# Best Emerging AI Software - Page 2 *By [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)* Emerging AI software represents innovative, AI-first solutions that extend beyond traditional AI classifications and existing G2 categories, leveraging generative AI, agentic capabilities, machine learning (ML), and deep learning to address novel challenges and create unique user experiences. These tools drive digital transformation across industries through real-time data analytics, predictive modeling, and automated decision-making. ### Core Capabilities of Emerging AI Software To qualify for inclusion in the Emerging AI category, a product must: - Be built on AI-first principles, with ML or deep learning at its core - Offer innovative functionalities or applications that go beyond existing AI categories ### How Emerging AI Software Differs from Other Tools Emerging AI software is distinguished by its novelty, these are solutions that don't yet fit within established G2 categories. They often integrate with [conversational intelligence software](https://www.g2.com/categories/conversational-intelligence), [natural language processing (NLP) platforms](https://www.g2.com/categories/natural-language-processing-nlp), and computer vision technologies, applying them in ways that create new use cases rather than enhancing existing ones. ### Insights from G2 on Emerging AI Software Based on category trends on G2, the novelty of capabilities and real-world business impact stand out as the primary reasons for adoption. These tools are often discovered before formal category definitions exist, making G2's Emerging AI category a valuable discovery surface for early adopters and analysts tracking the AI landscape. ## How Many Emerging AI Software Products Does G2 Track? **Total Products under this Category:** 7,795 ### Category Stats (May 2026) - **Average Rating**: 4.68/5 - **New Reviews This Quarter**: 426 - **Buyer Segments**: Small-Business 55% │ Mid-Market 28% │ Enterprise 17% - **Top Trending Product**: Galaxy AI (+1.75) *Last updated: May 18, 2026* ## How Does G2 Rank Emerging AI Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 18,700+ Authentic Reviews - 7,795+ 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. ## Which Emerging AI Software Is Best for Your Use Case? - **Best Free Software:** [Miro](https://www.g2.com/products/miro/reviews) --- **Sponsored** ### CData Connect AI CData Connect AI is the first managed MCP platform built for enterprise AI. It delivers live, governed access to hundreds of data sources—databases, SaaS apps, ERPs, and APIs—through a standardized relational interface. It closes three critical gaps: Connectivity with real-time, in-place data access and full read/write capabilities; Context through semantic intelligence so AI understands your business terms and data relationships; and Control via passthrough authentication, audit trails, and policy enforcement. The result is AI that can act on enterprise data—securely, accurately, and at scale. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1010485&secure%5Bdisplayable_resource_id%5D=1010485&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1010485&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=151045&secure%5Bresource_id%5D=1010485&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Femerging-ai-software%3Fpage%3D399&secure%5Btoken%5D=4f2517c20a1baca876e33403b6fc6aa0cf47a0c8a7e6829c2889ea253dfe2520&secure%5Burl%5D=https%3A%2F%2Fwww.cdata.com%2Fai%2F%3Futm_source%3Dg2%26utm_medium%3Dsponsored-link%26utm_campaign%3Dconnect-ai-clicks-emerging-ai-software&secure%5Burl_type%5D=custom_url) --- ## Buyer Guide: Key Questions for Choosing Emerging AI Software Software ### What does Emerging AI software do? I think of emerging AI software as the operational layer that applies recent AI capabilities, including generative models, agentic reasoning, and multimodal processing, to tasks that previously required a specialist or significant time investment. Across the reviewer accounts I analyzed, these platforms go well beyond automating repetitive work; they compress the distance between an expert's intent and a production-ready output. ### Why do businesses use Emerging AI software? Across the accounts I analyzed, teams adopted these tools because they needed to accomplish specialist work without the headcount or calendar time a specialist would require. Based on the G2 user feedback I evaluated, several clear benefits show up consistently: - Reviewers describe AI-enhanced whiteboards as making multi-stakeholder workshops functional across geographies without requiring co-location. - Remote development environments with AI assistance are described as eliminating environment inconsistency and compressing setup time from hours to minutes. - Domain-specific AI agents are valued because they produce field-relevant outputs without extensive prompt engineering. - Generative content tools enable video and social media production at volumes not achievable with traditional workflows. ### Who uses Emerging AI software primarily? Looking across G2 reviewer profiles, I found that computer software and IT services companies made up the bulk of the reviewer base, followed by marketing and advertising and financial services. - **Product managers and architects** use AI-enhanced collaboration tools to build diagrams and align distributed teams. - **Software engineers and DevOps teams** use remote development environments and AI coding assistants to standardize setups. - **Legal professionals** use domain-specific AI agents to draft, review, and revise contracts and documents. - **Marketing and content teams** produce videos and written content at volumes not achievable with traditional production workflows. ### What types of Emerging AI software should I consider? When I looked at the way practitioners describe their deployments, emerging AI platforms generally cluster into a few patterns: - **AI-enhanced collaboration and diagramming tools** assisting in generating and organizing workshop and planning outputs. - **Remote development environments with AI integration** for consistent cloud-hosted coding infrastructure. - **Domain-specific AI agents** trained on specialized legal, engineering, or HR knowledge rather than general web data. - **Generative media tools** producing video, image, or written content from text prompts for marketing and training purposes. ### What are the core features to look for in Emerging AI software? From the reviewer feedback I evaluated, the platforms that stand out include: - Domain-relevant outputs calibrated to the specific field of use without requiring significant correction. - Low configuration barrier enabling teams to reach usable outputs quickly without extended technical setup. - Consistent output quality across edge cases and real-world inputs, not only well-formed standard requests. - Integration with existing workflows so users stay in familiar tools while benefiting from AI-enhanced execution. - Active development cadence with frequent meaningful improvements as AI capabilities advance rapidly. ### What trends are shaping Emerging AI software right now? From the G2 data and reviewer commentary I evaluated, a few trends are gaining momentum: - **Agentic multi-step behavior** is the capability separating genuinely useful platforms from those delivering only incremental gains. - **Reduced infrastructure complexity** is opening this category to organizations without dedicated DevOps staff. - **Output speed for generative tools** is becoming a core evaluation criterion alongside output quality. - **Benchmarking against general-purpose AI models** is now a standard buyer evaluation step. ### How should I choose Emerging AI software? In my view, the right emerging AI platform is the one designed for your specific domain rather than a general-purpose tool positioned to do everything. Test with representative real-world inputs from your actual workflow before committing, as reviewers consistently describe impressive demos followed by disappointing performance on messier real inputs. --- ## What Are the Top-Rated Emerging AI Software Products in 2026? ### 1. [Tiktok](https://www.g2.com/products/tiktok/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 9 **Product Description:** TikTok Ads Manager is a comprehensive advertising platform designed to help businesses of all sizes reach and engage with a vast, global audience. With its user-friendly interface and flexible budgeting options, TikTok Ads Manager enables advertisers to create, manage, and optimize campaigns that drive online sales, increase app installs, raise brand awareness, and build communities. The platform offers a suite of creative tools, including customizable video templates and a video editor, allowing businesses to produce engaging, TikTok-native content with ease. Additionally, TikTok Ads Manager provides robust measurement tools, such as the TikTok Pixel, to track performance and optimize campaigns effectively. By leveraging TikTok's immersive, full-screen, sound-on ad formats and smart targeting capabilities, businesses can connect with their most relevant audience, maximize return on investment, and achieve their marketing objectives efficiently. Key Features and Functionality: - Flexible Budgeting: Set daily or total budgets that align with your financial goals, making advertising accessible for businesses of all sizes. - Creative Tools: Utilize a library of over 100 customizable video templates and a built-in video editor to create engaging, TikTok-friendly ad content. - Smart Targeting: Reach your most relevant audience through advanced targeting options, ensuring your ads are seen by users most likely to engage with your brand. - Performance Measurement: Implement the TikTok Pixel to track visitor actions, monitor conversions, and gain actionable insights to optimize your campaigns. - Easy Campaign Setup: Launch ads in minutes by selecting your objective, setting your budget and targeting, uploading your creative, and submitting your campaign. Primary Value and User Solutions: TikTok Ads Manager empowers businesses to tap into TikTok's vibrant and engaged global community, providing an opportunity to showcase products and services in an authentic and creative manner. The platform addresses common advertising challenges by offering cost-effective solutions, simplifying the ad creation process, and delivering measurable results. By leveraging TikTok's unique ad formats and targeting capabilities, businesses can effectively increase brand visibility, drive customer engagement, and boost sales, all while maintaining control over their advertising spend. #### What Are Recent G2 Reviews of Tiktok? **"[Impressive Algorithm That Feels Perfectly Tailored Every Day](https://www.g2.com/survey_responses/tiktok-review-12512712)"** **Rating:** 5.0/5.0 stars *— HAMZA B.