aartha AI include: - \*\*Change Detection\*\*: Aartha continuously monitors account interactions to identify significant changes, such as role transitions of key stakeholders, slipped commitments, or emerging expansion opportunities. Each detected change is cited to its source, providing transparency and trust in the insights provided. - \*\*Governed Action\*\*: Upon detecting changes, Aartha drafts appropriate next steps, including outreach communications, CRM updates, playbooks, renewal preparations, and meeting agendas. These actions are executed only with user approval, ensuring alignment with organizational policies and maintaining control over customer interactions. - \*\*Integration with Existing Tools\*\*: Aartha seamlessly connects with a variety of platforms, including Salesforce, HubSpot, Gmail, Outlook, Google Calendar, Zoom, and Microsoft Teams. This integration allows for the aggregation of customer data across multiple channels, providing a unified view of each account. - \*\*Proactive Risk Management\*\*: By analyzing account data, Aartha identifies potential risks, such as declining engagement or unmet commitments, well in advance of renewal periods. This proactive approach enables teams to address issues before they escalate, thereby improving customer retention rates. - \*\*Scalability for Growing Teams\*\*: Designed to support organizations of various sizes, Aartha offers unlimited user access and integrations without per-seat licensing fees. This scalability ensures that as teams grow, they can continue to manage customer relationships effectively without incurring additional costs. By leveraging these features, Aartha AI empowers customer success teams to act swiftly and strategically, transforming raw data into actionable insights that drive customer satisfaction and business growth. #### Who Is the Company Behind Aartha AI? - **Seller:** [Aartha AI](https://www.g2.com/sellers/aartha-ai) - **Year Founded:** 2024 - **HQ Location:** Fremont, US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=25da9ba9cb6ac49b413fb014f0e215eb88f702cc9f3722c184fc72c7fe382382&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faartha-ai-inc&secure%5Burl_type%5D=linkedin_company_website) 2 employees on LinkedIn® ### [actlike.me](https://www.g2.com/products/actlike-me/reviews) actlike.me is a browser automation tool that uses artificial intelligence to perform web-based tasks defined by the user in plain language. The platform is designed to automate actions such as clicking, scrolling, searching, and extracting data from websites without requiring programming knowledge. Core Functionality - Task Definition: Users describe the online task they want to automate, specifying websites, actions, and data to collect. - Execution: The platform’s browser carries out the instructions, navigating websites and performing actions as specified. - Scheduling: Users can set automations to run once or on a recurring schedule, with notifications available upon completion. - Manual Override: Automation can be paused for manual input, such as entering authentication codes or handling CAPTCHAs. Supported Use Cases - Market research and data collection from public websites - Monitoring news, press mentions, or stock prices - Fact checking and verification across multiple sources - Lead generation and prospect outreach by extracting contact information - E-commerce price and inventory tracking - Automating repetitive web-based workflows for individuals and teams Security and Privacy actlike.me uses end-to-end encryption to protect user data. The platform does not share sensitive information with third-party model providers and maintains strict data handling protocols. The platform is used by professionals, small business owners, students, and organizations that need to automate web tasks without coding. It is also available for partnerships with businesses, educational institutions, and non-profits. #### Who Is the Company Behind actlike.me? - **Seller:** [Act Like Me](https://www.g2.com/sellers/act-like-me) - **Year Founded:** 2025 - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website) 1 employees on LinkedIn® ### [Ai agent control and agent operations platform](https://www.g2.com/products/ai-agent-control-and-agent-operations-platform/reviews) ForceEquals is the first agentic enterprise planning operating system. Force Equals provides an enterprise planning tool that helps teams execute across the entire planning lifecycle for complex business transformation, AI and software deployments planning. AI Agents assist in developing context, mapping stakeholders, creating and maintaining all planning and project assets and presentations, driving collaboration, and attaining alignment on goals, solutions and their associated functional, technical and operational requirements. AI Agents manage approval flows and sign-off for oversight and accountability for seamless handoff to execution teams and systems. Enterprise companies gain millions in efficiency in project planning and tens of millions in impact through higher project success rates and results. #### Who Is the Company Behind Ai agent control and agent operations platform? - **Seller:** [Force Equals](https://www.g2.com/sellers/force-equals) - **Company