# Best Emerging AI Software ## How Many Emerging AI Software Products Does G2 Track? **Total Products under this Category:** 8,243 ### Category Stats (Aug 2026) - **Average Rating:** 4.59/5 (↓0.09 vs Jul 2026) The average rating of products in this category, based on all submitted ratings - **Top Trending Product:** Meta AI App (+6.92%) - Among all products in this category, Meta AI App recorded the largest rating increase compared to last month _Last updated: August 01, 2026_ ## How Does G2 Rank Emerging AI Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 29,300+ Authentic Reviews - 8,243+ 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. **Sponsored** ### Gemini Enterprise Agent Platform Google Cloud's comprehensive platform for developers to build, scale, govern and optimize agents and models. It's a single destination for technical teams to build agents that can transform enterprise applications and workflows into powerful agentic systems. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=1010485&secure%5Bchosen_at%5D=2026-08-12T21%3A41%3A28Z&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=21469&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&secure%5Btoken%5D=96f0802c092ac27afc6e286fc478ba3d4cac40f135c46c6d1ed714eb2cfdbf96&secure%5Burl%5D=https%3A%2F%2Fcloud.google.com%2Fproducts%2Fgemini-enterprise-agent-platform%3Futm_source%3DG2%26utm_medium%3Ddisplay%26utm_campaign%3DCloud-SS-DR-GCP-1713658-GCP-DR-NA-US-en-G2-Display-Banner-All-%2525epid%21-%2525ecid%21-geap%26utm_content%3D%257Bdevice%257D-%257Badgroupid%257D-%257Bnetwork%257D-%257Btargetid%257D-%257Bloc_physical_ms%257D-%257Bcampaignid%257D&secure%5Burl_type%5D=custom_url) ### [Miro](https://www.g2.com/products/miro/reviews) Miro is the AI Innovation Workspace that brings teams and AI together to plan, co-create, and build the next big thing faster. Serving more than 100 million users across 250,000 customers, Miro empowers cross-functional teams to flow from early discovery through final delivery on a shared, AI-first canvas. With the canvas as the prompt, Miro's collaborative AI workflows keep teams in the flow of work, scale shifts in ways of working, and drive organization-wide transformation. Key AI capabilities include Flows, which are visual AI workflows that automate multi-step processes while empowering teams with full visibility and control at every step; Sidekicks, which are conversational AI co-creators with expertise on specific tasks, jobs, or processes that move work forward; and Your AI and Knowledge, a collaborative integration layer that connects and enhances existing enterprise AI capabilities without leaving the platform. The Model Context Protocol (MCP) extends the ecosystem by accelerating agentic code, leveraging context from Miro to generate code in agents powered by Miro’s own MCP server. Miro for Product Acceleration is a comprehensive solution of integrated AI-first products designed to help product teams make smarter decisions about what to build and move faster. All of these capabilities are built on one platform with a shared data model, advanced security and compliance controls, and responsible AI certification at the forefront. By embedding AI where teamwork happens, Miro keeps teams in the flow of work, accelerates processes, and ultimately transforms organizations. **Average Rating:** 4.6/5.0 **Total Reviews:** 13,344 #### Who Is the Company Behind Miro? - **Seller:** [Miro](https://www.g2.com/sellers/miro) - **Company Website:** miro.com - **Year Founded:** 2011 - **HQ Location:** San Francisco, California - **Twitter:** @MiroHQ 38,406 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f57ac7919e85e990749a7e280ff060714aa191b894eb78b9d1e3aaf8a9dc519a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmirohq%2F&secure%5Burl_type%5D=linkedin_company_website) 2,840 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Product Manager, Project Manager - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 39% Small, 29% Medium #### What Do G2 Reviewers Say About Miro? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **intuitive design** of Miro, finding it easy to use and convenient for collaboration. - Users appreciate the **efficient team collaboration** in Miro, benefiting from easy access and seamless sharing of ideas. - Users value Miro's **intuitive features and flexibility** , enhancing productivity and creativity with easy-to-navigate tools. - Users love Miro for its **effortless real-time collaboration** , enhancing teamwork and idea visualization seamlessly. - Users appreciate Miro's **versatile templates** that simplify project planning and enhance collaborative workflows seamlessly. ##### Cons - Users express a desire for a **bird’s-eye view** feature in Miro, seeking better project overview and management. - Users find that **embedding Miro boards looks poor** in Confluence, hindering the overall presentation quality. - Users find Miro's **limited features** frustrating, as essential functions often require a paid plan for access. - Users find the **learning curve challenging** , particularly for onboarding less tech-savvy individuals to Miro. - Users experience **slow loading times** with Miro, which hinders efficiency when handling large documents and boards. #### What Are Recent G2 Reviews of Miro? **["Makes Remote Collaboration Feel Like a Real Whiteboard"](https://www.g2.com/survey_responses/miro-review-13248561)** **Rating:** 4.0/5.0 stars _— Aritrika Pal P._ [Read full review](https://www.g2.com/survey_responses/miro-review-13248561) **["Miro Makes Project Planning and Team Collaboration Effortless"](https://www.g2.com/survey_responses/miro-review-13248238)** **Rating:** 4.5/5.0 stars _— Manish G._ [Read full review](https://www.g2.com/survey_responses/miro-review-13248238) #### What Are G2 Users Discussing About Miro? - [How are teams using Miro to enhance collaboration and brainstorming in a virtual environment?](https://www.g2.com/discussions/miro-how-are-teams-using-miro-to-enhance-collaboration-and-brainstorming-in-a-virtual-environment) - 4 comments, 6 upvotes - [How are teams using Miro to enhance collaboration and brainstorming in a virtual environment?](https://www.g2.com/discussions/how-are-teams-using-miro-to-enhance-collaboration-and-brainstorming-in-a-virtual-environment) - 1 comment, 2 upvotes - [What is Miro used for?](https://www.g2.com/discussions/what-is-miro-used-for) - 4 comments, 1 upvote - [What is InVision Freehand used for?](https://www.g2.com/discussions/what-is-invision-freehand-used-for) - 1 comment, 2 upvotes - [Is mural or Miro better?](https://www.g2.com/discussions/is-mural-or-miro-better) - 2 comments, 1 upvote ### [Coder](https://www.g2.com/products/coder/reviews) Coder is the AI software development company leading the future of autonomous coding. Coder helps