* [Read full review](https://www.g2.com/survey_responses/tiktok-review-12512712) --- **"[A Fun Way to Earn Extra Income on TikTok](https://www.g2.com/survey_responses/tiktok-review-12701538)"** **Rating:** 5.0/5.0 stars *— Gabrielle B.* [Read full review](https://www.g2.com/survey_responses/tiktok-review-12701538) --- ### 2. [Unstract](https://www.g2.com/products/unstract/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 31 **Product Description:** Unstract is an Agentic Document Intelligence platform that helps automate complex workflows which currently requires humans to process. Unstract consistently and accurately maps complex documents (with unlimited variants) into a single JSON schema - helping supercharge downstream workflows and agentic automations. Unstract features a purpose-built environment, Prompt Studio, for JSON schema mapping. The platform also supports various connectors to systems like n8n or MCP servers to enable real-world agentic workflows. Mapping and structuring can also be done through API calls or ETL pipelines, enabling wide-ranging and easy integration. Key Features & Benefits - Prompt Studio: Purpose-built, no-code environment to map unlimited variants to a single JSON schema through prompt engineering. - LLMChallenge: A powerful LLM-as-a-judge implementation that avoids hallucinations and increases accuracy for high-impact agents. It employs two LLMs that need to arrive at a consensus for any mapping value to be accepted. - SinglePass and Summarized Extraction: Cost optimization technologies built to reduce token usage by 5-10x. - Human-in-the-Loop: Designate and loop in reviewers and approvers into the feedback cycle to minimize errors and reduce operational oversight. - API Hub: Plug-and-play, prebuilt APIs for instant document data extraction - without the lengthy development cycles. - Source Document Highlighting: Technology using which the system scrolls to the right location of the source documents and highlights the portions from where the LLM has extracted the data. With Unstract, companies have realized: -\> 99.9% accurate document extraction -\> 80% Lesser Human Touchpoints -\> 90%+ Straight-Through Processing -\> 20x Boost in Operational Efficiency -\> 100% Document Context Maintained -\> 90% Reduction in Prompt Maintenance All with a platform Enterprise-Grade, out-of-the-box: with SOC 2 Type II, ISO 27001, GDPR and HIPAA compliances. ### What Do G2 Reviewers Say About Unstract? *AI-generated summary from verified user reviews* **Pros:** - Users commend the **ease of use** of Unstract, highlighting its no-code platform that simplifies complex document processing. - Users appreciate the **seamless document automation** of Unstract, boosting efficiency with no-code solutions for non-technical users. - Users value the **automated data extraction** capabilities of Unstract, enabling efficient processing of complex documents without coding. - Users value the **high accuracy** of Unstract in automating document processing and extracting structured data effortlessly. - Users commend the **responsive customer support** of Unstract, appreciating the quick implementation of requested features. **Cons:** - Users find **missing advanced features** like error notifications and version control frustrating for effective data extraction. - Users note **slow performance** during bulk extractions, particularly with large files, which can affect overall efficiency. - Users note **documentation issues** that could use improvement, though support is responsive and helpful via Slack. - Users find the **poor UI design** outdated and confusing, making the initial experience challenging to navigate. - Users face **technical issues** with Unstract, experiencing limitations in version control and inaccurate document extraction. #### What Are Recent G2 Reviews of Unstract? **"[Flexible AI-Powered Platform for Intelligent Document Processing](https://www.g2.com/survey_responses/unstract-review-12784291)"** **Rating:** 4.5/5.0 stars *— Niranjana D.* [Read full review](https://www.g2.com/survey_responses/unstract-review-12784291) --- **"[Effortless Structured Data Extraction from Complex Documents](https://www.g2.com/survey_responses/unstract-review-12193208)"** **Rating:** 4.5/5.0 stars *— Somya M.* [Read full review](https://www.g2.com/survey_responses/unstract-review-12193208) --- ### 3. [WorksBuddy](https://www.g2.com/products/worksbuddy/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 11 **Product Description:** WorksBuddy is the AI Business Operating System that replaces your fragmented tool stack with one connected platform of intelligent agents. Instead of paying for ten disconnected tools (CRM, project management, billing, e-signatures, marketing, and automation) that never talk to each other, WorksBuddy gives you six native AI agents that share data, trigger each other, and run your operations end to end. A lead lands in Lio, gets enriched and scored, hands off to Taro for follow-up tasks, fires a contract through Sigi, generates an invoice in Inzo the moment it's signed, kicks off a nurture sequence in Evox, and orchestrates everything through Revo. Zero manual handoffs. Zero forgotten steps. Built for B2B SaaS founders, agencies, and operations-heavy teams who are tired of stitching together Salesforce + Asana + QuickBooks + DocuSign + Mailchimp + Zapier and watching deals fall through the cracks. One platform. One unified data model. One subscription. Hire an AI team. Fire your tool stack. LIO (Lead Management Agent) Tagline: Never miss a lead again. Lio is the CRM and lead intelligence agent that captures, enriches, scores, and routes leads automatically. It pulls in leads from web forms, ads, LinkedIn, and CSV imports, runs AI enrichment on profile and company data, and assigns 0 to 100 lead scores based on fit and intent signals. Core capabilities: lead and pipeline management, deal tracking, company and contact records, custom fields and views, drag-and-drop web forms, follow-up scheduling, and bulk LinkedIn enrichment up to 1,000 profiles at once. AI features: lead scoring, ICP fit scoring, prospect briefs, buying signal detection, intent scoring, signing probability prediction, and AI company intelligence. 30 core features. 12 AI features. Taro (Project & Task Management Agent) Tagline: Keep your team moving. Taro is the full-stack work management agent covering tasks, sprints, Kanban, Gantt, time tracking, wiki, forms, and meetings. Built for teams that have outgrown spreadsheets but find Jira and Asana bloated. Core capabilities: rich task creation with subtasks and dependencies, four dependency types with cascade rescheduling, Kanban / List / Calendar / Gantt views, recurring tasks, task approvals, custom fields, time tracking, sprint planning, and a 17-widget dashboard with risk alerts and gamification. AI features: smart task creation from natural language, workload distribution, project completion analysis, and risk prediction with bottleneck identification. 34 core features. 4 AI features. Evox (Email Marketing & Cold Outreach Agent) Tagline: Scale your growth effortlessly. Evox is the AI-first email marketing and cold outreach agent. It combines multi-inbox infrastructure and warm-up engines (think Smartlead, Instantly) with a drag-and-drop campaign builder and a dual-AI engine that writes, personalizes, and optimizes every send. Core capabilities: multi-step drip campaigns, A/B testing, lead segments, multi-provider SMTP, timezone-aware scheduling, deliverability monitoring, peer-to-peer warm-up network, and a unified inbox for replies. AI features: AI personalization engine, pre-send spam check, "Ask with AI" HTML email generator, content enhancement, auto A/B variant generator, behavior-triggered campaigns, send time optimization, and campaign ROI prediction. 26 core features. 9 AI features. Sigi (E-Signature & Contract Intelligence Agent) Tagline: Close deals faster. Sigi is the enterprise e-signature platform with sequential and parallel signing workflows, immutable audit trails, and AI that reads every contract before you sign it. A full DocuSign and PandaDoc replacement built natively into the WorksBuddy stack. Core capabilities: PDF / DOCX / image upload, document templates, sequential and parallel signing, self-sign, approval workflows, public sign forms, signature fields with precise positioning, SHA-256 document hashing, geolocation tracking, certificate of completion, and Lio CRM sync. AI features: clause intelligence, missing clause detection, risk analysis with severity scoring, and signing behavior analysis to predict at-risk agreements. 22 core features. 4 AI features. Inzo (Billing & Finance Agent) Tagline: Get paid on time, every time. Inzo handles invoicing, payments, accounts receivable, and financial reporting. It auto-generates invoices from Taro time logs, Sigi contract completions, or Lio deal wins, then chases payment through escalating reminder sequences without anyone lifting a finger. Core capabilities: invoice creation and management, multi-currency support, recurring billing, payment tracking, expense tracking, accounts receivable with aging buckets, financial reports, client payment profiles, and native integrations with Taro, Sigi, and Lio. AI features: OCR invoice scanning, cash flow forecasting, customer payment behavior analysis, payment reliability scoring, AI escalation advice, and AR aging analysis. 