Website:** www.forceequals.ai - **Year Founded:** 2024 - **HQ Location:** , - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=32f8cb6d3b0959bb743ab4b40dd2332ec3e8f720290bf03b01221e026301b746&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fforce-equals%2F&secure%5Burl_type%5D=linkedin_company_website) 9 employees on LinkedIn® ### [Aisel](https://www.g2.com/products/aisel/reviews) Aisel generates psychiatry's heavy documents, from expert court reports and medico-legal certificates to MHA and benefits reports, directly from the patient's records, with every statement cited to its source. Contradiction detection, completeness checks and side-by-side verification mean you always know what you're signing. Scribes make documents faster to write. Aisel makes them safer to sign. End-to-end encrypted, GDPR-compliant, UK/EU data residency. #### Who Is the Company Behind Aisel? - **Seller:** [Aisel Health](https://www.g2.com/sellers/aisel-health) - **HQ Location:** London, UK - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7c83fc46f0a75591339cbf37c5f307fd7a361ae0c646c6b42504cb05963f2c62&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faisel&secure%5Burl_type%5D=linkedin_company_website) 2 employees on LinkedIn® ### [Amantra](https://www.g2.com/products/amantra/reviews) Amantra is a next-generation Agentic AI company that helps enterprises automate, optimize, and scale their operations using intelligent, autonomous AI agents. Unlike traditional automation tools, Amantra’s platform enables AI to understand complex business logic, make informed decisions, collaborate with systems, and execute end-to-end workflows without constant human intervention. With a strong focus on innovation, reliability, and measurable business impact, Amantra brings together GenAI, RPA, NLP, machine learning, and multi-agent orchestration to create a digital workforce that operates 24/7 with accuracy and consistency. From customer service and finance operations to HR, supply chain, and industry-specific workflows, Amantra empowers organizations to transform how they work—faster, smarter, and at scale. #### Who Is the Company Behind Amantra? - **Seller:** [Amantra](https://www.g2.com/sellers/amantra) - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=35ff3363a588f956b398c6ee70ee057f99e71a58b0a5ab377c544b1aa798c719&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famantra-ai%2F&secure%5Burl_type%5D=linkedin_company_website) 1 employees on LinkedIn® ### [Appointwise](https://www.g2.com/products/appointwise/reviews) Every lead answered in seconds, qualified in conversation, booked into your calendar. Appointwise is an AI appointment setter for agencies, coaches and consultants. It replies to every lead across SMS, WhatsApp, Instagram, Messenger, web chat and email, qualifies them in natural conversation, and books confirmed appointments straight into your calendar. 5.2M+ leads handled | 31M+ messages sent | 620,000+ leads converted What makes it different Most tools in this category send a templated reply and a booking link. Appointwise holds the conversation. It answers the question that was actually asked, using your knowledge base, works out whether the lead is worth a call, handles objections, and agrees a time in dialogue. Median first response is 11 seconds. Typical accounts book 30-40% of leads. Multi-channel engagement • SMS, WhatsApp, Instagram, Messenger, web chat and email • One agent, one knowledge base, one calendar across every channel • Answers at any hour, including the ones nobody staffs Conversational booking • No booking links. The agent reads live availability and confirms the time in conversation • Books in the lead's timezone, and only once they explicitly confirm • Handles reminders, reschedules and cancellations Qualification and guardrails • Your questions, your disqualifiers, your tone, configured per agent • Answers grounded in your uploaded knowledge base, not a generic script • Every reply is checked before it sends. Prices, links and bookings that fail the check are blocked and rewritten • Escalates to a human on request, and pauses itself the moment a teammate replies Built for agencies • A sub-account per client, so knowledge bases, calendars and conversations stay separated • White-label and client rebilling (Growth and above) • Split testing, revenue analytics and a test environment (Growth and above) Integrations GoHighLevel: Connect a sub-account over OAuth, install the Appointwise snapshot, paste two Custom Values. Appointwise then reads contacts, custom fields, calendars and availability, replies inside the GoHighLevel conversation thread, and books into your existing calendar. Pipeline stages are not part of the sync. Twilio: Bring your own account and keep your numbers and messaging rates. Meta: Instagram DMs, Messenger and Lead Ads. Pricing Starter, $97/month 1 sub-account, 3 AI agents, 1 team seat Growth, $297/month 10 sub-accounts, 100 AI agents, 3 team seats, white-label, client rebilling, split testing, revenue analytics Enterprise, custom pricing Unlimited sub-accounts, agents and seats, 24/7 support, done-for-you setup, dedicated account manager Every plan includes 100,000 messages a month, then $0.005 each. 14-day free trial on Starter and Growth. Extra