Best AI Agents For Business Operations - Page 8

How Many AI Agents For Business Operations Products Does G2 Track?

Total Products under this Category: 2,160

Category Stats (Sep 2026)

  • Average Rating: 4.62/5 (↑0.02 vs Aug 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Sintra AI (+21.31%) - Among all products in this category, Sintra AI recorded the largest rating increase compared to last month

Last updated: September 30, 2026

How Does G2 Rank AI Agents For Business Operations Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 184,400+ Authentic Reviews
  • 2,160+ 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

Highlighted products: Notion, Retell AI, ClickUp, Microsoft Copilot, Asana, Qualified, ServiceNow AI Agents, and SOCi.

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=clickup&focus%5B%5D=microsoft-copilot-2026-08-27&focus%5B%5D=asana&focus%5B%5D=qualified&focus%5B%5D=servicenow-ai-agents&focus%5B%5D=soci)

Rayven

What is Rayven? Rayven is an operational software platform that delivers an AI data fabric - connecting every system, data source, and data stream across a business into a single managed environment, then letting teams build custom apps, AI agents, workflow automations, dashboards, and MCP servers for direct AI model connectivity on top. It is the platform for organisations that need to act on operational data in real-time, deploy AI that actually works in production + build software that fits the way their business operates - without replacing existing systems or waiting 18 months for results. The Problem Rayven Solves Most organisations already have the systems and data they need. The challenge is fragmentation. ERP systems, SCADA platforms, IoT devices, databases, cloud tools, and files all generate valuable data - but it sits in silos, impossible to act on in real-time. The result: manual reporting, disconnected workflows, and AI projects that fail before reaching production. Industry research shows 95% of AI projects never ship - most because the underlying data layer is not clean, connected, or ready. Rayven builds that foundation first, then activates it. The Rayven Platform Rayven operates across five unified layers, delivered as a single managed environment: - Integration: More than 600 pre-built connectors pull data from IT, OT, IoT, files, APIs, databases, and data streams - bidirectionally, in real-time. Connects industrial protocols (OPC UA, Modbus, MQTT, BACnet) alongside cloud platforms, business systems, and proprietary tools. - Data: All connected data lands in a single managed platform - structured, governed + AI-ready. Real-time processing, ETL pipelines, data lakes, and AI model training handled in one place. - Execution: Automation rules, predictive models + agentic AI run directly on live operational data. Rules-based logic, machine learning, and goal-seeking autonomous agents all operate in one execution environment. - Presentation: Custom apps, dashboards, portals, conversational interfaces, and mobile applications deployed from the same platform - built for specific workflows, not generic reporting. - Security, Governance + Hosting: Role-based access control, data lineage, audit trails, AES-256 encryption, data residency controls, and enterprise-grade infrastructure - included as standard. AI Capabilities Rayven includes ten native AI capabilities built directly into the platform: 1. Custom AI agents (goal-seeking, action-taking) 2. Predictive analytics and machine learning 3. Conversational analytics 4. Real-time and continuous model training 5. AI-led workflow automation 6. Multimodal processing (documents, video, images, audio) 7. Anomaly and risk detection 8. Forecasting and optimisation 9. Vision and edge AI inference 10. Generative operational summaries MCP server support enables direct connectivity for AI models including Claude, GPT, and others. What Gets Built Rayven customers build and deploy: - Custom operational apps and field applications. - AI agents that monitor conditions, detect anomalies + take corrective action autonomously. - Predictive maintenance and performance models running on live plant data. - Real-time dashboards and executive reporting tools. - Workflow automations spanning IT and OT systems. - Customer and partner portals. - Data pipelines and integration layers. - White-label software products delivered under partner brands. Key Differentiators vs. Point solutions (Zapier, MuleSoft, Power BI, DataRobot): point solutions do one thing well but force teams to stitch together five separate tools to cover integration, data, AI, presentation, and governance. Rayven replaces the stack. vs. Traditional enterprise platforms (SAP, Oracle, Palantir): enterprise platforms take 12-18 months and seven figures to implement. Rayven deploys in two to 12 weeks at fixed scope and fixed price. vs. Low-code app builders (Mendix, OutSystems): app builders handle the presentation layer but do not solve the underlying data and integration problem. Rayven covers the full stack. Technology Compatibility Rayven is fully technology-agnostic and works alongside existing systems: - Cloud platforms: Microsoft Azure, Google Cloud + AWS - Business systems: SAP, Salesforce, Oracle, and Microsoft 365 - OT platforms: Siemens, Rockwell, Schneider Electric, and Ignition - Industrial protocols: OPC UA, Modbus, MQTT, BACnet, and EtherNet/IP - IoT devices: any device with a data output - Custom and proprietary systems via API, webhook, or direct connector Nothing needs to be replaced. Every existing investment is preserved. Who Uses Rayven Rayven serves businesses from growth-stage to large enterprise across 24+ industries globally - manufacturing, mining, construction, infrastructure, logistics, utilities, financial services, healthcare, agriculture, government, and more. Customers across Australia, Europe, North America, South America, and Africa. Named customers include Anglo American, Fulton Hogan, Glencore, Vodafone, NSW Ports, CSIRO, Collective Intelligence, Ramjack, and AngloGold Ashanti. Delivery Options - DIY: Full platform access. Internal teams build and deploy independently. - Done-For-You: Australia-based delivery team. Fixed scope, fixed price, two to 12 weeks from brief to go-live. - Hybrid: Guided delivery first, with the customer's team taking increasing ownership over time. By the Numbers - More than 600 pre-built connectors. - Ten native AI capabilities. - More than 240 deployments live globally. - Rated 5/5 across more than 140 independent reviews. - Deploys 66% faster than traditional development. - Two to 12 weeks to first working solution. - Rayven exists to close the gap: 95% of AI projects never reach production (industry average).