12 core features. 6 AI features. Revo (Workflow Automation Agent) Tagline: Stop doing the same thing twice. Revo is the workflow automation agent and connective tissue of WorksBuddy. Describe a workflow in plain English and Revo builds it. Connect 1,000+ apps via Pipedream, integrate all five sibling agents, and run automations on any trigger without writing a line of code. A native Zapier and Make replacement with enterprise-grade execution. Core capabilities: AI workflow generation, drag-and-drop visual canvas, 7 node types (Trigger, Action, Condition, Loop, Delay, Transform, End), 5 workflow architectures, JSON import/export, variables and encrypted secrets, webhook and schedule triggers, and 70+ pre-built actions across all internal agents. Cross-agent superpowers: fires events between Lio, Taro, Sigi, Inzo, and Evox automatically. Lead won in Lio? Revo creates Taro tasks, sends a Sigi contract, generates an Inzo invoice, and triggers an Evox welcome sequence in one workflow. Powered by Temporal (the same engine running Stripe, Netflix, and Uber) for fault-tolerant execution that survives crashes and network failures. #### What Are Recent G2 Reviews of WorksBuddy? **"[A simple way to manage tasks and leads together.](https://www.g2.com/survey_responses/worksbuddy-review-12624883)"** **Rating:** 5.0/5.0 stars *— Gagan K.* [Read full review](https://www.g2.com/survey_responses/worksbuddy-review-12624883) --- **"[Stop Juggling with Multiple Tools - WorksBuddy Does It All](https://www.g2.com/survey_responses/worksbuddy-review-12631229)"** **Rating:** 5.0/5.0 stars *— sakshi d.* [Read full review](https://www.g2.com/survey_responses/worksbuddy-review-12631229) --- ### 4. [Arkham](https://www.g2.com/products/arkham/reviews) **Average Rating:** 4.9/5.0 **Total Reviews:** 8 **Product Description:** Arkham is a Data & AI Platform that helps mid-market and large enterprises: -Unify fragmented systems and data -Build a single source of trusted operational metrics -Solve complex challenges with AI models tailored to their operations Business and technology teams at companies like Circle K and Kimberly Clark partner with us to accelerate their AI transformation roadmap. From simplifying access to business intelligence to automating complex processes, our customers, from retail to infrastructure, partner with us to achieve high-impact operational results, fast and at a fraction of the cost of internal development. #### What Are Recent G2 Reviews of Arkham? **"[Centralized Platform for the Democratization of Big Data and AI](https://www.g2.com/survey_responses/arkham-review-11435410)"** **Rating:** 4.5/5.0 stars *— YAN G.* [Read full review](https://www.g2.com/survey_responses/arkham-review-11435410) --- **"[A platform that’s truly made a difference for our team — reliable, efficient, and incredibly useful](https://www.g2.com/survey_responses/arkham-review-11450210)"** **Rating:** 5.0/5.0 stars *— Lourdes H.* [Read full review](https://www.g2.com/survey_responses/arkham-review-11450210) --- ### 5. [GEOMetrics (Former LLMO Metrics)](https://www.g2.com/products/geometrics-former-llmo-metrics/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 8 **Product Description:** GEO Metrics is an AI Search Analytics platform that helps brands and agencies understand, measure, and improve their visibility across AI-powered answer engines like ChatGPT, Gemini, and Perplexity. The platform enables you to: Identify which prompts your brand appears in Analyze which competitors are being recommended Understand the sources AI uses to generate responses Discover new visibility opportunities in AI Search Track the evolution of your presence across AI answer engines GEO Metrics turns a complex and opaque process into actionable data, helping marketing, SEO, and growth teams adapt to a new acquisition layer: being recommended by AI. #### What Are Recent G2 Reviews of GEOMetrics (Former LLMO Metrics)? **"[Intuitive and Effective for Brand Performance](https://www.g2.com/survey_responses/geometrics-former-llmo-metrics-review-12774790)"** **Rating:** 4.5/5.0 stars *— Alejandro M.* [Read full review](https://www.g2.com/survey_responses/geometrics-former-llmo-metrics-review-12774790) --- **"[Quick and Effective Support, Excellent Integrations](https://www.g2.com/survey_responses/geometrics-former-llmo-metrics-review-12686478)"** **Rating:** 5.0/5.0 stars *— Javier M.* [Read full review](https://www.g2.com/survey_responses/geometrics-former-llmo-metrics-review-12686478) --- ### 6. [Humanizer.org](https://www.g2.com/products/humanizer-org/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 8 **Product Description:** Humanizer.org is an advanced AI humanizer, reshaping AI-generated content into engaging, authentic language. Through the analysis of countless data points, it emulates human conversational patterns, enriching the quality of AI text. Valued by students, content creators, business professionals, and SEO specialists, it elevates AI-written content to improve user interaction and boost Google rankings. Unlike ordinary paraphrasing tools, Humanizer.org incorporates human-like thought patterns, creating unique, natural-sounding content that evades plagiarism checkers. With multilingual support, it empowers users to generate content in their native language, fostering broader audience engagement. #### What Are Recent G2 Reviews of Humanizer.org? **"[Best AI Text humanizer in Market](https://www.g2.com/survey_responses/humanizer-org-review-11211304)"** **Rating:** 5.0/5.0 stars *— Verified User in Computer Software* [Read full review](https://www.g2.com/survey_responses/humanizer-org-review-11211304) --- **"[Ideal tool for making AI-generated content sound original](https://www.g2.com/survey_responses/humanizer-org-review-11908068)"** **Rating:** 4.5/5.0 stars *— Vishwajeet M.* [Read full review](https://www.g2.com/survey_responses/humanizer-org-review-11908068) --- ### 7. [SMS-iT](https://www.g2.com/products/sms-it/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 8 **Product Description:** SMS-iT (SE-Mi Sentient iT) is an advanced Agentic AI-powered RAAS (Results-as-a-Service) platform designed to automate and streamline business operations across sales, marketing, and management. Unlike traditional CRM tools, SMS-iT combines CRM, ERP, and over 60 integrated microservices into a single comprehensive solution. By leveraging intelligent automation, businesses benefit from autonomous customer acquisition, enhanced customer engagement, predictive analytics, and real-time decision-making. Its unified communication system seamlessly integrates SMS, MMS, email, voice, video, and social media, ensuring consistent, personalized interactions across all customer touchpoints. SMS-iT’s flexible architecture allows businesses to customize their own automation stack, significantly reducing operational complexity and overhead costs. With SMS-iT, organizations scale efficiently, close deals faster, and deliver measurable, predictable outcomes, freeing up teams to focus strategically on driving growth and innovation. ### What Do G2 Reviewers Say About SMS-iT? *AI-generated summary from verified user reviews* **Pros:** - Users praise the **ease of use** of SMS-iT, enhancing their ability to engage effectively with their audience. - Users praise SMS-iT for its **ease of use and powerful automation tools** , greatly enhancing engagement and outreach strategies. - Users appreciate the **automation tools** of SMS-iT, simplifying targeted messaging for effective voter engagement. - Users commend the **efficiency** of SMS-iT for enhancing outreach strategies and optimizing campaign performance effortlessly. - Users commend the **great customer service** of SMS-iT, enhancing their overall experience with the product. **Cons:** - Users find the **UI/UX improvements** necessary, as the current design complicates their interaction with SMS-iT. - Users find the **account setup process complex** , though customer service is helpful during the initial stages. - Users feel that SMS-iT has too many **development challenges** , urging a focus on improving UI and UX. - Users report that certain **missing features** like power dialer and IVR significantly hinder the functionality of SMS-iT. #### What Are Recent G2 Reviews of SMS-iT? **"[SMS-iT: A Game-Changer for Political Campaigns](https://www.g2.com/survey_responses/sms-it-review-10686387)"** **Rating:** 5.0/5.0 stars *— Wes N.* [Read full review](https://www.g2.com/survey_responses/sms-it-review-10686387) --- **"[Good Appointment Application](https://www.g2.com/survey_responses/sms-it-review-8639670)"** **Rating:** 5.0/5.0 stars *— Jagdarshan S.* [Read full review](https://www.g2.com/survey_responses/sms-it-review-8639670) --- ### 8. [Malanta.ai](https://www.g2.com/products/malanta-ai/reviews) **Average Rating:** 4.8/5.0 **Total Reviews:** 11 **Product Description:** Malanta provides an AI-powered platform that predicts and prevents cyberattacks by identifying and disrupting threats before breaches occur. #### What Are Recent G2 Reviews of Malanta.ai? **"[AI-Based Threat Visibility Enhancing Security Operations Throughout Travel Sector](https://www.g2.com/survey_responses/malanta-ai-review-12827596)"** **Rating:** 4.5/5.0 stars *— Emma W.* [Read full review](https://www.g2.com/survey_responses/malanta-ai-review-12827596) --- **"[Strong early threat detection tool improving proactive cybersecurity operations](https://www.g2.com/survey_responses/malanta-ai-review-12652334)"** **Rating:** 5.0/5.0 stars *— Carlos R.* [Read full review](https://www.g2.com/survey_responses/malanta-ai-review-12652334) --- ### 9. [Milestone](https://www.g2.com/products/milestone-milestone/reviews) **Average Rating:** 5.0/5.0 **Total Reviews:** 7 **Product Description:** Milestone leads global organizations through their movement towards GenAI adoption, taking them from the trial phase to the triumph phase. We provide the highest-resolution contribution data that doesn’t just tell you the current impact of GenAI on development velocity and code quality but provides data-driven insights to optimize your GenAI investments and 10x its contribution across your company. GenAI is not just here to stay, it’s here to be a difference maker. We ensure your organization embraces it with full confidence and visibility to get an edge over the competition. #### What Are Recent G2 Reviews of Milestone? **"[Exceptional Insights for Measuring GenAI ROI](https://www.g2.com/survey_responses/milestone-review-11971595)"** **Rating:** 5.0/5.0 stars *— Amit B.