sub-accounts are $67/month on Starter and $29/month on Growth. Best for Marketing and lead generation agencies running it across a book of clients Coaches and consultants who want applications qualified before they hit the calendar Home and local services answering quote requests out of hours High-ticket sales teams filtering low-fit leads before a setter spends time **Average Rating:** 4.9/5.0 **Total Reviews:** 43 #### How Do G2 Users Rate Appointwise? - **Has the product been a good partner in doing business?:** 9.5/10 (Category avg: 9.2/10) #### Who Is the Company Behind Appointwise? - **Seller:** [Appointwise](https://www.g2.com/sellers/appointwise) - **Company Website:** www.appointwise.io - **Year Founded:** 2023 - **HQ Location:** HORSHAM, GB - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4fa25a32ff6fd36e96787b981b442146b8412313752c864699cc879c5ba30e6f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fappointwise-io%2F&secure%5Burl_type%5D=linkedin_company_website) 9 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Founder, Owner - **Top Industries:** Marketing and Advertising - **Company Size:** 98% Small, 2% Medium #### What Do G2 Reviewers Say About Appointwise? _AI-generated summary from verified user reviews_ ##### Pros - Users praise the **support team** of Appointwise, highlighting its effectiveness in achieving better client results. - Users value the **ease of use** of Appointwise, enhancing their ability to achieve better client outcomes. #### What Are Recent G2 Reviews of Appointwise? **["Very slick AI appointment setting service that has changed the game for some of my clients campaigns"](https://www.g2.com/survey_responses/appointwise-review-11371919)** **Rating:** 5.0/5.0 stars _— Lyle M._ [Read full review](https://www.g2.com/survey_responses/appointwise-review-11371919) **["Game Changer For My Agency"](https://www.g2.com/survey_responses/appointwise-review-11377891)** **Rating:** 5.0/5.0 stars _— Marcus A._ [Read full review](https://www.g2.com/survey_responses/appointwise-review-11377891) ### [Arahi AI](https://www.g2.com/products/arahi-ai/reviews) Arahi AI is an Agentic AI Platform that empowers businesses to build, deploy, and automate intelligent AI Agents — without writing a single line of code. Designed for startups, SMBs, and enterprises, Arahi AI turns complex workflows into autonomous AI-driven processes that save time, reduce cost, and accelerate growth. Founded with the vision to make AI automation accessible, practical, and scalable, Arahi AI bridges the gap between powerful AI capabilities and real business outcomes. #### Who Is the Company Behind Arahi AI? - **Seller:** [Arahi AI](https://www.g2.com/sellers/arahi-ai) - **Year Founded:** 2020 - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a20c1422f69c984b46dd89ae20d74e469f6e3d6889cd4b4f150c9b919c6767d7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Farahi%2F&secure%5Burl_type%5D=linkedin_company_website) 2 employees on LinkedIn® ### [Arcanum](https://www.g2.com/products/arcanum/reviews) Arcanum is committed to helping companies 10X their capacity and get relief from repetitive tasks with the help of back-office AI assistants Arcos and Archie. With a focus on business value, they are passionate about making integrating AI technology into small and medium-sized businesses easy, secure and accessible. Founded in 2016, Arcanum is based in Wellington, New Zealand. #### Who Is the Company Behind Arcanum? - **Seller:** [Arcanum.ai](https://www.g2.com/sellers/arcanum-ai) - **Year Founded:** 2016 - **HQ Location:** Wellington, NZ - **Twitter:** @arcanum\_AI 169 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=5776363178bf1f237b31e3c98ad1bae544bd694073f21d8aad16474673429607&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Farcanumai%2F&secure%5Burl_type%5D=linkedin_company_website) 20 employees on LinkedIn® ### [Astra by Wati](https://www.g2.com/products/wati-astra-by-wati/reviews) Your Action-First AI Agent for Revenue Growth Astra is the AI Growth Companion that powers your business expansion. By learning directly from your website and documents and seamlessly integrating with your stack, Astra lets you deploy a revenue-generating agent in minutes, without any complex coding or scary setups. Native to the Web and Whatsapp, Astra ensures every visitor gets the attention they deserve. In an era where AI is shifting customer behavior, passive traffic is lost revenue. Astra actively engages every visitor, qualifying leads and resolving issues via human-like Voice and Text. With Astra, you move from passive waiting to actively driving growth, giving your human team the freedom to focus on revenue-generating relationships. Web-Native & Traffic Intelligence In the AI era, traffic is your most valuable asset. As AI reshapes search, getting visitors to your site is harder, making every single click a premium asset. You can't afford to treat high-value traffic with passive pages. Astra is Web-Native, designed to maximize the ROI of every visitor. It proactively engages traffic the moment it lands, transforming your website from a digital brochure into an active revenue engine that captures value before it bounces. Fluent in Your Business (No Code) An expert on your business, ready on Day