Average Rating: 4.9/5.0

Total Reviews: 29

Who Is the Company Behind Rayven?

  • Seller: Rayven
  • Year Founded: 2016
  • HQ Location: Sydney, AU
  • Twitter: @RayvenIOT
    56 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    32 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Retail
  • Company Size: 69% Medium, 52% Small

What Do G2 Reviewers Say About Rayven?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Rayven, allowing seamless integration and workflow creation without coding skills.
  • Users value Rayven for its real-time data integration and seamless unification of various tools into one efficient system.
  • Users value Rayven's automation capabilities, enabling seamless integration and real-time data unification for improved performance tracking.
  • Users value the customization capabilities of Rayven, enabling tailored solutions to meet specific healthcare needs seamlessly.
  • Users value the robust data management of Rayven, enabling real-time processing and efficient automation across diverse systems.
Cons
  • Users report a steep initial learning curve due to complex setups and the need for technical knowledge.
  • Users find the difficult learning curve challenging due to overwhelming initial setup and complex feature configurations.
  • Users find the learning difficulty challenging due to the overwhelming initial setup and complex configuration processes.
  • Users find the complex setup of Rayven challenging, necessitating extensive planning for effective use and integration.
  • Users find the setup complexity challenging, often needing extra support for advanced integrations and configurations.

What Are Recent G2 Reviews of Rayven?

SWIPEBY

SWIPEBY provides powerful AI-driven “teams” that automate workflow to reduce costs and improve efficiencies. The SWIPEBY platform allows restaurants and brick-and-mortar businesses to compete in an evolving marketplace by handling the repetitive tasks that take operators away from what they should be focused on: their customers and staff.

Average Rating: 4.9/5.0

Total Reviews: 13

How Do G2 Users Rate SWIPEBY?

  • Personalization: 10.0/10 (Category avg: 8.9/10)
  • Route To Human: 10.0/10 (Category avg: 8.9/10)
  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.2/10)

Who Is the Company Behind SWIPEBY?

  • Seller: SWIPEBY
  • Year Founded: 2019
  • HQ Location: Miami, US
  • LinkedIn® Page: www.linkedin.com
    59 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Restaurants
  • Company Size: 67% Small, 20% Medium

What Do G2 Reviewers Say About SWIPEBY?

AI-generated summary from verified user reviews

Pros
  • Users value SWIPEBY's excellent customer support, highlighting the responsiveness and helpfulness of the team in resolving issues.
  • Users emphasize the ease of use of SWIPEBY, appreciating the straightforward setup and responsive customer support.
  • Users appreciate the responsiveness of SWIPEBY's support team, fostering business success and enhancing customer retention.
  • Users enjoy the easy setup process with SWIPEBY, benefiting from step-by-step guidance and quick installations.
  • Users value the cost savings from SWIPEBY, particularly by reducing hiring needs and enhancing marketing efficiency.
Cons
  • Users find the complexity of adding menu items cumbersome, making it challenging for new customers to navigate.
  • Users find the process for adding menu items and modifiers in the merchant portal cumbersome at times.
  • Users face configuration challenges that make navigating features difficult, suggesting clearer guidance and support would be beneficial.
  • Users struggle with the steep learning curve, wishing for simplification and better support for new customers.
  • Users find that adding menu items and modifiers can be cumbersome in the SWIPEBY merchant portal.

What Are Recent G2 Reviews of SWIPEBY?

Vozy

Vozy: Where Teams & AI Agents Resolve as One. Your AI bots are smart. Your team is skilled. So why does every customer still have to repeat themselves? Fragmented AI is broken AI. Silos kill efficiency. One-shot resolution becomes impossible. We fixed it. Vozy is the operating system where humans and AI agents work as a single unit. Same memory. Same playbook. Zero restarts. The math: +50% first-contact resolution. -98% operational cost vs. hiring. Enterprise-grade since 2018. One system. All your resolutions. As one.

Average Rating: 4.6/5.0

Total Reviews: 17

How Do G2 Users Rate Vozy?

  • Personalization: 7.9/10 (Category avg: 8.9/10)
  • Natural Language Understanding (NLU): 7.8/10 (Category avg: 8.9/10)
  • Route To Human: 7.7/10 (Category avg: 8.9/10)
  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 9.2/10)

Who Is the Company Behind Vozy?

  • Seller: Vozy
  • Year Founded: 2015
  • HQ Location: Miami, Florida
  • Twitter: @VozyEspanol
    154 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    44 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Financial Services
  • Company Size: 45% Medium, 45% Small

What Are Recent G2 Reviews of Vozy?

What Are G2 Users Discussing About Vozy?

Zoom Virtual Agent

Zoom Virtual Agent is an AI-powered solution that helps businesses deliver fast, effortless support to customers across both voice and digital messaging channels. It uses agentic AI to understand context, reason through complex requests, and take action to resolve issues end to end. Natively connected to Zoom Contact Center, it enables seamless handoffs between virtual and live agents while powering connected workflows and insights through Zoom Quality Management —unifying every channel into a consistent customer journey and driving continuous optimization. Built on Zoom’s scalable, secure platform, it’s fast to deploy, easy to manage, and flexible enough to grow with your business—giving customers instant answers without waiting on live support, reducing customer effort, and driving long-term loyalty that creates measurable financial upside.