teams build fast, stay secure, and scale with control by combining AI coding agents and human developers in one trusted workspace. Coder’s award-winning self-hosted Cloud Development Environment (CDE) gives enterprises the power to govern, audit, and accelerate software development without trade-offs. **Average Rating:** 4.3/5.0 **Total Reviews:** 215 #### Who Is the Company Behind Coder? - **Seller:** [Coder](https://www.g2.com/sellers/coder) - **Company Website:** www.coder.com - **Year Founded:** 2017 - **HQ Location:** Austin, Texas, United States - **LinkedIn® Page:** [linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3b2470b38232c54c677740a34b9086d2a7cc34a8b4aa2908126a8d1bd8685c3f&secure%5Burl%5D=https%3A%2F%2Flinkedin.com%2Fcompany%2Fcoderhq&secure%5Burl_type%5D=linkedin_company_website) 663 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Senior Software Engineer, Platform Engineer - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 50% Small, 29% Medium #### What Do G2 Reviewers Say About Coder? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **ease of use** of Coder, enabling convenient remote development environments and seamless IDE access. - Users value the **excellent community support** provided by Coder, ensuring timely assistance and guidance. - Users value the **comprehensive information** provided by Coder, enhancing learning and supporting effective adoption of technologies. - Users commend the **responsive customer support** of Coder, appreciating help via Discord for swift issue resolution. - Users highly value the **customization options** in Coder, allowing tailored workspaces and quick setup for diverse team needs. ##### Cons - Users are frustrated by the **lack of features** in Coder, hindering their specific workflows and increasing complexity. - Users find **compatibility issues** with GPU workloads and DevContainers, complicating their workflow and setup significantly. - Users struggle with the **difficult setup** of features like devcontainers with GPU support, despite seeking assistance. - Users note that the **requirement for Internet connectivity** is a significant disadvantage for using Coder effectively. - Users find the **internet requirement** a significant drawback, limiting accessibility and usability of Coder. #### What Are Recent G2 Reviews of Coder? **["Managing Multiple Client Development Environments Made Easy"](https://www.g2.com/survey_responses/coder-review-13104185)** **Rating:** 5.0/5.0 stars _— M Umair A._ [Read full review](https://www.g2.com/survey_responses/coder-review-13104185) **["Time-Saving Templates for Fast, Flexible Workspaces"](https://www.g2.com/survey_responses/coder-review-13238793)** **Rating:** 5.0/5.0 stars _— Rahul G._ [Read full review](https://www.g2.com/survey_responses/coder-review-13238793) ### [Meshy](https://www.g2.com/products/meshy/reviews) Meshy is an AI 3D model generator designed to assist artists, game developers, 3D printing enthusiasts, and XR (extended reality) aficionados in transforming text and images into high-quality 3D models. This innovative tool streamlines the 3D modeling and animation process, making it accessible to individuals without prior experience in 3D design. By leveraging advanced AI technology, Meshy empowers users to create stunning 3D assets, thus unlocking their creative potential. The product caters to a diverse audience, including professionals in the gaming and animation industries, as well as hobbyists looking to explore the realm of 3D printing or digital art. With its user-friendly interface, Meshy is suitable for anyone, regardless of their technical background. Artists can utilize the platform for rapid prototyping and concept visualization, while game developers can create intricate models for their projects. Additionally, 3D printing enthusiasts can generate unique designs tailored to their specifications, enhancing their creative workflows. Meshy offers a range of key features that distinguish it from traditional 3D modeling software. The Text to 3D functionality allows users to convert written descriptions into fully realized models, facilitating quick iterations during the design process. The Image to 3D feature enables the transformation of photos or concept art into detailed 3D representations in mere seconds, capturing intricate details with ease. Furthermore, the AI Texturing capability generates beautiful textures for existing models based on simple text prompts, significantly reducing the time required for texture creation. In addition to these core functionalities, Meshy supports PBR (Physically Based Rendering) maps, enhancing the realism of 3D models. Users can choose from various art styles, including Realistic, Cartoon, Sculpture, Anime, and Voxel, allowing for creative flexibility. The platform also features API integration, enabling seamless incorporation of 3D model generation into other applications. With support for multiple export formats such as OBJ, FBX, USDZ, GLB, STL, and BLEND, users can ensure compatibility with various software platforms. The automatic resizing and adjustable polygon count features further streamline the modeling process, making it easier to meet project specifications. By fostering a vibrant community, Meshy encourages users to share their creations and access a wide array of user-generated models. The AI texture editing and smart healing capabilities enhance the visual quality of textures, ensuring professional results. Overall, Meshy stands out as a comprehensive solution for anyone looking to explore the world of 3D modeling and animation, making advanced design techniques accessible to all. **Average Rating:** 4.7/5.0 **Total Reviews:** 3,234 #### Who Is the Company Behind Meshy? - **Seller:** [Meshy](https://www.g2.com/sellers/meshy) - **Company Website:** meshy.ai - **HQ Location:** Sunnyvale, California - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=df94e6dfa23f239727f1906db02548e4de28253a37108695f459c516ea187081&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmeshyai&secure%5Burl_type%5D=linkedin_company_website) 137 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Owner, CEO - **Top Industries:** Computer Games, Arts and Crafts - **Company Size:** 73% Small, 1% Medium #### What Do G2 Reviewers Say About Meshy? _AI-generated summary from verified user reviews_ ##### Pros - Users highlight the **ease of use** of Meshy, significantly enhancing productivity and streamlining their creative processes. - Users love Meshy for its **easy setup and fast, accurate 3D model generation** , ideal for designers aiming for quality. - Users love the **speed and efficiency** of Meshy, enabling quick, high-quality results for their creative projects. - Users find Meshy’s **intuitive design and speed** exceptional, making 3D modeling both easy