One. Building an AI agent shouldn't be a coding project. With Astra, there is no code required. Simply upload your PDFs, URLs, and past conversations, and Astra learns your business instantly. It integrates seamlessly with your existing tools, meaning you can launch a fully trained, revenue-generating agent in minutes, not months. Native Voice & over 30+ languages Text or Voice? It’s Your Call. Astra isn't limited to text bubbles. It engages customers in natural, human-like conversations across 30+ languages via Text and Voice. Whether your customer prefers typing a message, sending a WhatsApp voice note, or making a web call, Astra switches modes instantly. It speaks your customer's language, literally and technically. Your Revenue Companion Unlock Your Team’s True Potential. Astra isn't here to replace your team; it's here to unleash them. By absorbing the repetitive operational load, filtering spam, answering FAQs, and qualifying leads at an infinite scale - Astra stops you from drowning in volume. It ensures your business is responsive 24/7, driving higher efficiency and allowing your humans to focus on what matters: complex negotiation, empathy, and high-value revenue. Why Astra by Wati? For Sales: Accelerate Revenue with your 24/7 SDR Your Global Sales Qualifier. Astra engages every incoming lead instantly on WhatsApp and Web. It qualifies intent, handles objections in 30+ languages, and books meetings directly into your sales team's calendar, ensuring your humans wake up to hot opportunities, not cold leads. For Support: Protect Revenue with Your Instant Resolution Agent Your Instant Action Agent. Astra doesn't just "chat"; it takes action. It can check order statuses, handle returns, and resolve complex queries autonomously. By absorbing routine tickets, it reduces wait times for customers and allows your support team to focus on retention and sensitive issues.customers and allows your support team to focus on retention and sensitive issues. #### Who Is the Company Behind Astra by Wati? - **Seller:** [Wati](https://www.g2.com/sellers/wati-4020a7cd-92a3-4b52-ae1c-627179ab724d) - **Year Founded:** 2020 - **HQ Location:** Hong Kong, HK - **Twitter:** @Wati\_io 594 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3147d0bef91867ed28b29e70ff9d5b5888011d177ee5fb3d3cd74c3010ac757e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fwatiglobal%2F&secure%5Burl_type%5D=linkedin_company_website) 275 employees on LinkedIn® - [‹ Prev ‹ Prev](/categories/ai-agents-for-business-operations/free?category_id=ai-agents-for-business-operations&order=g2_score&page=7#product-list) - [1](/categories/ai-agents-for-business-operations/free?category_id=ai-agents-for-business-operations&order=g2_score#product-list) - [2](/categories/ai-agents-for-business-operations/free?category_id=ai-agents-for-business-operations&order=g2_score&page=2#product-list) - … - [4](/categories/ai-agents-for-business-operations/free?category_id=ai-agents-for-business-operations&order=g2_score&page=4#product-list) - [5](/categories/ai-agents-for-business-operations/free?category_id=ai-agents-for-business-operations&order=g2_score&page=5#product-list) - [6](/categories/ai-agents-for-business-operations/free?category_id=ai-agents-for-business-operations&order=g2_score&page=6#product-list) - [7](/categories/ai-agents-for-business-operations/free?category_id=ai-agents-for-business-operations&order=g2_score&page=7#product-list) - 8 - [9](/categories/ai-agents-for-business-operations/free?category_id=ai-agents-for-business-operations&order=g2_score&page=9#product-list) - [10](/categories/ai-agents-for-business-operations/free?category_id=ai-agents-for-business-operations&order=g2_score&page=10#product-list) - [11](/categories/ai-agents-for-business-operations/free?category_id=ai-agents-for-business-operations&order=g2_score&page=11#product-list) - [12](/categories/ai-agents-for-business-operations/free?category_id=ai-agents-for-business-operations&order=g2_score&page=12#product-list) - [13](/categories/ai-agents-for-business-operations/free?category_id=ai-agents-for-business-operations&order=g2_score&page=13#product-list) - [Next › Next ›](/categories/ai-agents-for-business-operations/free?category_id=ai-agents-for-business-operations&order=g2_score&page=9#product-list) Spotlight Categories [Social Media Listening Tools](https://www.g2.com/categories/social-media-listening-tools) [Online Community Management Software](https://www.g2.com/categories/online-community-management) [Sales Engagement Software](https://www.g2.com/categories/sales-engagement) [Digital Signage Software](https://www.g2.com/categories/digital-signage) [Project Management Software](https://www.g2.com/categories/project-management) Similar Categories - [AI Agent Integration Tools Platforms](/categories/ai-agent-integration-tools-platforms) - [AI Agents for HR](/categories/ai-agents-for-hr) - [AI Customer Support Agents](/categories/ai-customer-support-agents) - [AI IT Agents](/categories/ai-it-agents) - [AI Marketing Agents](/categories/ai-marketing-agents) - [AI SDRs](/categories/ai-sdrs) - [Conversational Interface Agents](/categories/conversational-interface-agents) [Browse AI Agents For Business Operations Themes](/categories/ai-agents-for-business-operations/themes)