Average Rating: 4.5/5.0

Total Reviews: 213

How Do G2 Users Rate Zoom Virtual Agent?

  • Natural Language Understanding (NLU): 10.0/10 (Category avg: 8.9/10)
  • Has the product been a good partner in doing business?: 9.4/10 (Category avg: 9.2/10)

Who Is the Company Behind Zoom Virtual Agent?

  • Seller: Zoom
  • Company Website:
  • Year Founded: 2011
  • HQ Location: San Jose, CA
  • Twitter: @zoom
    1,042,714 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    14,013 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Retail
  • Company Size: 73% Medium, 23% Small

What Do G2 Reviewers Say About Zoom Virtual Agent?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the seamless connectivity of Zoom Virtual Agent for efficient customer support and easy customization.
  • Users find Zoom Virtual Agent's ease of use remarkable, allowing seamless setup and integration for efficient customer support.
  • Users value the seamless integration of Zoom Virtual Agent within the Zoom ecosystem, enhancing overall efficiency and customer support.
  • Users appreciate the automation capabilities of Zoom Virtual Agent, enabling instant responses and enhancing the customer experience.
  • Users appreciate the helpful automation of Zoom Virtual Agent, enhancing customer experience and reducing response times efficiently.
Cons
  • Users note the limitations of AI in Zoom Virtual Agent, particularly with complex queries and scripted responses.
  • Users report that AI inaccuracies limit the Zoom Virtual Agent's effectiveness, particularly with complex or nuanced queries.
  • Users experience inaccuracy with Zoom Virtual Agent, as it struggles with complex queries and often provides unhelpful responses.
  • Users find a challenging learning curve with Zoom Virtual Agent due to complex queries and setup requirements.
  • Users find Zoom Virtual Agent not intuitive, struggling with complex queries and requiring significant setup and tuning efforts.

What Are Recent G2 Reviews of Zoom Virtual Agent?

What Are G2 Users Discussing About Zoom Virtual Agent?

Amelia

SoundHound AI’s Amelia platform is the complete AI agent platform for enterprise builders of all types. Leading enterprises across healthcare, financial services, hospitality, retail, and others use the Amelia platform to deliver exceptional AI-powered experiences that drive business growth. Now enabled by our proprietary voice recognition technology and Agentic+ framework, Amelia AI agents speak, reason, and act — transforming how customers, employees, and patients interact with the brands they work with and rely on every day.

Average Rating: 4.4/5.0

Total Reviews: 8

How Do G2 Users Rate Amelia?

  • Personalization: 8.7/10 (Category avg: 8.9/10)
  • Natural Language Understanding (NLU): 8.0/10 (Category avg: 8.9/10)
  • Route To Human: 8.6/10 (Category avg: 8.9/10)
  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 9.2/10)

Who Is the Company Behind Amelia?

  • Seller: SoundHound
  • Year Founded: 2005
  • HQ Location: Santa Clara, California, United States
  • Twitter: @SoundHound
    14,901 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    600 employees on LinkedIn®
  • Ownership: NASDAQ: SOUN

Who Uses This Product?

  • Company Size: 75% Medium, 25% Large

What Do G2 Reviewers Say About Amelia?

AI-generated summary from verified user reviews

Pros
  • Users admire Amelia for its multilingual capabilities and seamless integration, enhancing customer interactions and satisfaction.
  • Users value the insightful analytics offered by Amelia, enhancing interactions with real-time conversation logs and data insights.
  • Users appreciate the reliable and smooth call management interface of Amelia, enhancing team communication and efficiency.
  • Users praise Amelia for its innovative natural language understanding, enabling seamless and human-like interactions across various platforms.
  • Users love the integration support of Amelia, seamlessly connecting with platforms like Salesforce and Microsoft Teams.
Cons
  • Users find that the analytics dashboard lacks customization and deeper insights, impacting their user experience.
  • Users find the difficult setup of Amelia time-consuming, especially for domain-specific tasks, impacting initial experience.
  • Users report frequent glitches and difficulties in conversation design, along with limited AI and poor NLP capabilities.
  • Users note the limited AI capabilities of Amelia, citing frequent glitches and subpar conversation design ease.
  • Users find the limited customization of Amelia's analytics dashboard hinders deeper insights and tailored reports.

What Are Recent G2 Reviews of Amelia?

What Are G2 Users Discussing About Amelia?

Bland

Bland AI is an enterprise voice AI platform built for complex, high-stakes phone calls in regulated industries including Healthcare, Financial Services, and Insurance. Bland automates millions of inbound calls per year for 250+ enterprises including Signant Health, Innovacer, Samsara, First Financial Bank, Mutual of Omaha, and Kin Insurance. Core Use Cases Healthcare: Patient scheduling and appointment reminders, remote patient monitoring outreach, prior authorizations, and prescription refills. Financial Services: Customer service inquiries, lead qualification, and debt collection. Insurance: Speed-to-lead follow-up, claims inquiries, and policy renewals. Why Regulated Industries Choose Bland Most voice AI tools are built on top of proprietary model providers — which means when they go down, you go down. When they change their pricing, yours changes too. Bland owns its infrastructure end-to-end. Fully self-hosted and deployable on-premise or within a VPC, Bland gives compliance, security, and IT teams complete control over where data lives and how it's processed with none of the third-party dependencies that create risk in regulated environments. Bland also provides deep observability into every agent interaction, including call transcripts and monitoring tools that let legal and compliance teams audit, improve, and govern AI behavior at scale. Get a live phone agent in production in 30 days. Our world-class Forward Deployed Engineers work alongside your team to ensure a fast deployment without compromising on quality and compliance. Bland is for the calls you can't afford to get wrong.