* [Read full review](https://www.g2.com/survey_responses/milestone-review-11971595) --- **"[Amazing tool that really allows me to see what’s happening in my teams.](https://www.g2.com/survey_responses/milestone-review-11235346)"** **Rating:** 5.0/5.0 stars *— Matan F.* [Read full review](https://www.g2.com/survey_responses/milestone-review-11235346) --- ### 10. [Openai](https://www.g2.com/products/openai/reviews) **Average Rating:** 3.9/5.0 **Total Reviews:** 7 **Product Description:** OpenAI Academy is a comprehensive educational platform designed to empower individuals and organizations to effectively harness the transformative power of artificial intelligence (AI). Through a blend of expert-led workshops, community-driven discussions, and a rich repository of digital content, the Academy caters to a diverse audience, ranging from AI novices to seasoned professionals. Its mission is to democratize AI knowledge, ensuring that participants from all backgrounds can confidently integrate AI into their personal and professional endeavors. Key Features and Functionality: - Expert & Community-Led Learning: Participants engage with OpenAI experts and external innovators to explore real-world AI applications and stay updated on the latest industry trends. - Connections & Collaboration: The platform fosters meaningful relationships through discussions, shared learning experiences, and community-driven projects, enabling collaboration among peers, innovators, and industry leaders. - Events: OpenAI Academy hosts a variety of virtual and in-person events, including workshops and speaker series, to facilitate continuous learning and networking opportunities. - Knowledge Hub: A comprehensive repository of resources, including quick videos, tutorials, and articles, covers topics from foundational AI literacy to advanced integration techniques for engineers. - Community Groups: Participants can connect with peers based on shared interests or geographic location, promoting discussions, collaborative learning, and joint projects. - Certification Programs: The Academy plans to offer certifications for different levels of AI proficiency, from basic prompt engineering to advanced AI-enabled work, with pilot programs expected to launch in late 2025 or early 2026. Primary Value and Solutions Provided: OpenAI Academy addresses the growing need for accessible and comprehensive AI education. By offering a structured learning environment that combines expert insights with community engagement, the Academy enables participants to: - Enhance Creativity and Productivity: Learn to apply AI tools to solve complex problems, streamline workflows, and boost creative endeavors. - Stay Informed: Keep abreast of new AI products and cutting-edge solutions directly from OpenAI experts, ensuring readiness to innovate in various fields. - Build Collaborative Networks: Establish connections with peers and industry leaders, fostering a collaborative community that drives innovation and shared learning. - Gain Actionable Insights: Access a wealth of resources and events that provide practical knowledge and skills applicable to real-world scenarios. By democratizing access to AI knowledge, OpenAI Academy empowers individuals and organizations to confidently integrate AI into their lives, work, and communities, ensuring that the benefits of artificial intelligence are accessible to all. #### What Are Recent G2 Reviews of Openai? **"[Rapid Enterprise AI Delivery with OpenAI’s Powerful APIs](https://www.g2.com/survey_responses/openai-review-12599224)"** **Rating:** 4.5/5.0 stars *— Jerrid C.* [Read full review](https://www.g2.com/survey_responses/openai-review-12599224) --- **"[A Helpful AI for Daily Productivity](https://www.g2.com/survey_responses/openai-review-12599749)"** **Rating:** 5.0/5.0 stars *— Lavi G.* [Read full review](https://www.g2.com/survey_responses/openai-review-12599749) --- ### 11. [AI Ad Maker](https://www.g2.com/products/ai-ad-maker/reviews) **Average Rating:** 4.8/5.0 **Total Reviews:** 6 **Product Description:** Turn URL to engaging AI product video ads with AI Ad Generator. Explore free AI avatars generator with lip sync, and access insights from AI ads library. #1 AI social media ad generator, easily create AI video ad in clicks. Create AI avatar for free, and turn URL into product video ad with AI. Diverse advertisement templates and advertisement poster online. #### What Are Recent G2 Reviews of AI Ad Maker? **"[Fast, easy, and practical—AI Ad Maker make my work easier.](https://www.g2.com/survey_responses/ai-ad-maker-review-11983633)"** **Rating:** 5.0/5.0 stars *— 冰冰 B.* [Read full review](https://www.g2.com/survey_responses/ai-ad-maker-review-11983633) --- **"[AI Ad Maker is an easy tool for creating ads fast and clean](https://www.g2.com/survey_responses/ai-ad-maker-review-12235725)"** **Rating:** 5.0/5.0 stars *— Berlin o.* [Read full review](https://www.g2.com/survey_responses/ai-ad-maker-review-12235725) --- ### 12. [Arcade.dev](https://www.g2.com/products/arcade-dev/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 6 **Product Description:** Arcade.dev is the industry's first MCP runtime enabling AI to take secure, real-world actions. As the MCP runtime, Arcade is uniquely able to deliver secure agent authorization, high-quality tools, and centralized governance. Arcade helps teams at some of the largest organizations deploy multi-user AI agents that take actions across any system with granular permissions and complete visibility—no complex infrastructure required. Learn more and try it for free at www.arcade.dev. #### What Are Recent G2 Reviews of Arcade.dev? **"[Effortless AI Integration with Robust Security](https://www.g2.com/survey_responses/arcade-dev-review-12585990)"** **Rating:** 5.0/5.0 stars *— Jan M.* [Read full review](https://www.g2.com/survey_responses/arcade-dev-review-12585990) --- **"[Arcade Makes AI Agents Truly Work Across Enterprise Systems](https://www.g2.com/survey_responses/arcade-dev-review-12439597)"** **Rating:** 5.0/5.0 stars *— Michael J.* [Read full review](https://www.g2.com/survey_responses/arcade-dev-review-12439597) --- ### 13. [Echo](https://www.g2.com/products/echo-echo/reviews) **Average Rating:** 4.9/5.0 **Total Reviews:** 8 **Product Description:** Vulnerability-free container base images that are automatically patched, hardened, and FIPS-validated. ### What Do G2 Reviewers Say About Echo? *AI-generated summary from verified user reviews* **Pros:** - Users commend Echo for its **automation capabilities** , significantly enhancing security and operational efficiency in development processes. - Users value the **seamless integration** of Echo, which enhances security while streamlining their existing processes. - Users commend the **seamless onboarding** process of Echo, enhancing security and reducing operational risks efficiently. - Users value the **automated remediation guidance** of Echo, enhancing compliance and reducing risk without code changes. - Users value the **reduced organizational risk** with Echo's seamless integration and automated vulnerability remediation, enhancing engineer productivity. #### What Are Recent G2 Reviews of Echo? **"[Echo reduced our container CVEs by 90%](https://www.g2.com/survey_responses/echo-review-12439220)"** **Rating:** 5.0/5.0 stars *— Chris L.* [Read full review](https://www.g2.com/survey_responses/echo-review-12439220) --- **"[Echo saves our security team dozens of hours each month](https://www.g2.com/survey_responses/echo-review-12561244)"** **Rating:** 5.0/5.0 stars *— Verified User in Information Technology and Services* [Read full review](https://www.g2.com/survey_responses/echo-review-12561244) --- ### 14. [atypica.AI](https://www.g2.com/products/atypica-ai/reviews) **Average Rating:** 4.2/5.0 **Total Reviews:** 5 **Product Description:** Atypica is an AI-powered market research platform that helps teams understand real consumer motivations faster and at scale. Instead of relying solely on surveys or manual interviews, Atypica uses AI personas to simulate realistic consumer thinking, decision-making, and emotional responses. Users can run AI-led interviews, concept tests, and exploratory research to uncover insights around user needs, preferences, and pain points within minutes. The platform supports idea validation, audience understanding, positioning exploration, and early-stage research without lengthy setup or participant recruitment. Atypica is designed for founders, marketers, product teams, and researchers who need actionable consumer insights quickly, enabling faster decisions and iteration with significantly lower time and cost than traditional research methods. #### What Are Recent G2 Reviews of atypica.AI? **"[Atypica Transformed Our Roadmap—40% Retention Boost and Copy-Paste Messaging](https://www.g2.com/survey_responses/atypica-ai-review-12329241)"** **Rating:** 5.0/5.0 stars *— Verified User in Market Research* [Read full review](https://www.g2.com/survey_responses/atypica-ai-review-12329241) --- **"[Helped Us Identify the Real Buyer and Improve Messaging Fast](https://www.g2.com/survey_responses/atypica-ai-review-12306550)"** **Rating:** 4.5/5.0 stars *— Joeh H.