and thrilling. - Users commend the **high product quality** of Meshy, noting its accuracy and impressive detail in models. ##### Cons - Users struggle with **3D modeling issues** in Meshy, noting poor mesh quality and lack of optimization for gameplay. - Users report **poor rendering quality** with inconsistent results and issues in model representation and details. - Users often experience **inaccuracies** with facial recognition and inconsistent quality, affecting the overall reliability of Meshy. - Users express dissatisfaction with **topology issues** , as Meshy struggles with figure generation and texture matching. - Users note the **limited modeling capabilities** of Meshy, especially for complex shapes and topology control. #### What Are Recent G2 Reviews of Meshy? **["Meshy’s Image-to-3D Saves Me Tons of Time for Game Assets"](https://www.g2.com/survey_responses/meshy-review-13201616)** **Rating:** 5.0/5.0 stars _— Mohammed i._ [Read full review](https://www.g2.com/survey_responses/meshy-review-13201616) **["Quick and Intuitive, But Needs Improvements"](https://www.g2.com/survey_responses/meshy-review-13237949)** **Rating:** 4.0/5.0 stars _— Paula L._ [Read full review](https://www.g2.com/survey_responses/meshy-review-13237949) ### [Algolia](https://www.g2.com/pt/products/algolia/reviews) A Algolia capacita empresas a oferecer experiências de busca e descoberta rápidas como um relâmpago, impulsionadas por IA, que convertem. Confiada por mais de 18.000 empresas e 500.000 desenvolvedores, a plataforma orientada por API da Algolia lida com 1,75 trilhões de buscas anualmente em e-commerce, SaaS, marketplaces, mídia e mais. Desde ajudar varejistas a aumentar conversões com descoberta de produtos personalizada até permitir que empresas apresentem conteúdo relevante instantaneamente, a Algolia oferece soluções escaláveis, confiáveis e intuitivas, construídas para desempenho. Com integração perfeita em qualquer pilha tecnológica, ferramentas amigáveis para equipes de negócios e personalização avançada de IA, a Algolia facilita o lançamento de experiências digitais personalizadas—acelerando o tempo para valor e impulsionando resultados de negócios mensuráveis. Saiba mais: https://www.algolia.com/ **Average Rating:** 4.5/5.0 **Total Reviews:** 430 #### Who Is the Company Behind Algolia? - **Vendedor:** [Algolia SAS](https://www.g2.com/pt/sellers/algolia-sas) - **Website da Empresa:** www.algolia.com - **Ano de Fundação:** 2012 - **Localização da Sede:** San Francisco, CA - **Twitter:** @algolia 25,496 seguidores no Twitter - **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=bb9baff8a790e29c5af7d12a0834c9ef6551dbc706735430566215b8fbf3a275&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Falgolia%2Fposts%2F%3FfeedView%3Dall&secure%5Burl_type%5D=linkedin_company_website) 871 funcionários no LinkedIn® #### Who Uses This Product? - **Who Uses This:** Diretor de Tecnologia, Engenheiro de Software - **Top Industries:** Software de Computador, Varejo - **Company Size:** 59% Small, 30% Medium #### What Do G2 Reviewers Say About Algolia? _AI-generated summary from verified user reviews_ ##### Pros - Os usuários acham **a facilidade de uso do Algolia** excepcional, com configuração perfeita e resultados de busca rápidos e relevantes. - Os usuários valorizam a **eficiência de busca** da Algolia, que oferece resultados rápidos e relevantes mesmo em conjuntos de dados extensos. - Os usuários valorizam a **velocidade e a capacidade de resposta** do Algolia, melhorando sua experiência de busca mesmo com grandes conjuntos de dados. - Os usuários valorizam a **velocidade de busca relâmpago** do Algolia, melhorando significativamente a experiência do usuário com resultados rápidos e relevantes. - Os usuários consideram o Algolia uma **ferramenta de busca extremamente eficiente** , permitindo que as organizações melhorem sua experiência de busca sem esforço. ##### Cons - Os usuários acham o preço do Algolia **caro** , com recursos avançados restritos a níveis mais altos e personalizações limitadas em planos inferiores. - Os usuários enfrentam **acesso limitado a recursos avançados** e têm dificuldades com configurações complexas e níveis de preços elevados. - Os usuários enfrentam uma **alta curva de aprendizado** com o Algolia, exigindo conhecimento profundo de codificação e envolvimento significativo de desenvolvedores. - Os usuários acham os **recursos limitados** do Algolia desafiadores, exigindo habilidades profissionais de codificação e carecendo de soluções prontas para uso. - Os usuários acham a **dificuldade de aprendizado** alta devido a configurações complexas e recursos vinculados a níveis de preços mais altos. #### What Are Recent G2 Reviews of Algolia? **["Algolia é fácil de integrar, também possui uma ótima documentação e serviço de suporte."](https://www.g2.com/pt/survey_responses/algolia-review-6987142)** **Rating:** 5.0/5.0 stars _— Plamen T._ [Read full review](https://www.g2.com/pt/survey_responses/algolia-review-6987142) **["Pesquisa com IA com mais controle do que a pesquisa padrão do site Drupal"](https://www.g2.com/pt/survey_responses/algolia-review-10614712)** **Rating:** 4.0/5.0 stars _— Anna L._ [Read full review](https://www.g2.com/pt/survey_responses/algolia-review-10614712) #### What Are G2 Users Discussing About Algolia? - [Para que é usado o Algolia?](https://www.g2.com/pt/discussions/algolia-what-is-algolia-used-for) - [Para que serve o Search.io?](https://www.g2.com/pt/discussions/what-is-search-io-used-for) ### [Leo](https://www.g2.com/products/leo-ai-leo/reviews) "Leo is like a super-engineer who has been in my company since day one, read all the professional literature, and now stands behind my shoulder all day long.” Leo™ is the world’s first AI for Mechanical Engineering, made by and for mechanical engineers. It empowers 55,000+ engineers worldwide to reduce design mistakes by 34%, increase part reuse by 32%, and save 12 hours of tedious work each week. Adopted by market-leading firms like HP, Scania, and Intel, Leo integrates with PLM and organizational data sources, and connects to 1M+ trusted engineering sources and 100M+ vendor parts. It delivers real-time answers to technical questions and natural-language part search with 96% accuracy, full context of your organization’s best practices, and seamless integration into your workflows. Built on a proprietary Large Mechanical Model (LMM), Leo is the first AI in commercial use to understand CAD, specifications, technical documentation, and assemblies - making the design process faster, more precise, and consistent. Leading AI researchers and mechanical engineers from MIT, Technion, Microsoft, and Elbit Systems founded Leo in 2023. **Average Rating:** 4.9/5.0 **Total Reviews:** 44 #### Who Is the Company Behind Leo? - **Seller:** [Leo