Average Rating: 5.0/5.0

Total Reviews: 10

How Do G2 Users Rate Bland?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.2/10)

Who Is the Company Behind Bland?

  • Seller: Bland AI
  • Company Website:
  • Year Founded: 2023
  • HQ Location: San Francisco
  • LinkedIn® Page: www.linkedin.com
    132 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 82% Small, 18% Medium

What Do G2 Reviewers Say About Bland?

AI-generated summary from verified user reviews

Pros
  • Users find Bland AI to be extremely easy to use, making setup and integration a smooth experience.
  • Users appreciate the powerful and user-friendly platform of Bland AI for building complex voice agents efficiently.
  • Users commend the powerful and user-friendly platform of Bland AI, enhancing the interaction with AI voice agents.
  • Users praise Bland's AI for its conversational capabilities, enhancing user engagement beyond human interaction.
  • Users appreciate the easy integrations of Bland AI, allowing seamless connections with public APIs and enhancing usability.
Cons
  • Users find the platform a bit complex, but appreciate the support and resources for training improvements.
  • Users find Bland's platform a bit complex, but appreciate the available resources for training and support.
  • Users find the complex setup of Bland challenging, but appreciate the available resources for training and support.
  • Users find the platform not very user-friendly, but improvements and support have made it easier to navigate.
  • Users find the platform somewhat difficult to learn, but appreciate the improvement in support and resources provided.

What Are Recent G2 Reviews of Bland?

Conversica

Conversica is building the world’s largest augmented workforce using Conversational AI. We make every connection personal. Conversica is the leading provider of Conversational AI helping companies attract, acquire and grow revenue across the customer lifecycle. Our omnichannel AI Assistants engage in human-like, two-way dialogue in real-time or on buyers’ time to boost productivity, increase performance, and ultimately drive revenue opportunities. With built-in best practices battle-tested over a decade of experience and 1 billion interactions, Conversica AI Assistants help Marketing, Sales, and Customer Success teams work smarter to meet customer expectations. Empower your revenue teams with true, sophisticated AI-powered by Natural Language Processing (NLP), deep learning capabilities, and business process automation. With 98% accuracy, our AI Assistants are more accurate than a human. Revenue leaders cannot afford to be satisfied with the status quo. AI Assistants make the impossible possible by touching every lead at scale, accelerating opportunities, and increasing team performance without increasing headcount. Reach the next level of growth by catering to customer expectations for prompt, persistent, and personalized communications at scale.

Average Rating: 4.5/5.0

Total Reviews: 185

How Do G2 Users Rate Conversica?

  • Personalization: 9.0/10 (Category avg: 8.9/10)
  • Natural Language Understanding (NLU): 9.0/10 (Category avg: 8.9/10)
  • Route To Human: 9.0/10 (Category avg: 8.9/10)
  • Has the product been a good partner in doing business?: 9.1/10 (Category avg: 9.2/10)

Who Is the Company Behind Conversica?

  • Seller: Conversica LLC
  • Year Founded: 2007
  • HQ Location: Foster City, CA
  • Twitter: @MyConversica
    11,045 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    107 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Automotive, Computer Software
  • Company Size: 63% Medium, 21% Small

What Do G2 Reviewers Say About Conversica?

AI-generated summary from verified user reviews

Pros
  • Users value the efficiency of Conversica, dramatically reducing lead response time and maximizing productivity for their teams.
  • Users value the effective lead generation of Conversica, facilitating real conversations and ensuring no opportunities are missed.
  • Users appreciate the customer engagement provided by Conversica, fostering real conversations and improving outreach effectiveness.
  • Users find Conversica to be exceptionally easy to use, streamlining customer interactions and boosting productivity effectively.
  • Users value the time-saving efficiency of Conversica, significantly reducing lead follow-up time and boosting productivity.
Cons
  • Users find Conversica's AI has rigid limitations in handling nuanced responses and requires time-consuming setup.
  • Users experience inaccuracies with Conversica, including misdirected leads and contextually confusing responses.
  • Users experience inadequate response system issues, noting that responses can feel off and contextually incomplete.
  • Users notice the limited AI capabilities of Conversica, especially in handling nuanced conversations and unexpected responses.
  • Users find limited customization in Conversica restricts their ability to adapt templates for diverse selling needs.

What Are Recent G2 Reviews of Conversica?

What Are G2 Users Discussing About Conversica?

Fastio

Fastio: The AI-first workspace where people and AI agents work on the same files Fastio gives teams one place to store, share, and work on content, with AI built into every workspace. It's a modern alternative to Box, Dropbox, and Google Drive for teams that use AI agents alongside people. ✓ Built-in AI: Every file is indexed automatically, so you can search by meaning, ask questions across a workspace, and get answers that cite the source files ✓ AI agents as teammates: Connect Claude or your own agents through MCP, the REST API, or the CLI, each with its own scoped permissions and a full audit trail ✓ Branded sharing: Client portals with your logo, colors, and custom URL, plus expiring, password-protected links with download tracking ✓ Review and approvals: Comments pinned to video frames, pages, and image regions, one-click approvals, and tasks linked to the files they cover ✓ Media and metadata: Adaptive video streaming, in-browser previews for professional formats, and AI extraction that turns documents into structured, searchable data ✓ Security: Geo-IP controls, virus scanning, and email risk screening, plus SSO, admin policies, and SIEM audit streaming on Enterprise. Import from Google Drive, Dropbox, OneDrive, or Box in a few clicks. Plans start at $9.99/month, or $99/year with yearly billing, with a 14-day trial on monthly plans. Built by VividEngine, the company behind MediaFire, and used by teams at Samsung, Amazon, Walmart, Target, Autodesk, Logitech, and GoPro.