* [Read full review](https://www.g2.com/survey_responses/atypica-ai-review-12306550) --- ### 15. [BHuman.ai](https://www.g2.com/products/bhuman-ai/reviews) **Average Rating:** 4.8/5.0 **Total Reviews:** 5 **Product Description:** BHuman.ai is an AI software that allows you to personalize videos at scale. It takes one template video (recorded by you or chosen from our library) and personalizes it to hundreds of custom videos by mimicking your face and voice. Simply put, BHuman.ai allows you to communicate with hundreds of people personally by the time it takes to communicate with one. ### What Do G2 Reviewers Say About BHuman.ai? *AI-generated summary from verified user reviews* **Pros:** - Users love the **personalized video creation** feature of BHuman.ai, enhancing their outreach efficiency and engagement. - Users appreciate the **efficiency of automation** with BHuman.ai, transforming video outreach for mass engagement effortlessly. - Users value the **time-saving features** of BHuman.ai, streamlining outreach and enhancing communication efficiency. - Users appreciate the **work simplification** offered by BHuman.ai, streamlining outreach with personalized, automated video messaging. - Users are impressed with the **AI features** of BHuman.ai, especially the time-saving tools like AI studio and templates. **Cons:** - Users find the **costly Zappier integration** a drawback, preferring more affordable options for their needs. - Users note the **plan limitations** of BHuman.ai, particularly preferring alternatives to the costly Zappier integration. #### What Are Recent G2 Reviews of BHuman.ai? **"[Review of great video marketing tool: BHuman.ai](https://www.g2.com/survey_responses/bhuman-ai-review-10529284)"** **Rating:** 4.5/5.0 stars *— Peter G.* [Read full review](https://www.g2.com/survey_responses/bhuman-ai-review-10529284) --- **"[These guys rock....Fast growing app](https://www.g2.com/survey_responses/bhuman-ai-review-8779017)"** **Rating:** 4.5/5.0 stars *— David K.* [Read full review](https://www.g2.com/survey_responses/bhuman-ai-review-8779017) --- ### 16. [inviol](https://www.g2.com/products/inviol/reviews) **Average Rating:** 5.0/5.0 **Total Reviews:** 5 **Product Description:** inviol is an occupational health and safety (OHS) platform that uses computer vision AI to detect workplace hazards, prevent incidents, and build proactive safety cultures in high-risk operational environments. Designed for EHS managers, safety teams, and site leaders in warehousing, logistics, cold storage, manufacturing, and retail, inviol works with your existing CCTV cameras to monitor for unsafe behaviours and near-misses in real time. When a safety event is detected, the platform automatically alerts the relevant team member and captures video evidence, turning every safety event into a practical coaching opportunity rather than a retrospective investigation. inviol helps organisations reduce workplace incidents, meet health and safety compliance requirements, and move from reactive to proactive safety management without replacing existing infrastructure or disrupting operations. Trusted by enterprise customers including Woolworths, Americold, Quantas, NZ Post, The Warehouse Group, Linfox, and Placemakers. #### What Are Recent G2 Reviews of inviol? **"[R.E.A.C.H - Risk Engagement and Awareness Communication Hub](https://www.g2.com/survey_responses/inviol-review-12778242)"** **Rating:** 5.0/5.0 stars *— Neil S.* [Read full review](https://www.g2.com/survey_responses/inviol-review-12778242) --- **"[How Inviol assisted our business. Hoping to adopt across all of our business units](https://www.g2.com/survey_responses/inviol-review-12572454)"** **Rating:** 5.0/5.0 stars *— Stephen S.* [Read full review](https://www.g2.com/survey_responses/inviol-review-12572454) --- ### 17. [Meta](https://www.g2.com/products/meta-ai-meta/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 5 **Product Description:** Meta AI is a leading artificial intelligence research and development organization dedicated to advancing the field of AI through open research and collaboration. As part of Meta (formerly Facebook), Meta AI focuses on creating innovative AI technologies that enhance user experiences across various platforms and applications. Key Features and Functionality: - Open Research Initiatives: Meta AI conducts cutting-edge research in areas such as computer vision, natural language processing, and machine learning, contributing to the broader AI community. - AI-Powered Products: The organization develops AI technologies that power features in Meta's products, including content moderation, personalized recommendations, and augmented reality experiences. - Collaborative Tools: Meta AI provides tools and platforms that enable developers and researchers to build and deploy AI models efficiently. Primary Value and User Solutions: Meta AI aims to push the boundaries of artificial intelligence to create more intuitive and engaging user experiences. By integrating advanced AI technologies into Meta's suite of products, it enhances content relevance, improves communication tools, and fosters innovative applications in augmented and virtual reality. For developers and researchers, Meta AI offers resources and platforms to accelerate AI development, promoting collaboration and innovation within the AI community. #### What Are Recent G2 Reviews of Meta? **"[Best SM channels, Clear Social Media Calendar, and Free AI Video: Needs better support](https://www.g2.com/survey_responses/meta-review-12677247)"** **Rating:** 4.0/5.0 stars *— Leonardo S.* [Read full review](https://www.g2.com/survey_responses/meta-review-12677247) --- **"[Unmatched Reach and Creative Flexibility Across the Meta Ecosystem](https://www.g2.com/survey_responses/meta-review-12772356)"** **Rating:** 5.0/5.0 stars *— Vidur S.* [Read full review](https://www.g2.com/survey_responses/meta-review-12772356) --- ### 18. [Orcapulse](https://www.g2.com/products/orcapulse/reviews) **Average Rating:** 5.0/5.0 **Total Reviews:** 5 **Product Description:** Automate your marketing, calls, and follow-ups in one powerful platform. Simplify your workflow and grow your business with intelligent automation tools designed for efficiency. #### What Are Recent G2 Reviews of Orcapulse? **"[Game-Changing AI Tool That Boosts Productivity and Efficiency](https://www.g2.com/survey_responses/orcapulse-review-12404303)"** **Rating:** 5.0/5.0 stars *— ALEXA S.* [Read full review](https://www.g2.com/survey_responses/orcapulse-review-12404303) --- **"[Revolutionized Our Lead Management with Seamless Automation](https://www.g2.com/survey_responses/orcapulse-review-12432821)"** **Rating:** 5.0/5.0 stars *— Gaurav L.* [Read full review](https://www.g2.com/survey_responses/orcapulse-review-12432821) --- ### 19. [Timetics.ai](https://www.g2.com/products/timetics-ai/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 5 **Product Description:** Timetics.ai is an appointment scheduling and time monetization platform designed for individuals, teams, and small businesses that rely on appointments and time-based services. It helps professionals automate bookings, manage availability, accept online payments, and turn their time into structured, predictable revenue. Traditional scheduling often creates unnecessary friction - manual coordination, double bookings, missed appointments, and revenue leakage. Timetics solves this with a streamlined online booking system that allows customers to schedule services instantly based on real-time availability. Automated confirmations, reminders, and rescheduling workflows reduce no-shows and eliminate back-and-forth communication. The platform supports both solo professionals and growing teams. Users can define services, set pricing, configure working hours, manage multiple staff members, and centralize operations from a unified dashboard. Secure payment integrations allow businesses to collect payments at the time of booking, improving cash flow and reducing administrative work. For small businesses looking to scale efficiently, Timetics provides structured scheduling, automation, and reporting tools that help track bookings, customer activity, and revenue performance. Whether you’re an independent professional, a collaborative team, or a small service-based business, Timetics simplifies scheduling and maximizes the value of every available time slot. #### What Are Recent G2 Reviews of Timetics.ai? **"[A Reliable All-in-One Booking Tool](https://www.g2.com/survey_responses/timetics-ai-review-12606300)"** **Rating:** 5.0/5.0 stars *— Samsuddoha S.* [Read full review](https://www.g2.com/survey_responses/timetics-ai-review-12606300) --- **"[Timetics Made Scheduling Setup Easy, Great Documentation and Responsive Support](https://www.g2.com/survey_responses/timetics-ai-review-12606856)"** **Rating:** 4.0/5.0 stars *— Monzur A.* [Read full review](https://www.g2.com/survey_responses/timetics-ai-review-12606856) --- ### 20. [Arxiv](https://www.g2.com/products/arxiv/reviews) **Average Rating:** 5.0/5.0 **Total Reviews:** 4 **Product Description:** arXiv is a free distribution service and an open-access archive for scholarly articles in the fields of physics, mathematics, computer science, quantitative biology, quantitative finance, statistics, electrical engineering, systems science, and economics. Established in 1991, it serves as a repository for research papers, allowing scientists to share their findings with the global community prior to formal peer review. Key Features and Functionality: - Open Access Repository: Provides unrestricted access to a vast collection of research papers across multiple scientific disciplines. - Preprint Submission: Allows researchers to submit their manuscripts before formal peer review, facilitating early dissemination of findings. - Comprehensive Search Tools: Offers advanced search capabilities to navigate through a large database of scholarly articles. - Daily Updates: Regularly updated with new submissions, ensuring the latest research is readily available. - Community Moderation: Maintains quality through a moderation system overseen by subject experts. Primary Value and User Solutions: arXiv addresses the need for rapid and open dissemination of scientific knowledge. By providing a platform where researchers can share their work without barriers, it accelerates the pace of scientific discovery and collaboration. Users benefit from immediate access to cutting-edge research, fostering a more interconnected and informed scientific community. #### What Are Recent G2 Reviews of Arxiv? **"[Essential open-access preprint repository for rapid dissemination](https://www.g2.com/survey_responses/arxiv-review-12255046)"** **Rating:** 5.0/5.0 stars *— Verified User in Computer Software* [Read full review](https://www.g2.com/survey_responses/arxiv-review-12255046) --- **"[Top-Notch Security and Exceptional Customer Care](https://www.g2.com/survey_responses/arxiv-review-12613049)"** **Rating:** 5.0/5.0 stars *— nick g.