AI](https://www.g2.com/sellers/leo-ai-365988e1-4649-40f9-90bf-ff280ea45118) - **Year Founded:** 2023 - **HQ Location:** Cambridge, Massachusetts - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=68c3c592902f7088804c566b57035ec7d24284d8e476bfa7ba363e3d2ab988c5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fleoai%2F&secure%5Burl_type%5D=linkedin_company_website) 27 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Mechanical or Industrial Engineering, Defense & Space - **Company Size:** 57% Small, 33% Medium #### What Are Recent G2 Reviews of Leo? **["Engineering-Accurate AI with Citations, CAD Awareness, and Traceable Math"](https://www.g2.com/survey_responses/leo-review-12470090)** **Rating:** 5.0/5.0 stars _— Dorian G._ [Read full review](https://www.g2.com/survey_responses/leo-review-12470090) **["Leo AI Speeds Up Engineering Work with Fast, Relevant Knowledge Access"](https://www.g2.com/survey_responses/leo-review-12481644)** **Rating:** 4.5/5.0 stars _— Eitan H._ [Read full review](https://www.g2.com/survey_responses/leo-review-12481644) ### [Phygital Plus](https://www.g2.com/products/phygital-plus/reviews) Phygital+ is an AI creative production platform for teams that need predictable, scalable output, not just one-off prompts. It brings modern image and video models into one workspace including Seedance, Nano Banana, Kling, and GPT Image. Teams can choose the best model for each task without switching between disconnected tools. At the core is a node-based workflow builder. Teams can create reusable pipelines for concept generation, image restyling, background removal, animation, enhancement/upscaling, and multi-step post-processing. Workflows can be saved, reused, and adapted across campaigns, channels, and markets, helping teams scale production without scaling manual effort. Phygital+ is built for production control: define parameters, maintain visual consistency, compare outputs, and iterate systematically instead of relying on prompt luck. This gives marketing and creative teams better control over AI quality, more consistent brand results, and faster delivery from idea to production-ready assets. Whether you are producing performance creatives, social content, or branded visual campaigns, Phygital+ helps you standardize AI production, increase throughput, and ship more high-performing content with confidence. **Average Rating:** 4.6/5.0 **Total Reviews:** 40 #### Who Is the Company Behind Phygital Plus? - **Seller:** [Phygitalism](https://www.g2.com/sellers/phygitalism) - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8bd870ab4013bf9a7f964bcb07bf9ed42c4b5d6b786664954746330bd1031e93&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F100553146%2F&secure%5Burl_type%5D=linkedin_company_website) 23 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Design - **Company Size:** 85% Small, 7% Large #### What Are Recent G2 Reviews of Phygital Plus? **["Efficient Design with Phygital Plus' User-Friendly Interface"](https://www.g2.com/survey_responses/phygital-plus-review-12984647)** **Rating:** 5.0/5.0 stars _— Evgenia Z._ [Read full review](https://www.g2.com/survey_responses/phygital-plus-review-12984647) **["Saving Time and Creative Freedom with Phygital Plus"](https://www.g2.com/survey_responses/phygital-plus-review-12187002)** **Rating:** 5.0/5.0 stars _— J. A. P._ [Read full review](https://www.g2.com/survey_responses/phygital-plus-review-12187002) ### [Intryc](https://www.g2.com/products/intryc/reviews) Intryc uses AI to automate quality assurance for customer support! The platform allows all modes of manual, hybrid, and fully autonomous evaluation across all channels (chat, email, voice). Companies like Deel and Blueground use Intryc to streamline their support QA operations, cut costs, and get actionable insights across all their customer conversations to double their teams' productivity. **Average Rating:** 4.8/5.0 **Total Reviews:** 36 #### Who Is the Company Behind Intryc? - **Seller:** [Intryc](https://www.g2.com/sellers/intryc) - **Year Founded:** 2024 - **HQ Location:** San Francisco , US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=70f9fbadb322b589a548eea5e38e9589389e00fa0b17a4214e01f86e2ab0b59f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fintryc&secure%5Burl_type%5D=linkedin_company_website) 21 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Financial Services - **Company Size:** 76% Medium, 16% Large #### What Are Recent G2 Reviews of Intryc? **["Centralized QA Ops. for all types of CX teams and contact channels"](https://www.g2.com/survey_responses/intryc-review-12810722)** **Rating:** 5.0/5.0 stars _— William B._ [Read full review](https://www.g2.com/survey_responses/intryc-review-12810722) **["Flexible QA Platform That Delivers Real Coaching Insights"](https://www.g2.com/survey_responses/intryc-review-12750001)** **Rating:** 5.0/5.0 stars _— Eddie G._ [Read full review](https://www.g2.com/survey_responses/intryc-review-12750001) ### [Avaamo](https://www.g2.com/pt/products/avaamo-avaamo/reviews) A Avaamo é uma fornecedora líder de soluções avançadas de IA conversacional, projetadas para transformar interações empresariais em diversos setores, incluindo saúde, suporte ao cliente e engajamento de funcionários. Ao aproveitar tecnologias de aprendizado profundo, a Avaamo permite que as organizações implantem assistentes virtuais inteligentes que oferecem conversas personalizadas, eficientes e semelhantes às humanas, melhorando as experiências dos usuários e a eficiência operacional. Principais Recursos e Funcionalidades: - Assistentes Virtuais Inteligentes (IVAs): Os IVAs da Avaamo se integram perfeitamente às aplicações empresariais, automatizando fluxos de trabalho complexos e fornecendo suporte personalizado 24/7 em vários canais. - Implantação Omnicanal: A plataforma suporta implantação em diversos canais de consumo e corporativos, incluindo aplicativos de mensagens, assistentes inteligentes, portais e aplicativos móveis, garantindo experiências de usuário consistentes. - Compreensão Avançada de Linguagem Natural (NLU): Utilizando tecnologia NLU proprietária, a plataforma da Avaamo alcança alta precisão com dados de treinamento mínimos, permitindo aplicações de IA conversacional eficientes e eficazes. - Integração de Voz AI: O Voice Gateway da Avaamo oferece integração perfeita com sistemas telefônicos existentes, proporcionando automação de voz com IA e melhorando as operações de centros de contato. - Soluções para Saúde: O Avaamo Ambient™ captura e documenta conversas entre pacientes e provedores em tempo real, transformando-as em notas clínicas estruturadas, reduzindo assim o esgotamento dos médicos e melhorando o atendimento ao paciente. Valor Principal e Soluções para Usuários: A Avaamo aborda desafios críticos enfrentados por empresas ao automatizar e melhorar processos de