Average Rating: 4.2/5.0

Total Reviews: 56

How Do G2 Users Rate Fastio?

  • Has the product been a good partner in doing business?: 7.2/10 (Category avg: 9.2/10)

Who Is the Company Behind Fastio?

  • Seller: VividEngine, LLC
  • Company Website:
  • Year Founded: 2017
  • HQ Location: Texas, US
  • Twitter: @fastdotio
    269 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    4 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 59% Small, 41% Medium

What Do G2 Reviewers Say About Fastio?

AI-generated summary from verified user reviews

Pros
  • Users love the ease of use of Fast.io, enabling quick performance testing and effortless file sharing.
  • Users value the simplicity and speed of Fast.io, enabling quick performance tests without unnecessary complexity.
  • Users praise Fast.io for its blazing fast performance, ensuring quick file loading and reliable access across devices.
  • Users find it easy to send and receive files with Fast.io, appreciating its speed and security features.
  • Users value the strong security measures of Fast.io, ensuring privacy and controlled access for their projects.
Cons
  • Users report slow performance during peak times, especially on the free plan, impacting their overall experience.
  • Users experience slow upload speeds, especially with large files, affecting overall performance and efficiency.
  • Users find the limited reporting capabilities of Fast.io restrict their ability to analyze performance effectively and optimize usage.
  • Users find the limited customization options on Fast.io restrict their ability to tailor the experience to their needs.
  • Users are concerned about potential data loss due to interrupted uploads or files flagged by the virus scanning feature.

What Are Recent G2 Reviews of Fastio?

iAdvize

iAdvize is an AI Shopping Assistant designed to turn more shoppers into customers by delivering sales-first AI that knows when and how to sell. Unlike traditional chatbots built for support, our platform is purpose-built for e-commerce conversion—removing buying blockers, answering critical pre-purchase questions, and guiding shoppers confidently toward checkout. At the heart of iAdvize is a proactive, brand-aligned AI that engages shoppers at the moments that matter most. Whether they're navigating a complex catalog on a product listing page, hesitating on a product detail page, or stalling at checkout, the AI Shopping Assistant surfaces personalized recommendations, instant answers, and seamless add-to-cart flows—all within a branded conversational experience. iAdvize powers digital conversations for more than 350 brands, generating over $1 billion in annual online revenue. We've analyzed millions of shopper interactions across every touchpoint and used those insights to build a platform that adapts to your tone of voice, reflects your brand identity, and continuously improves based on real performance data. Our AI Designer gives you complete control: upload your product catalog, configure tone and behavior, and create custom workflows without touching code. The Campaign Manager lets you deploy strategically—targeting by page type, traffic source, or shopper behavior to trigger the right engagement at the right time. And with Shopper Insights, you get full transparency into how every AI interaction impacts your KPIs, from engagement rates to conversion lift and average order value. Built with a dedicated Shopify integration for plug-and-play deployment, iAdvize is also e-commerce platform agnostic—integrating seamlessly with any storefront. Non-technical teams can configure, test, and optimize without developer resources, enabling fast experimentation and measurable impact. From proactive engagement widgets and smart product discovery to cross-sell recommendations and checkout support, iAdvize delivers the speed and clarity shoppers need to move from browsing to buying—with confidence.

Average Rating: 4.7/5.0

Total Reviews: 29

How Do G2 Users Rate iAdvize?

  • Personalization: 7.8/10 (Category avg: 8.9/10)
  • Natural Language Understanding (NLU): 8.3/10 (Category avg: 8.9/10)
  • Route To Human: 9.4/10 (Category avg: 8.9/10)
  • Has the product been a good partner in doing business?: 8.7/10 (Category avg: 9.2/10)

Who Is the Company Behind iAdvize?

  • Seller: iAdvize
  • Year Founded: 2010
  • HQ Location: Nantes, France
  • Twitter: @iadvize
    7,328 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    183 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 42% Medium, 35% Large

What Do G2 Reviewers Say About iAdvize?

AI-generated summary from verified user reviews

Pros
  • Users value the helpfulness of iAdvize in enhancing customer interactions and efficiently resolving queries.
  • Users praise iAdvize for its outstanding customer engagement, proving effective in boosting conversion rates and support.
  • Users commend the exceptional customer support from iAdvize, enhancing engagement and driving success in their operations.
  • Users praise the ease of use of iAdvize, noting its intuitive interface and seamless implementation process.
  • Users commend the high engagement and support from iAdvize, significantly enhancing customer interaction and success.
Cons
  • Users find it inconvenient that iAdvize chat cannot integrate with Microsoft Teams, hindering seamless communication.
  • Users find the connectivity issues inconvenient as messaging cannot integrate with Microsoft Teams, hindering collaboration.
  • Users find that iAdvize has some missing features that detract from the overall experience and reporting capabilities.
  • Users find inadequate reporting in iAdvize limits their insights and impacts the overall experience negatively.
  • Users find the integration issues inconvenient, as iAdvize conversations cannot connect with Microsoft Teams chat easily.

What Are Recent G2 Reviews of iAdvize?

What Are G2 Users Discussing About iAdvize?