* [Read full review](https://www.g2.com/survey_responses/arxiv-review-12613049) --- ### 21. [Geekflare Connect](https://www.g2.com/products/geekflare-connect/reviews) **Average Rating:** 4.9/5.0 **Total Reviews:** 4 **Product Description:** Geekflare Connect is an AI workspace for modern businesses to reduce AI spending and collaborate with the entire team. It provides a collaborative suite of features where your entire team can chat with leading AI models. You can bring your own AI API keys and chat with multiple models at once, share prompts, augment LLM response with Internet to get real-time data, perform deep research and a lot more. In a world where new AI models are released constantly, Geekflare AI ensures your business stays agile. Instead of being locked into a single ecosystem, your team can choose the best model for any task. Key Features & Benefits: - Access Multiple AI Models: Seamlessly switch between top-tier AI models from providers like OpenAI, Google, Anthropic, Perplexity, and more, all within a single interface. - Built for Team Collaboration: Onboard your entire organization, from marketing and sales to development and support. Work together in a shared environment, manage user access, and maintain a centralized history of your AI-powered work. - Flexible Access with Geekflare Connect (BYOK): Already have API keys from AI providers? Plug them into Geekflare Connect to leverage your existing agreements while benefiting from our collaborative platform. You maintain full control over your usage and billing. - Centralized AI Workspace: Stop siloed conversations and scattered prompts. Geekflare AI provides a single source of truth for your team's AI interactions, improving efficiency and knowledge sharing. Geekflare Connect is more than just a chat interface; it's a strategic tool that centralizes, manages, and scales your company's adoption of artificial intelligence at lower cost. #### What Are Recent G2 Reviews of Geekflare Connect? **"[Multi-Model Comparison Makes Geekflare Connect Stand Out](https://www.g2.com/survey_responses/geekflare-connect-review-11945988)"** **Rating:** 5.0/5.0 stars *— Dhruv P.* [Read full review](https://www.g2.com/survey_responses/geekflare-connect-review-11945988) --- **"[Great Centralized AI Access, but Onboarding Takes Time](https://www.g2.com/survey_responses/geekflare-connect-review-11811965)"** **Rating:** 4.5/5.0 stars *— Nitish S.* [Read full review](https://www.g2.com/survey_responses/geekflare-connect-review-11811965) --- ### 22. [Mexty](https://www.g2.com/products/mexty/reviews) **Average Rating:** 4.8/5.0 **Total Reviews:** 18 **Product Description:** Mexty is a no-code, AI-powered authoring platform that helps educators, instructional designers, trainers, and parents create interactive, personalized learning content in minutes. Built to simplify and accelerate instructional design, Mexty lets you generate lessons, quizzes, and activities from a prompt, refine them with an intuitive drag-and-drop editor, and export SCORM-compliant packages for any LMS. Personalization is at the core: adapt content to different learning styles, levels, and paces, and add multimedia, branching, and gamified elements to boost engagement. Ready-made templates and smart automation reduce manual work, so teams can focus on pedagogy, not production. A collaborative workspace supports co-creation, versioning, and reusable libraries, making it easy to standardize quality across courses and programs. Mexty fits K–12, higher-education, and corporate L&D alike—whether you’re building full courses, microlearning, or quick practice activities. Content can be shared for classroom use, remote learning, or self-study, and integrates seamlessly via SCORM with platforms like Moodle, Canvas, Blackboard, TalentLMS, Docebo, Cornerstone, and more. For richer experiences, Mexty also supports gamification and, via its companion Mext.app, immersive 3D learning scenarios. Why Mexty - AI content generation and no learning curve - Drag-and-drop editing with multimedia and branching - SCORM 1.2/2004 export for any LMS - Templates, reuse, and collaboration to save time - Personalized, learner-centric experiences at scale Mexty makes modern course creation faster, easier, and more effective—so every learner gets content that truly fits. ### What Do G2 Reviewers Say About Mexty? *AI-generated summary from verified user reviews* **Pros:** - Users value the **intuitive and flexible interactive content** of Mexty, enhancing engagement and streamlining the learning process. - Users find Mexty to be **incredibly easy to use** , enabling rapid and customized course creation with AI assistance. - Users love the **interactive learning** features of Mexty, enhancing engagement and enjoyment in the educational experience. - Users love the **easy creation** process of Mexty, enabling quick production of polished, engaging learning content. - Users value the **fast and engaging content creation** of Mexty, enhancing their e-learning experience significantly. **Cons:** - Users desire **greater customization options** on Mexty to better reflect diverse teaching styles and artistic expressions. - Users face **navigation issues** due to unclear features and small icons, making exploration time-consuming at first. - Users note the **poor quality** of Mexty’s AI, finding it inconsistent, especially with screen reader accessibility. - Users find that the **access issues** for screen readers make Mexty less user-friendly and less accessible. - Users find that the **access restrictions** for screen readers on Mexty could be improved for better usability. #### What Are Recent G2 Reviews of Mexty? **"[Intuitive and Customizable Tool for e-Learning Development](https://www.g2.com/survey_responses/mexty-review-12780154)"** **Rating:** 5.0/5.0 stars *— Millicent W.* [Read full review](https://www.g2.com/survey_responses/mexty-review-12780154) --- **"[Eyelash Extension Training, quick creation and possibility of passive income](https://www.g2.com/survey_responses/mexty-review-12803593)"** **Rating:** 4.5/5.0 stars *— lina b.* [Read full review](https://www.g2.com/survey_responses/mexty-review-12803593) --- ### 23. [Abnormal AI](https://www.g2.com/products/abnormal-ai/reviews) **Average Rating:** 4.8/5.0 **Total Reviews:** 71 **Product Description:** Abnormal AI is the leading AI-native human behavior security platform, leveraging machine learning to stop sophisticated inbound attacks and detect compromised accounts across email and connected applications. The anomaly detection engine leverages identity and context to understand human behavior and analyze the risk of every cloud email event--detecting and stopping sophisticated, socially-engineered attacks that target the human vulnerability. You can deploy Abnormal in minutes with an API integration for Microsoft 365 or Google Workspace and experience the full value of the platform instantly. Additional protection is available for Slack, Workday, ServiceNow, Zoom, and multiple other cloud applications. Abnormal is currently trusted by more than 3,200 organizations, including over 25% of the Fortune 500, as it continues to redefine how cybersecurity works in the age of AI. For more information, please visit abnormal.ai ### What Do G2 Reviewers Say About Abnormal AI? *AI-generated summary from verified user reviews* **Pros:** - Users find Abnormal AI's **ease of use** impressive, allowing simple setup and effective email protection without hassle. - Users commend the **responsive customer support** of Abnormal AI, appreciating its timely help and effective communication. - Users highlight the **easy setup** of Abnormal AI, appreciating its seamless integration and intuitive deployment process. - Users praise the **high detection efficiency** of Abnormal AI, effectively blocking advanced email threats and anomalies. - Users value the **advanced threat detection** of Abnormal AI, which significantly enhances email security and saves time. **Cons:** - Users note **email filtering issues** with Abnormal AI, including persisting filter settings and occasional legitimate emails being flagged. - Users experience **email issues** with Abnormal AI, including brief email visibility before remediation and occasional confusion over flagged messages. - Users experience **false positives** with Abnormal AI, leading to confusion and the need for manual review in some cases. - Users feel that the **limited reporting** capabilities hinder their experience, especially with filtering settings and insights. - Users wish for **proactive email intervention** as Abnormal AI processes emails after delivery, causing brief visibility issues. #### What Are Recent G2 Reviews of Abnormal AI? **"[Transforms Phishing Defense with Ease and Excellence](https://www.g2.com/survey_responses/abnormal-ai-review-12790913)"** **Rating:** 5.0/5.0 stars *— Kurt G.* [Read full review](https://www.g2.com/survey_responses/abnormal-ai-review-12790913) --- **"[Flawless Protection with Insightful Reporting](https://www.g2.com/survey_responses/abnormal-ai-review-12811299)"** **Rating:** 5.0/5.0 stars *— Roberto G.* [Read full review](https://www.g2.com/survey_responses/abnormal-ai-review-12811299) --- ### 24. [Alie](https://www.g2.com/products/alie/reviews) **Average Rating:** 4.8/5.0 **Total Reviews:** 4 **Product Description:** Suggest IQ is Muvi’s AI-powered Recommendation Engine useful for website & mobile applications. Suggest IQ captures and analyzes user data to make accurate product/content recommendations in real-time as per individual user’s tastes and preferences. Best suited for streaming services, e-commerce sites, and EdTech portals, Suggest IQ is known for hassle-free integration and commits to 100% Transparent data usage. ### What Do G2 Reviewers Say About Alie? *AI-generated summary from verified user reviews* **Pros:** - Users value the **personalized recommendations** from Alie, enhancing their experience through tailored suggestions based on their data. #### What Are Recent G2 Reviews of Alie? **"[Instantly Deployable, Fast, and Secure](https://www.g2.com/survey_responses/alie-review-12681446)"** **Rating:** 5.0/5.0 stars *— Pavan A.