comunicação. Na área da saúde, alivia o fardo da documentação clínica, permitindo que os provedores se concentrem mais no atendimento ao paciente. Para suporte ao cliente e engajamento de funcionários, as soluções da Avaamo reduzem custos operacionais, melhoram os tempos de resposta e oferecem experiências personalizadas, levando a um aumento da satisfação e lealdade. Ao implantar a IA conversacional da Avaamo, as organizações podem alcançar ganhos significativos de eficiência, reduzir cargas de trabalho manuais e fornecer experiências de serviço superiores. **Average Rating:** 4.7/5.0 **Total Reviews:** 30 #### Who Is the Company Behind Avaamo? - **Vendedor:** [Avaamo](https://www.g2.com/pt/sellers/avaamo-366daa46-0ad5-4a9a-8bf4-8cc39dde6166) - **Ano de Fundação:** 2014 - **Localização da Sede:** Los Altos, California, United States - **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=14307df77db70c860e16154a284d36e1953d870acac3c32e4dbb4b45588602b9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Favaamo%2F&secure%5Burl_type%5D=linkedin_company_website) 140 funcionários no LinkedIn® #### Who Uses This Product? - **Top Industries:** Tecnologia da Informação e Serviços, Software de Computador - **Company Size:** 88% Large, 9% Small #### What Are Recent G2 Reviews of Avaamo? **["Avaamo torna a construção de agentes de voz confiáveis rápida e fácil"](https://www.g2.com/pt/survey_responses/avaamo-review-12600650)** **Rating:** 4.5/5.0 stars _— Mahammed Sameer N._ [Read full review](https://www.g2.com/pt/survey_responses/avaamo-review-12600650) **["Avaamo entrega agentes de IA prontos para empresas com forte automação e integrações"](https://www.g2.com/pt/survey_responses/avaamo-review-12631727)** **Rating:** 4.0/5.0 stars _— Ajay Raj M._ [Read full review](https://www.g2.com/pt/survey_responses/avaamo-review-12631727) ### [Supabase](https://www.g2.com/products/supabase-supabase/reviews) Supabase is an open-source backend-as-a-service (BaaS) platform that enables developers to build and scale applications efficiently without managing server infrastructure. Launched in 2020 as an alternative to Firebase, Supabase offers a suite of tools including a PostgreSQL database, authentication, real-time subscriptions, and storage capabilities. By leveraging the robustness of PostgreSQL, Supabase provides a scalable and secure foundation for modern web and mobile applications. Key Features and Functionality: - PostgreSQL Database: Each Supabase project includes a dedicated PostgreSQL database, offering full SQL support and advanced features such as JSON handling, full-text search, and vector support. - Instant APIs: Supabase automatically generates RESTful and GraphQL APIs based on your database schema, eliminating the need for manual coding and accelerating development. - Authentication and Authorization: The platform provides built-in user authentication with support for various sign-in methods, including email/password, magic links, and social logins. It also integrates seamlessly with PostgreSQL's Row Level Security for fine-grained access control. - Real-time Capabilities: Supabase enables real-time data synchronization via WebSockets, allowing applications to respond instantly to database changes. - Edge Functions: Developers can deploy serverless functions close to users for low-latency execution, facilitating scalable and efficient backend logic. - File Storage: Supabase offers scalable storage solutions for managing and serving files, complete with configurable access policies to ensure data security. Primary Value and User Solutions: Supabase addresses the challenges developers face in building and scaling applications by providing a comprehensive, open-source backend platform. It eliminates the complexities of managing server infrastructure, allowing developers to focus on creating feature-rich applications. With its real-time capabilities, robust authentication, and seamless integration with PostgreSQL, Supabase empowers developers to build secure, scalable, and responsive applications efficiently. **Average Rating:** 4.6/5.0 **Total Reviews:** 156 #### Who Is the Company Behind Supabase? - **Seller:** [Supabase](https://www.g2.com/sellers/supabase) - **Year Founded:** 2020 - **HQ Location:** Global, US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=90292f271b5b4feb535f6c4c2b32bb22ad2b1d3a612cb21ca0afc68b74ac3772&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsupabase%2F&secure%5Burl_type%5D=linkedin_company_website) 357 employees on LinkedIn® #### Who Uses This Product? - **Who Uses This:** Founder, Software Engineer - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 73% Small, 22% Medium #### What Do G2 Reviewers Say About Supabase? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **ease of use** of Supabase, highlighting its simple setup and user-friendly backend experience. - Users appreciate the **powerful design and intuitive API** of Supabase, making development both easy and enjoyable. - Users find Supabase to be **user-friendly** , appreciating its simplicity, great UI, and seamless integration with tools. - Users find **easy integrations** with Supabase enhance their development experience and streamline project setups effortlessly. - Users appreciate the **seamless integrations** of Supabase, making it easy to connect with various development tools smoothly. ##### Cons - Users find Supabase has **beginner unfriendliness** , as its complexity and limited support hinder novice coders' experience. - Users find the **pricing high** , particularly for premium services that should be accessible to all users. - Users find the **high complexity** of Supabase challenging, particularly for novice coders seeking user-friendly tools. - Users feel Supabase lacks **insufficient guidance** , particularly for novice coders needing better documentation and user-friendliness. - Users find **learning difficulty** with Supabase, especially novices who struggle with complex tools and limited community support. #### What Are Recent G2 Reviews of Supabase? **["Perfect Integration and Ease of Use with Supabase"](https://www.g2.com/survey_responses/supabase-review-13176382)** **Rating:** 5.0/5.0 stars _— Laura O._ [Read full review](https://www.g2.com/survey_responses/supabase-review-13176382) **["Flexible Postgres Power with Strong Row-Level Security and Easy Data Inspection"](https://www.g2.com/survey_responses/supabase-review-13178320)** **Rating:** 4.5/5.0 stars _— Scott C._ [Read full review](https://www.g2.com/survey_responses/supabase-review-13178320) ### [Megatron-LM](https://www.g2.com/pt/products/megatron-lm/reviews) Megatron-LM é uma estrutura avançada desenvolvida pela NVIDIA para treinar modelos de linguagem baseados em transformadores em larga escala. Foi projetada para lidar eficientemente com modelos com