KNIME

KNIME helps everybody make sense of data. Its free and open source KNIME Analytics Platform enables anyone — whether they come from a business, technical or data background — to intuitively work with data, every day. KNIME Business Hub is the commercial complement to KNIME Analytics Platform and enables users to collaborate on data science and share insights across the organization. Together, the products support the complete data science lifecycle, allowing teams at all levels of analytics readiness to support the operationalization of data and to build a scalable data science practice.

Average Rating: 4.5/5.0

Total Reviews: 117

How Do G2 Users Rate KNIME?

  • Has the product been a good partner in doing business?: 8.5/10 (Category avg: 9.2/10)

Who Is the Company Behind KNIME?

  • Seller: KNIME
  • Company Website:
  • Year Founded: 2008
  • HQ Location: Zurich, Switzerland
  • Twitter: @knime
    7,998 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    244 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Higher Education
  • Company Size: 39% Large, 34% Medium

What Do G2 Reviewers Say About KNIME?

AI-generated summary from verified user reviews

Pros
  • Users find KNIME's ease of use enhances productivity, enabling even non-technical individuals to build workflows effortlessly.
  • Users find KNIME's coding ease remarkable, enabling effortless workflows without requiring extensive technical skills.
  • Users find KNIME to be an easy-to-learn platform, enabling quick workflow creation without coding skills.
  • Users find KNIME easy to learn and start delivering results, thanks to its intuitive visual workflow interface.
  • Users love the easy and intuitive data visualization capabilities of KNIME, enhancing understanding and communication of data insights.
Cons
  • Users find the initial learning curve challenging, especially for those unfamiliar with data science concepts and visual programming.
  • Users face memory usage issues with KNIME, leading to slow performance, especially with larger files and operations.
  • Users report storage limitations with KNIME, leading to performance issues and difficulties with large datasets.
  • Users note that data management issues hinder their experience, especially with file handling and certain databases.
  • Users find the lack of learning resources for KNIME to be a significant barrier to effective usage.

What Are Recent G2 Reviews of KNIME?

What Are G2 Users Discussing About KNIME?

Kustomer

Kustomer is the Intelligent Customer Experience Platform empowering brands to put customers at the center of every interaction. By unifying customer data, conversations, and AI-powered workflows into one seamless workspace, teams deliver service that delights, retains, and drives growth. With Kustomer, support becomes faster, smarter, and more personal.

Average Rating: 4.4/5.0

Total Reviews: 536

How Do G2 Users Rate Kustomer?

  • Personalization: 8.3/10 (Category avg: 8.9/10)
  • Natural Language Understanding (NLU): 8.3/10 (Category avg: 8.9/10)
  • Route To Human: 8.3/10 (Category avg: 8.9/10)
  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 9.2/10)

Who Is the Company Behind Kustomer?

  • Seller: Kustomer
  • Company Website:
  • Year Founded: 2015
  • HQ Location: Short Hills, US
  • Twitter: @kustomer
    2,203 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    283 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Customer Service Representative, Member Experience Associate
  • Top Industries: Consumer Services, Retail
  • Company Size: 65% Medium, 21% Small

What Do G2 Reviewers Say About Kustomer?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Kustomer, enjoying its intuitive interface and centralized information management.
  • Users appreciate the intuitive and centralized interface of Kustomer, enhancing communication and data integration effortlessly.
  • Users appreciate the centralized customer information and AI capabilities of Kustomer, enhancing efficiency and saving costs.
  • Users appreciate the efficiency of Kustomer, benefiting from its intuitive design and seamless integration across platforms.
  • Users value Kustomer's automation features that enhance task efficiency and improve overall customer service management.
Cons
  • Users experience slow performance with Kustomer, facing lags and issues that disrupt workflow and productivity.
  • Users often experience slow loading times with Kustomer, hindering quick customer resolution and overall productivity.
  • Users find the learning curve steep due to Kustomer's complex interface and multitasking challenges.
  • Users find Kustomer's complexity challenging, leading to a steep learning curve and navigation difficulties for newcomers.
  • Users find Kustomer's interface not intuitive, complicating navigation and requiring additional training for effective use.

What Are Recent G2 Reviews of Kustomer?

What Are G2 Users Discussing About Kustomer?