* [Read full review](https://www.g2.com/survey_responses/alie-review-12681446) --- **"[Satisfying Daily Use with Quality Responses](https://www.g2.com/survey_responses/alie-review-12680492)"** **Rating:** 4.5/5.0 stars *— Vj P.* [Read full review](https://www.g2.com/survey_responses/alie-review-12680492) --- #### What Are G2 Users Discussing About Alie? - [What is Alie used for?](https://www.g2.com/discussions/what-is-alie-used-for) ### 25. [Casablanca.AI](https://www.g2.com/products/casablanca-ai/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 3 **Product Description:** Casablanca is an AI-based tool designed to incorporate authentic eye contact video calls. It runs on both Windows and Mac and is built to work with all video conferencing platforms like Microsoft Teams, Zoom, Google Meet etc. Casablanca.AI aims to replace the cold distance of traditional video calling with more realistic facial expressions and genuine interactions. The tool frontalizes your head as well as your gaze, so that it appears you are looking directly at your conversation partner, adding a level of authenticity to digital conversations. Notably, Casablanca frontalizes the entire head, not just the eyes. This means that even if you are looking at a second screen, the software will frontalize your face for an optimal alignment in the video. An important feature is the non-permanent staring. This means that if you look away in real-life, your gaze direction in the video will change accordingly, emulating a natural conversation. Overall, Casablanca.AI is focused on creating a real, authentic connection in video calls by mimicking the natural behavior of eye contact and facial movements. The tool currently offers a free product which can be downloaded from their website. ### What Do G2 Reviewers Say About Casablanca.AI? *AI-generated summary from verified user reviews* **Pros:** - Users love the **easy integration** of Casablanca.AI, seamlessly connecting with major platforms like Zoom and Teams. - Users love the **seamless integrations** of Casablanca.AI with major platforms, enhancing their online meeting experiences effortlessly. - Users commend the **exceptional audio quality** of Casablanca.AI, enhancing their online meeting experience significantly. - Users value the **cross-platform compatibility** of Casablanca.AI, enhancing their online meeting experience effortlessly across devices. - Users love the **ease of use** of Casablanca.AI, appreciating its simple installation on their PCs. **Cons:** - Users report **poor quality** in video output and identify several areas needing improvement for better performance. - Users express concerns about **control issues** , highlighting the need for better eye framing and head movement support. - Users face **performance issues** on older devices, limiting accessibility and optimal use of Casablanca.AI. #### What Are Recent G2 Reviews of Casablanca.AI? **"[Best Real-Time Eye Contact SW for Online Meetings](https://www.g2.com/survey_responses/casablanca-ai-review-10925248)"** **Rating:** 5.0/5.0 stars *— Guy V.* [Read full review](https://www.g2.com/survey_responses/casablanca-ai-review-10925248) --- **"[Human touch for video calls](https://www.g2.com/survey_responses/casablanca-ai-review-10292048)"** **Rating:** 4.5/5.0 stars *— Ganesh G.* [Read full review](https://www.g2.com/survey_responses/casablanca-ai-review-10292048) --- ## What Is Emerging AI Software? [Artificial Intelligence Software](https://www.g2.com/categories/artificial-intelligence) --- ## How Do You Choose the Right Emerging AI Software? ### What You Should Know About Emerging AI Software ### Emerging AI Software buying insights at a glance [Emerging AI Software](https://www.g2.com/categories/emerging-ai-software) refers to rapidly evolving platforms that help organizations experiment with and operationalize new artificial intelligence capabilities across workflows, product development, research, and automation. These platforms often combine generative AI models, workflow orchestration, and integration capabilities, enabling teams to build intelligent assistants, automate tasks, analyze data, and accelerate decision-making. Many organizations use tools from categories such as [AI agent builders software](https://www.g2.com/categories/ai-agent-builders), [generative AI tools](https://www.g2.com/categories/generative-ai), and AI Automation Software to bring these capabilities into everyday workflows. As companies look for practical ways to operationalize artificial intelligence, emerging AI software has become an important category for teams exploring new automation and intelligence-driven workflows. Organizations typically adopt emerging AI platforms to test new AI-powered workflows, improve productivity, and evaluate how automation can support business operations. Teams frequently highlight the ability to deploy AI assistants without heavy engineering involvement, connect AI capabilities to existing systems, and streamline knowledge-heavy tasks. The best emerging AI software enables teams to experiment quickly while maintaining visibility and control over prompts, integrations, and workflow logic. Many organizations also combine emerging AI tools with platforms such as [process automation software](https://www.g2.com/categories/business-automation-platforms-baps) or [bot platforms](https://www.g2.com/categories/bot-platforms) to support broader AI-driven operations. Pricing across emerging AI solutions varies widely depending on model usage, automation complexity, and integration requirements. Many vendors combine subscription pricing with usage-based costs tied to API calls, compute resources, or AI model consumption. When evaluating the best emerging AI tools, organizations often consider ease of deployment, integration support, and how easily the platform can connect with systems such as [Integration Platform as a Service (iPaaS)](https://www.g2.com/categories/ipaas) or data integration software to support larger-scale AI initiatives. ### **Top 5 FAQs from software buyers** - What should I look for when evaluating emerging AI software platforms? - Which emerging AI tools are easiest for teams to adopt without coding? - How do emerging AI platforms integrate with existing business systems? - What use cases are most common for emerging AI software in business workflows? - How quickly can organizations deploy emerging AI tools into production environments? G2’s top-rated Emerging AI Software, based on verified reviews, includes [Algolia,](https://www.g2.com/products/algolia/reviews) [Miro, Leo,](https://www.g2.com/products/miro/reviews) [Megatron-LM,](https://www.g2.com/products/megatron-lm/reviews) and [Atria AI](https://www.g2.com/products/atria-ai/reviews). ### What are the top-reviewed emerging AI software products on G2? Based on review volume in this category, these are the most-reviewed products: [Algolia](https://www.g2.com/products/algolia/reviews) - Reviews: 448 [Miro](https://www.g2.com/products/miro/reviews) - Reviews: 12513 [Leo](https://www.g2.com/products/leo-ai-leo/reviews) - Reviews: 33 [Megatron-LM](https://www.g2.com/products/megatron-lm/reviews) - Reviews: 25 [Atria AI](https://www.g2.com/products/atria-ai/reviews) - Reviews: 23 ### What I Often See in Emerging AI Software #### **Feedback Pros: What Users Consistently Appreciate** - **User-friendly interfaces make AI tools accessible for non-technical teams** - _"What I like best about Orcapulse AI is how intuitive and efficient it is. The platform makes complex tasks simple by automating workflows and delivering accurate, actionable insights in seconds. It saves a significant amount of time, improves productivity, and helps me make better decisions with data-driven recommendations. The interface is clean, user-friendly, and easy to navigate, even for non-technical users."_- [ALEXA Serrano](https://www.g2.com/products/orcapulse/reviews/orcapulse-review-12404303), Orcapulse Review - **Real-time AI responses accelerate research, automation, and workflow execution** - _"I truly appreciate Agentio's smart responses feature, which significantly enhances my daily work routine. This functionality is incredibly valuable to me, as it provides knowledge that helps me answer both broad and specific questions related to my clients and work tasks efficiently. It helps solve numerous work-related inquiries, making my workflow smoother and more informed."_ - [Danyel Powers](https://www.g2.com/products/agentio/reviews/agentio-review-12015972), Agentio Review - **Flexible AI tools enable experimentation across multiple business use cases** - _"Agentic AI as per our customer requirement customized. Omnichannel features, NLU, and LLM are add-ons. It handles specific IT Use cases, and feedback can be customized."_ - [Ratan Duari](https://www.g2.com/products/avaamo-avaamo/reviews/avaamo-review-12386681), Avaamo Review  #### **Cons: Where Many Platforms Fall Short** - **Learning curve required to understand advanced AI features and workflows** - _"While the low-code drag-and-drop interface is great for basic bots, there is a noticeable learning curve when you move into advanced flow nodes or complex custom integrations. It takes some time for a non-technical user to fully master the more 'Agentic' capabilities without initially leaning on their support team."_ - [Verified User](https://www.g2.com/products/avaamo-avaamo/reviews/avaamo-review-12328421), Avaamo Review - **Customization options can be limited for complex enterprise automation needs** - _"Some advanced customization options could be improved, particularly when designing more complex user journeys or detailed analytics views. Occasionally, reporting could be more granular, but for most use cases, it works reliably and meets expectations."