centenas de bilhões de parâmetros, aproveitando tanto o paralelismo de modelo quanto de dados. Características e Funcionalidades Principais: - Escalabilidade: Suporta o treinamento de modelos que variam de 2 bilhões a 462 bilhões de parâmetros em milhares de GPUs, alcançando até 47% de Utilização de FLOPs do Modelo (MFU) em clusters H100. - Técnicas de Paralelismo: Emprega paralelismo de tensor, paralelismo de pipeline e paralelismo de dados para distribuir cálculos de forma eficaz, permitindo o treinamento eficiente de modelos massivos. - Treinamento de Precisão Mista: Suporta treinamento de precisão mista FP16, BF16 e FP8 para melhorar o desempenho e reduzir o uso de memória. - Otimizações Avançadas: Incorpora recursos como FlashAttention para um cálculo de atenção mais rápido e checkpointing de ativação para gerenciar a memória de forma eficiente durante o treinamento. - Suporte a Modelos: Fornece scripts de treinamento pré-configurados para vários modelos, incluindo GPT, LLaMA, DeepSeek e Qwen, facilitando a experimentação e implantação rápidas. Valor Principal e Resolução de Problemas: Megatron-LM aborda os desafios associados ao treinamento de modelos de linguagem extremamente grandes, oferecendo uma estrutura escalável e eficiente. Suas estratégias avançadas de paralelismo e otimizações de desempenho permitem que pesquisadores e desenvolvedores treinem modelos de ponta em grandes conjuntos de dados sem comprometer a velocidade ou a utilização de recursos. Essa capacidade é crucial para o avanço das aplicações de processamento de linguagem natural e para o desenvolvimento de sistemas de IA mais sofisticados. **Average Rating:** 4.4/5.0 **Total Reviews:** 25 #### Who Is the Company Behind Megatron-LM? - **Vendedor:** [NVIDIA](https://www.g2.com/pt/sellers/nvidia) - **Ano de Fundação:** 1993 - **Localização da Sede:** Santa Clara, CA - **Twitter:** @nvidia 2,582,827 seguidores no Twitter - **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=78ee5403fa8a1bf981ce9ddbc58839ffedf0b07ab7bb703e5734e5f87464a603&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3608%2F&secure%5Burl_type%5D=linkedin_company_website) 48,229 funcionários no LinkedIn® - **Propriedade:** NVDA #### Who Uses This Product? - **Company Size:** 72% Small, 20% Medium #### What Do G2 Reviewers Say About Megatron-LM? _AI-generated summary from verified user reviews_ ##### Pros - Os usuários elogiam a **melhoria de desempenho** do Megatron-LM, permitindo capacidades excepcionais para o treinamento de modelos de linguagem em larga escala. - Os usuários apreciam a **facilidade de uso** do Megatron-LM, tornando o treinamento de modelos e a navegação tranquilos tanto para iniciantes quanto para especialistas. - Os usuários valorizam a **eficiência otimizada** do Megatron-LM, aumentando a facilidade de treinamento de grandes modelos de linguagem. - Os usuários elogiam o **acesso ao conhecimento** fornecido pelo Megatron-LM por suas capacidades abrangentes e rápidas de treinamento de linguagem. - Os usuários elogiam o Megatron-LM por suas **capacidades de PLN sem precedentes** , revolucionando o cenário dos grandes modelos de linguagem. ##### Cons - Os usuários acham o **processo de aprendizado difícil** do Megatron-LM desafiador, especialmente com seus altos requisitos de hardware e complexidade. - Os usuários acham a **documentação deficiente** do Megatron-LM difícil, tornando a curva de aprendizado íngreme ainda mais desafiadora. - Os usuários acham o **alto consumo de recursos** do Megatron-LM desafiador, especialmente com hardware limitado e custos aumentados. - Os usuários expressam preocupação com o **potencial viés** no Megatron-LM, destacando riscos éticos sem salvaguardas ou avaliações adequadas. - Os usuários acham a **configuração complexa** do Megatron-LM desafiadora, com documentação limitada e suporte da comunidade dificultando a integração fácil. #### What Are Recent G2 Reviews of Megatron-LM? **["Alto Desempenho e Escalabilidade para Grandes Modelos de Linguagem"](https://www.g2.com/pt/survey_responses/megatron-lm-review-11881610)** **Rating:** 4.0/5.0 stars _— Neha J._ [Read full review](https://www.g2.com/pt/survey_responses/megatron-lm-review-11881610) **["Megatron-LM é uma estrutura e um projeto de pesquisa que treina modelos de IA como GPT e BERT."](https://www.g2.com/pt/survey_responses/megatron-lm-review-11797894)** **Rating:** 4.5/5.0 stars _— Dharmik V._ [Read full review](https://www.g2.com/pt/survey_responses/megatron-lm-review-11797894) ### [Alteryx](https://www.g2.com/pt/products/alteryx/reviews) Alteryx, através da sua plataforma Alteryx One, ajuda as empresas a transformar dados complexos e desconectados em um estado limpo e pronto para IA. Seja criando previsões financeiras, analisando o desempenho de fornecedores, segmentando dados de clientes, analisando a retenção de funcionários ou construindo aplicações de IA competitivas a partir dos seus dados proprietários, o Alteryx One facilita a limpeza, combinação e análise de dados para desbloquear os insights únicos que impulsionam decisões impactantes. Análises Guiadas por IA O Alteryx automatiza e simplifica cada etapa da preparação e análise de dados, desde a validação e enriquecimento até análises preditivas e insights automatizados. Incorpore IA generativa diretamente em seus fluxos de trabalho para agilizar tarefas complexas de dados e gerar insights mais rapidamente. Flexibilidade incomparável, seja você preferir fluxos de trabalho sem código, comandos em linguagem natural ou opções de baixo código, o Alteryx se adapta às suas necessidades. Confiável. Seguro. Pronto para Empresas. O Alteryx é confiado por mais da metade das empresas do Global 2000 e 19 dos 20 maiores bancos globais. Com automação, governança e segurança integradas, seus fluxos de trabalho podem escalar e manter a conformidade enquanto entregam resultados consistentes. E não importa se seus sistemas estão no local, híbridos ou na nuvem; o Alteryx se encaixa perfeitamente na sua infraestrutura. Fácil de Usar. Profundamente Conectado. O que realmente diferencia o Alteryx é nosso foco na eficiência e facilidade de uso para analistas e nossa comunidade ativa de 700.000 usuários do Alteryx para apoiá-lo em cada etapa da sua jornada. Com integração perfeita a dados em todos os lugares, incluindo plataformas como Databricks, Snowflake, AWS, Google, SAP e Salesforce, nossa plataforma ajuda a unificar dados isolados e acelerar a obtenção de insights. Visite Alteryx.com para mais informações e para começar seu teste gratuito. **Average Rating:** 4.6/5.0 **Total Reviews:** 860 #### Who Is the Company Behind Alteryx? - **Vendedor:** [Alteryx](https://www.g2.com/pt/sellers/alteryx) - **Website da Empresa:** www.alteryx.com - **Ano de Fundação:** 1997 - **Localização da Sede:** Irvine, CA - **Twitter:** @alteryx 26,149 