Savant Labs

Savant is an AI workflow automation platform built for enterprise finance, tax, and accounting teams. It turns messy, manual data work like extraction, preparation, reconciliation, and reporting into centrally governed, audit-ready workflows, driving efficiency without sacrificing accuracy, control, or compliance. Savant integrates with your preferred LLM, including Claude, Copilot, ChatGPT, and private LLMs, so you control model choice, data residency, and cost. Ask in plain language for the workflow you want to build, or simply say "run this month's reconciliation," and Savant turns that instruction into a repeatable, governed, auditable workflow. Trusted by Fortune 500 enterprises, Savant catches errors before they're filed, ensures audit readiness without the scramble, and gives finance teams their time back. WHAT SETS SAVANT APART Unlike general-purpose AI tools or legacy analytics platforms, Savant was built specifically for finance workflows where 99% accuracy isn't good enough — because 1% errors at scale become audit findings, restatements, and compliance exposure. Three things make Savant different - Deterministic, not probabilistic: Savant uses rule-based AI agents, not LLM guesses. Consistent inputs produce consistent outputs. - Governance and auditability are built in, not bolted on: Audit trail, data lineage, SOX controls, role-based access, and evidence packs are standard, not add-ons. - Handles the data other tools can't: Native processing for PDFs, scanned documents, and invoices — the unstructured data that breaks legacy workflows. KEY FEATURES - AI-powered workflow automation: Automate any workflow end to end — financial reconciliation, month-end close, tax provisioning, accruals, and more. Works with structured and unstructured data, including PDFs, scanned documents, and ERP extracts. - Reproducible results: AI agents follow step-by-step logic with validation at each stage. Same inputs produce the same outputs, every time — no black boxes, no probabilistic guesses. - Built-in audit trail, data lineage, and evidence packs: Every workflow step is logged automatically. Complete data lineage from source to output. No manual documentation, no reconstructing steps across email chains. - SOX compliance by design: Segregation of duties, version control, approval management, and user activity history are built in from day one. - Human-in-the-loop exception handling: Savant proactively flags exceptions for human review, allowing analysts to catch errors before they reach a filing. The AI learns from human judgments over time. - 500+ enterprise connectors: Connect to your existing ERPs, CRMs, BI platforms, file systems, email, and more out of the box. - Enterprise-grade security: SOC 2 Type II, SOC 1 Type II, ISO 27001. SSO/SAML, role-based access control, private cloud and VPC deployment available. USE CASES - Month-end and year-end close automation - Financial reconciliations and tie-outs - Tax provision preparation - State apportionment calculations - Sales and use tax reconciliation - Data extraction from PDFs, invoices, and scanned documents - ERP data consolidation across multiple systems - Intercompany accounting and multi-entity reporting - Audit evidence package preparation - Recurring reporting and dashboard publishing

Average Rating: 4.7/5.0

Total Reviews: 51

How Do G2 Users Rate Savant Labs?

  • Has the product been a good partner in doing business?: 9.8/10 (Category avg: 9.2/10)

Who Is the Company Behind Savant Labs?

  • Seller: Savant Labs
  • Company Website:
  • Year Founded: 2021
  • HQ Location: San Francisco, California
  • LinkedIn® Page: www.linkedin.com
    66 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Logistics and Supply Chain
  • Company Size: 42% Large, 40% Medium

What Do G2 Reviewers Say About Savant Labs?

AI-generated summary from verified user reviews

Pros
  • Users commend the ease of use in Savant Labs, enabling seamless analytics without requiring extensive knowledge.
  • Users appreciate the friendly customer support from Savant Labs, which provides timely assistance for any issues encountered.
  • Users praise the user-friendly interface of Savant Labs, making complex data analytics accessible to everyone.
  • Users enjoy the easy integration capabilities of Savant Labs, simplifying workflows and enhancing data connectivity effortlessly.
  • Users highlight the easy integrations of Savant Labs, allowing seamless connectivity with various data sources effortlessly.
Cons
  • Users note a steep learning curve with Savant Labs, often struggling with data source updates and tool integration.
  • Users experience a steep learning curve with Savant Labs, making it challenging to master effectively.
  • Users often face integration issues, struggling with data updates and lacking clear instructions for linking tools effectively.
  • Users face access issues with Savant Labs, struggling to log in and navigate complex features and tools.
  • Users face data management challenges, struggling with updating sources and lack of clear guidance in Savant Labs.

What Are Recent G2 Reviews of Savant Labs?

Speechmatics

Speechmatics: Best-in-Market Speech-to-Text & Voice AI for Enterprises Speechmatics delivers industry-leading Speech-to-Text and Voice AI solutions, designed for enterprises that demand best-in-class accuracy, security, and flexibility. Our enterprise-grade APIs provide real-time and batch transcription with unmatched precision—across the widest range of languages, dialects, and accents. Built on Foundational Speech Technology, Speechmatics powers mission-critical voice applications, from media & entertainment to contact centers, financial services, healthcare and beyond. With on-premises and cloud deployment options, businesses can ensure data security and compliance while unlocking the full potential of their voice data. Trusted by global leaders, Speechmatics is the go-to solution for enterprises looking to transcribe, analyze, and understand speech with unrivaled accuracy. 🔹Unmatched Accuracy – Industry-best transcription across diverse languages & accents 🔹Flexible Deployment – Cloud, on-prem, and hybrid solutions 🔹Enterprise-Grade Security – Full control over your data 🔹Real-Time & Batch Processing – Instant or large-scale transcription Power your Speech-to-Text and Voice AI applications with Speechmatics today. 🚀

Average Rating: 4.7/5.0

Total Reviews: 72

How Do G2 Users Rate Speechmatics?

  • Personalization: 10.0/10 (Category avg: 8.9/10)
  • Natural Language Understanding (NLU): 10.0/10 (Category avg: 8.9/10)
  • Route To Human: 8.3/10 (Category avg: 8.9/10)
  • Has the product been a good partner in doing business?: 9.3/10 (Category avg: 9.2/10)

Who Is the Company Behind Speechmatics?

  • Seller: Speechmatics
  • Company Website:
  • Year Founded: 2006
  • HQ Location: Cambridge, England‎
  • Twitter: @Speechmatics
    3,902 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    116 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Broadcast Media
  • Company Size: 56% Small, 29% Medium

What Do G2 Reviewers Say About Speechmatics?