_ - [Cristian Cansado](https://www.g2.com/products/phygital-plus/reviews/phygital-plus-review-12273987), Phygital Plus Review - **AI capabilities sometimes require refinement to match specific business use cases** - _"While the platform is powerful, it can struggle with highly fragmented data environments, as it is designed for organizations with more mature and structured processes. Additionally, some advanced AI features and visual components could benefit from greater customization, particularly for technical users. Certain capabilities remain locked at the backend level, limiting flexibility for more advanced use cases compared to traditional cloud platforms, which offer more control but typically require specialized teams, increased complexity, and longer development times."_ - [YAN GOUDET SEEDORF](https://www.g2.com/products/arkham/reviews/arkham-review-11435410), Arkham Review ### My Expert Takeaway on Emerging AI Software Emerging AI platforms deliver the most value when organizations treat them as experimentation and innovation environments rather than immediate end-to-end automation systems. Many teams initially adopt emerging AI software to explore how generative AI, intelligent assistants, and automation tools can improve productivity before scaling those capabilities across production workflows. Review sentiment across the category reflects strong early adoption and enthusiasm. Emerging AI platforms maintain a high average star rating of approximately 4.7 out of 5, alongside strong usability signals including 6.57 out of 7 for ease of use, 6.63 out of 7 for ease of setup, and 6.48 out of 7 for quality of support. Likelihood to recommend averages around 9.47 out of 10, indicating that many users see clear value once teams begin experimenting with emerging AI tools. Where organizations encounter challenges is often during the transition from experimentation to structured operational use. Teams frequently need time to define reliable workflows, refine AI prompts, and connect emerging AI solutions to internal systems before achieving consistent results. High-performing teams often begin with a few well-defined use cases, then gradually expand adoption as they learn which workflows benefit most from AI assistance. The best emerging AI tools are typically the ones that balance flexibility with usability. Platforms that enable teams to quickly prototype AI workflows while maintaining integration and administrative controls tend to become long-term experimentation environments as AI adoption continues to expand. ### Emerging AI Software FAQs #### Which emerging AI software suite works best for remote teams that need collaboration and automation? Remote teams evaluating emerging AI software typically prioritize platforms that reduce coordination overhead, automate repetitive workflows, and keep distributed members aligned without constant manual input. Some emerging AI platforms used by remote teams for collaboration and automation include: - [Teamsmart.ai](https://www.g2.com/products/teamsmart-ai/reviews) — An AI assistant built directly into team workflows, helping remote teams automate repetitive tasks without leaving their existing communication tools. - [Workday Platform](https://www.g2.com/products/workday-platform/reviews) — Extends AI-driven automation across HR, finance, and operations workflows, helping enterprise remote teams manage cross-functional processes with less manual coordination. - [Atria AI](https://www.g2.com/products/atria-ai/reviews) — Streamlines operational workflows using AI-first principles, helping distributed teams automate routine tasks and maintain consistency across remote environments. - [AI Ad Maker](https://www.g2.com/products/ai-ad-maker/reviews) — Automates creative production for remote marketing teams using generative AI, eliminating back-and-forth between designers and stakeholders. #### Which emerging AI software companies are growing quickly for workflow automation? Workflow automation is one of the highest-growth segments within emerging AI, as organizations increasingly look to replace manual, rule-based processes with AI-driven systems that can handle more complex, context-dependent tasks autonomously. Some emerging AI companies gaining traction in workflow automation include: - [Nagent.AI](https://www.g2.com/products/nagent-ai/reviews) — An agentic AI platform built to automate multi-step business workflows autonomously, reducing the need for human intervention across repetitive operational processes. - [AI2sql](https://www.g2.com/products/ai2sql/reviews) — Applies generative AI to automate data query workflows, allowing non-technical teams to extract and analyze data without writing SQL, accelerating data-driven decision-making across functions. - [Anchor Browser](https://www.g2.com/products/anchor-browser/reviews) — An AI-native browser automation tool that enables teams to automate web-based workflows at scale, particularly useful for operations teams managing repetitive data collection or web interaction tasks. - [Algolia](https://www.g2.com/products/algolia/reviews) — A fast-growing AI search and discovery platform that automates the delivery of relevant content and product results, helping teams embed intelligent search and recommendation workflows into their products without building from scratch. - [Teamsmart.ai](https://www.g2.com/products/teamsmart-ai/reviews) — Brings AI automation directly into team communication workflows, helping growing organizations scale output without proportionally scaling headcount. #### Which emerging AI software platforms offer the best value for startups? Startups often look for emerging AI software that delivers strong automation and AI capabilities without requiring large engineering teams or expensive infrastructure. Platforms that offer visual workflow builders, flexible integrations, and usage-based pricing tend to provide the best value for early-stage teams. Some emerging AI tools that startups explore for experimentation and early automation include: - [Leo](https://www.g2.com/products/leo-ai-leo/reviews) – Designed to help teams deploy AI assistants and automate workflows without heavy development work. - [Nagent.AI](https://www.g2.com/products/nagent-ai/reviews) – Focuses on autonomous agents and workflow automation, which can help startups automate repetitive operational tasks. - [AI2sql](https://www.g2.com/products/ai2sql/reviews) – Allows teams to generate SQL queries using natural language, helping startups access and analyze data without deep database expertise. Startups evaluating the **best emerging AI software** typically prioritize ease of use, fast implementation, and the ability to scale automation as the company grows. #### What are the top emerging AI tools for data analysis that non-technical users can use? Many emerging AI tools now allow non-technical users to analyze data using natural-language queries rather than traditional analytics workflows. These platforms enable users to ask questions about data, generate reports, and extract insights without writing SQL or building complex dashboards. Some emerging AI solutions that support accessible data analysis include: - [AI2sql](https://www.g2.com/products/ai2sql/reviews) – Converts natural language questions into SQL queries, helping non-technical users access database insights quickly. - [Algolia](https://www.g2.com/products/algolia/reviews) – While primarily known for search infrastructure, it enables teams to retrieve and analyze large datasets through powerful search and indexing capabilities. These types of **emerging AI software** platforms are especially useful for business users who need faster insights but don’t have dedicated data engineering support. #### What’s the most promising emerging AI software for small businesses? Small businesses often prioritize emerging AI tools that simplify everyday workflows while keeping implementation manageable. Platforms that automate repetitive work or improve productivity without requiring complex configuration tend to deliver the most value. Some emerging AI solutions that smaller teams explore include: - [Leo](https://www.g2.com/products/leo-ai-leo/reviews) – Helps teams automate internal workflows and build AI assistants for operational tasks. - [Nagent.AI](https://www.g2.com/products/nagent-ai/reviews) – Focuses on autonomous AI agents that can help automate repetitive processes across teams. - [Wordwriter](https://www.g2.com/products/wordwriter/reviews) – Designed to assist with AI-generated content creation, which can help small businesses streamline marketing and communication processes. The most promising **emerging AI software** for small businesses usually combines ease of use, automation capabilities, and minimal technical setup. #### Which emerging AI coding assistant software is most accurate for developers? Emerging AI coding assistants are designed to help developers write, review, and debug code more efficiently. These tools typically integrate into development environments and use large language models to generate code suggestions, explain logic, or automate repetitive programming tasks. In this category, some tools developers explore include: - [Megatron-LM](https://www.g2.com/products/megatron-lm/reviews) – A large-scale language model framework often used in advanced AI research and development environments. - [AI2sql](https://www.g2.com/products/ai2sql/reviews) – Helps developers generate SQL queries quickly, reducing the time spent writing and debugging database queries. When evaluating **emerging AI tools** for development workflows, engineers typically prioritize code-suggestion accuracy, language support, and integration with existing development environments. ### Sources 1. [G2 Scoring Methodologies](https://documentation.g2.com/docs/research-scoring-methodologies?_gl=1*5ky9es*_gcl_au*MTY2NDg2MDY3Ny4xNzU1MDQxMDU4*_ga*MTMwMTMzNzE1MS4xNzQ5MjMyMzg1*_ga_MFZ5NDXZ5F*czE3NTUwOTkzMjgkbzQkZzEkdDE3NTUwOTk3NzYkajU3JGwwJGgw) 2. [G2 Winter 2026 Reports](https://company.g2.com/news/g2-winter-2026-reports) Researched By: [Bijou Barry](https://research.g2.com/insights/author/bijou-barry) Last updated on March 16, 2026