seguidores no Twitter - **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ae8a7629c5a6d593caff29361a6ee3fb670df11992dd94a9656c66461078b340&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F903031%2F&secure%5Burl_type%5D=linkedin_company_website) 2,304 funcionários no LinkedIn® #### Who Uses This Product? - **Who Uses This:** Analista de Dados, Analista - **Top Industries:** Serviços Financeiros, Contabilidade - **Company Size:** 63% Large, 21% Medium #### What Do G2 Reviewers Say About Alteryx? _AI-generated summary from verified user reviews_ ##### Pros - Os usuários apreciam a **facilidade de uso** do Alteryx, achando-o amigável e eficiente para usuários não técnicos. - Os usuários apreciam as **capacidades de automação** do Alteryx, aumentando a velocidade e a eficiência na preparação e análise de dados. - Os usuários adoram o **design intuitivo** do Alteryx, tornando o gerenciamento de dados e a criação de fluxos de trabalho sem esforço e eficiente. - Os usuários acham o Alteryx **muito fácil de aprender e usar** , melhorando sua experiência de fluxo de trabalho e automação de dados. - Os usuários apreciam a **eficiência** do Alteryx, permitindo processamento rápido de dados e fluxos de trabalho simplificados sem codificação complexa. ##### Cons - Os usuários mencionam que o Alteryx tem um **alto custo** , o que pode ser desafiador para pequenas equipes e startups. - Os usuários encontram uma **curva de aprendizado acentuada** para recursos avançados, tornando desafiador para iniciantes dominarem o Alteryx rapidamente. - Os usuários apontam as **funcionalidades ausentes** no Alteryx, como conectores limitados e problemas com a flexibilidade de saída. - Os usuários encontram **dificuldade de aprendizado** no Alteryx devido a ferramentas confusas e erros de solução de problemas, especialmente para iniciantes. - Os usuários encontram **desempenho lento** ao processar grandes conjuntos de dados, impactando a eficiência e a usabilidade no Alteryx. #### What Are Recent G2 Reviews of Alteryx? **["Torna a Preparação de Dados Mais Rápida com um Fluxo de Trabalho Intuitivo de Arrastar e Soltar"](https://www.g2.com/pt/survey_responses/alteryx-review-13190742)** **Rating:** 4.5/5.0 stars _— Anushka S._ [Read full review](https://www.g2.com/pt/survey_responses/alteryx-review-13190742) **["Escala Operações e Economiza Tempo com Fluxos de Trabalho de Dados Automatizados"](https://www.g2.com/pt/survey_responses/alteryx-review-13047637)** **Rating:** 4.5/5.0 stars _— Ihor B._ [Read full review](https://www.g2.com/pt/survey_responses/alteryx-review-13047637) ### [Atria AI](https://www.g2.com/pt/products/atria-ai/reviews) A Atria AI é uma plataforma avançada projetada para revolucionar o fluxo de trabalho de publicidade para equipes de marketing e profissionais criativos. Ao integrar inteligência artificial, a Atria simplifica os processos de pesquisa, criação e análise de desempenho de anúncios, permitindo que os usuários produzam anúncios de alto desempenho de forma mais eficiente. A plataforma oferece acesso a uma vasta biblioteca de mais de 25 milhões de anúncios bem-sucedidos de plataformas como Meta e TikTok, fornecendo insights valiosos e inspiração para criar conteúdos publicitários atraentes. Principais Recursos e Funcionalidades: - Radar Performance Intelligence: Um motor de análise impulsionado por IA que avalia dados de contas de anúncios para identificar criativos de alto desempenho e sugere variações baseadas em dados para testes. - Biblioteca Extensa de Anúncios com Pesquisa Inteligente: Os usuários podem explorar um banco de dados abrangente de anúncios vencedores, filtrando por marca, temas criativos, ganchos e métricas de desempenho para informar suas estratégias. - Mineração de Avaliações e Geração de Insights: A plataforma extrai feedback de clientes de várias fontes e transforma esses insights em conceitos de anúncios acionáveis e estruturas de mensagens. - Geração de Roteiros e Cópias Impulsionada por IA: A Atria facilita a criação rápida de roteiros de anúncios, manchetes e textos principais aproveitando briefings de marca e análise de concorrentes. - Hub de Gestão de Ativos Criativos: Um espaço de trabalho centralizado para organizar, colaborar e gerenciar ativos de anúncios, com quadros visuais, threads de comentários e integração com ferramentas como o Google Drive. - Monitoramento Competitivo de Marcas: Monitore atividades de anúncios de concorrentes em tempo real, obtendo insights etiquetados por IA sobre seus criativos e estratégias de mensagens de alto desempenho. Valor Principal e Soluções Oferecidas: A Atria AI aborda desafios comuns no domínio da publicidade ao reduzir o tempo e o esforço necessários para a criação e otimização de anúncios. Ela capacita os usuários a: - Melhorar a Produção Criativa: Ao fornecer acesso a um vasto repositório de anúncios bem-sucedidos e insights gerados por IA, a Atria permite que as equipes desenvolvam conteúdos publicitários atraentes rapidamente. - Otimizar o Desempenho dos Anúncios: As ferramentas de análise da plataforma identificam anúncios com baixo desempenho e recomendam melhorias baseadas em dados, garantindo a melhoria contínua da eficácia das campanhas. - Simplificar o Fluxo de Trabalho: A Atria consolida vários aspectos do processo de criação de anúncios, desde a pesquisa até a gestão de ativos, em uma única plataforma, aumentando assim a eficiência e reduzindo a complexidade operacional. Ao aproveitar a Atria AI, as equipes de marketing podem melhorar significativamente suas estratégias de publicidade, levando a um melhor engajamento, taxas de conversão mais altas e aumento de receita. **Average Rating:** 5.0/5.0 **Total Reviews:** 22 #### Who Is the Company Behind Atria AI? - **Vendedor:** [Atria AI](https://www.g2.com/pt/sellers/atria-ai) - **Website da Empresa:** tryatria.com - **Localização da Sede:** New York, US - **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f8ed9a3b9b3557d8fc7a32ff3e1b37be6ba84c31049c7f00a28eba8dd5a9ab7d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftryatria&secure%5Burl_type%5D=linkedin_company_website) 29 funcionários no LinkedIn® #### Who Uses This Product? - **Top Industries:** Marketing e Publicidade - **Company Size:** 95% Small, 5% Medium #### What Are Recent G2 Reviews of Atria AI? **["Revolucionário para a criação de anúncios - economiza muito tempo e estimula a criatividade"](https://www.g2.com/pt/survey_responses/atria-ai-review-11490261)** **Rating:** 5.0/5.0 stars _— Patrick C._ [Read full review](https://www.g2.com/pt/survey_responses/atria-ai-review-11490261) **["Um grande desbloqueio para escalar criativos"](https://www.g2.com/pt/survey_responses/atria-ai-review-11490527)** **Rating:** 5.0/5.0 stars _— Richie K._ [Read full review](https://www.g2.com/pt/survey_responses/atria-ai-review-11490527) ### [Medeo](https://www.g2.com/products/medeo/reviews) Medeo