AI-generated summary from verified user reviews

Pros
  • Users praise the exceptional accuracy of Speechmatics, enhancing efficiency and reliability in various transcription tasks.
  • Users praise the exceptional transcription accuracy of Speechmatics, making their workflows more efficient and seamless.
  • Users appreciate the ease of use of Speechmatics, benefiting from a straightforward interface and quick customer support.
  • Users appreciate the accuracy and simplicity of Speechmatics, enhancing productivity with hassle-free audio transcriptions.
  • Users highlight the efficiency of Speechmatics, noting its quick, accurate transcriptions that enhance productivity.
Cons
  • Users find limited features frustrating, such as restricted file uploads and missing functionalities for their transcription needs.
  • Users note the limited language support in Speechmatics, particularly for diverse local languages from Africa.
  • Users experience slow performance due to high latencies, which can hinder effective use in call centers.
  • Users face a limited selection of language options in Speechmatics, lacking support for diverse local languages.
  • Users find the missing features in Speechmatics limit functionality, wishing for improvements like extended transcription history and better documentation.

What Are Recent G2 Reviews of Speechmatics?

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.

Average Rating: 4.6/5.0

Total Reviews: 25

How Do G2 Users Rate Spotlight.ai?

  • Personalization: 10.0/10 (Category avg: 8.9/10)
  • Natural Language Understanding (NLU): 10.0/10 (Category avg: 8.9/10)
  • Route To Human: 10.0/10 (Category avg: 8.9/10)
  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.2/10)

Who Is the Company Behind Spotlight.ai?

  • Seller: Spotlight.ai
  • Company Website:
  • HQ Location: Boston, US
  • Twitter: @Spotlightai_X
    7 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    27 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 52% Medium, 28% Small

What Do G2 Reviewers Say About Spotlight.ai?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the efficient conversations management of Spotlight.ai, saving time and enhancing focus on selling.
  • Users value the enhanced customer engagement from Spotlight.ai, allowing reps to focus more on selling effectively.
  • Users value the data accuracy of Spotlight.ai, enhancing deal tracking and freeing up time for sales reps.
  • Users value the efficient tracking and visualization of deals, enhancing focus on selling through automated updates.
  • Users value the effective lead management of Spotlight.ai, enhancing deal tracking and freeing up time for sales reps.

What Are Recent G2 Reviews of Spotlight.ai?

Thunai

Thunai: The Agentic AI Platform for Workflow Orchestration Thunai is the agentic AI platform that transforms enterprise efficiency through intelligent workflow orchestration and automation. By deploying specialized AI agents across customer conversations, knowledge management, and business intelligence, Thunai eliminates data silos and delivers operational excellence. Thunai's Capabilities: Knowledge Management (Thunai Brain): Thunai's enterprise knowledge management system aggregates organizational intelligence and resolves contradictions to create a powerful, verified intelligence system. The platform improves document retrieval accuracy by 85% and accelerates employee onboarding by 60%, eliminating knowledge silos across teams and ensuring accurate information access throughout the organization. Customer Intelligence (Thunai Omni): Deflect 80% of support queries while maintaining 5-star customer experiences through human-like AI agents. Features include omnichannel support (voice, chat, email), real-time call scoring, multilingual voice support, context-based routing, sentiment analysis, quality assurance, and automated post-call workflows. Native CRM integrations enable seamless customer data management and intelligent queue management. Product Intelligence (Thunai Reflect): Extract actionable product insights from customer conversations with automated feature prioritization, customer journey mapping, churn prediction signals, competitive intelligence, and pain point categorization. Build data-driven product roadmaps, capture feature requests, and analyze usage patterns directly from customer feedback to identify feature gaps and improve customer retention. Revenue Intelligence (Thunai Revenue): Identify high-value opportunities with automatic CRM opportunity creation, lead scoring and qualification, at-risk deal identification, buying intent detection, and competitor mention tracking. Real-time buying signals and revenue forecasting enable upsell and cross-sell detection for maximized revenue growth and deal confidence scoring. Enterprise Integration: Thunai integrates seamlessly with 50+ enterprise platforms including Salesforce, ServiceNow, HubSpot, Jira, Amazon Connect, and Five9. Deploy specialized AI agents into existing ITSM infrastructure, sales ecosystems, and CCaaS platforms within days, not months. Security & Deployment: Enterprise-grade security with encryption, access controls, data privacy compliance, and on-premises deployment options for organizations with strict security requirements.

Average Rating: 5.0/5.0

Total Reviews: 7

How Do G2 Users Rate Thunai?

  • Personalization: 10.0/10 (Category avg: 8.9/10)
  • Natural Language Understanding (NLU): 10.0/10 (Category avg: 8.9/10)
  • Route To Human: 10.0/10 (Category avg: 8.9/10)
  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.2/10)

Who Is the Company Behind Thunai?

  • Seller: Entrans
  • Company Website:
  • Year Founded: 2020
  • HQ Location: Branchburg, New Jersey
  • Twitter: @InfisignInc
    25 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    329 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 86% Small, 14% Medium

What Do G2 Reviewers Say About Thunai?

AI-generated summary from verified user reviews

Pros
  • Users value the efficiency of Thunai, enjoying significant time savings on meeting transcriptions and summaries.
  • Users value the productivity improvement from Thunai's automated meetings and concise summaries, saving significant time on admin tasks.
  • Users rave about the efficiency and support of Thunai, making client management and project management seamless.
  • Users appreciate the automatic call transcription and summarization from Thunai, saving time on meeting notes.
  • Users value the customization options of Thunai, enhancing their overall experience and satisfaction with the product.
Cons
  • Users experience inaccuracy in transcription, particularly with heavy accents, requiring manual corrections for better clarity.
  • Users find the initial configuration complex, leading to a longer-than-expected onboarding process with Thunai.
  • Users find the learning curve steep, requiring more time for setup and training than expected.

What Are Recent G2 Reviews of Thunai?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated July 21, 2026