is an AI-powered video editing platform designed to transform your ideas into professional videos effortlessly. By leveraging advanced artificial intelligence, Medeo simplifies the video creation process, allowing users to produce engaging content without prior editing experience. Whether you're a marketer, educator, content creator, or business professional, Medeo enables you to convert text prompts, articles, presentations, and more into high-quality videos in minutes. Key Features and Functionality: - Text-Driven Creation: Generate videos by simply describing your concept. Medeo's AI interprets your text prompts to create corresponding visual content. - Smart Asset Intelligence: Access a vast library of premium video assets. The AI automatically selects and integrates the most suitable footage for each scene. - AI-Powered Smart Editing: Experience intelligent video composition that optimizes scripts, adds professional voiceovers, incorporates background music, and refines transitions and pacing. - URL to Video Conversion: Transform any webpage or article into a professional video, with AI adapting the content to create engaging visuals and seamless narration. - AI-Driven Animated Stories: Upload a style reference and text description to have the AI craft unique animated stories tailored to your specifications. Primary Value and User Solutions: Medeo addresses the challenges of traditional video production by eliminating the need for complex editing skills, expensive software, and time-consuming processes. It empowers users to produce high-quality videos quickly and efficiently, enhancing content engagement and reach. By automating the video creation process, Medeo enables individuals and businesses to focus on their core activities while maintaining a strong visual presence across various platforms. **Average Rating:** 4.2/5.0 **Total Reviews:** 19 #### Who Is the Company Behind Medeo? - **Seller:** [Medeo](https://www.g2.com/sellers/medeo) - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8777d75bf5a52b74f067f68318638007e4de3d979c93bef9ae43c514b2d7ebd4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmedeo-ai%2F&secure%5Burl_type%5D=linkedin_company_website) 3 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 95% Small, 5% Medium #### What Are Recent G2 Reviews of Medeo? **["Medeo Makes Custom Videos Effortless with Intuitive, All-in-One Creation"](https://www.g2.com/survey_responses/medeo-review-12613464)** **Rating:** 4.5/5.0 stars _— Meaghan C._ [Read full review](https://www.g2.com/survey_responses/medeo-review-12613464) **["Medeo: Effortless Visual Storytelling"](https://www.g2.com/survey_responses/medeo-review-12586561)** **Rating:** 5.0/5.0 stars _— Kara S._ [Read full review](https://www.g2.com/survey_responses/medeo-review-12586561) ### [Spellbook](https://www.g2.com/products/spellbook/reviews) The world runs on contracts. Contracts run on Spellbook. Spellbook is the AI platform for commercial legal work that lives inside Word. It runs surgical first-pass reviews, suggests redlines, drafts language grounded in your own positions and real market data, and enforces your playbooks automatically so you can focus on work that actually requires a lawyer. **Average Rating:** 4.7/5.0 **Total Reviews:** 29 #### Who Is the Company Behind Spellbook? - **Seller:** [Spellbook](https://www.g2.com/sellers/spellbook) - **Year Founded:** 2018 - **HQ Location:** Toronto, CA - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6f9bf1529243c37edc39f521a6aafc742bb4628f4e3c11be25d5ddfeca8544d9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fspellbookai&secure%5Burl_type%5D=linkedin_company_website) 233 employees on LinkedIn® #### Who Uses This Product? - **Top Industries:** Legal Services - **Company Size:** 66% Small, 31% Medium #### What Are Recent G2 Reviews of Spellbook? **["Legal Support a Click Away with Straightforward, Tailored Contract Reviews"](https://www.g2.com/survey_responses/spellbook-review-12698638)** **Rating:** 5.0/5.0 stars _— Verified User in Gambling & Casinos_ [Read full review](https://www.g2.com/survey_responses/spellbook-review-12698638) **["Streamlined Legal Practice with Spellbook's Efficient Drafting"](https://www.g2.com/survey_responses/spellbook-review-12764034)** **Rating:** 5.0/5.0 stars _— Alejandro R._ [Read full review](https://www.g2.com/survey_responses/spellbook-review-12764034) ### [Anchor Browser](https://www.g2.com/pt/products/anchor-browser/reviews) Anchor Browser é uma plataforma de desenvolvimento projetada para transformar a automação de navegadores em uma solução confiável e pronta para empresas. Ela permite que agentes de IA interajam com a web de maneira semelhante à humana, proporcionando ambientes seguros e autenticados para navegar em páginas da web, enviar formulários e extrair dados em tempo real. Esta plataforma é particularmente benéfica para organizações que buscam automatizar tarefas baseadas na web que não possuem acesso a APIs tradicionais. Principais Características e Funcionalidades: - Agentes de Navegador Confiáveis: Anchor oferece navegadores hospedados na nuvem que facilitam a criação, implantação e manutenção de ferramentas de automação autossuficientes. - Infraestrutura Pronta para Empresas: A plataforma fornece instâncias de navegador seguras e isoladas que se integram perfeitamente com sistemas de identidade empresarial e VPN, garantindo isolamento total do navegador e conformidade com padrões como SOC2, ISO27001, HIPAA e GDPR. - Navegação Humanizada™: Anchor oferece comportamento de navegador indetectável, incluindo resolução automatizada de CAPTCHA, proxies de rede de saída confiáveis e mecanismos avançados de contorno de detecção de bots. - Escalabilidade Infinita: Os usuários podem escalar operações sem restrições, suportando navegadores concorrentes ilimitados, durações de sessão estendidas e implantação em várias localizações geográficas com infraestrutura de alta disponibilidade. - Ferramentas Centradas no Desenvolvedor: A plataforma oferece controle total sobre os navegadores através de CDP, Playwright, APIs ou frameworks de agentes diretos, compatíveis com qualquer linguagem de programação. - Design Focado em Agentes: Anchor é adaptado para agentes autônomos, apresentando capacidades de IA embutidas e um kit de ferramentas de controle abrangente para construir e implantar produtos e fluxos de trabalho agenticos. - Mecanismos de Autocura: A plataforma permite a criação de ferramentas que detectam e reparam problemas autonomamente, garantindo operação de longo prazo sem necessidade de manutenção. Valor Principal e Problema Resolvido: Anchor Browser aborda os desafios da automação de navegadores frágil e cara, fornecendo uma plataforma robusta, escalável e segura. Ela capacita os desenvolvedores a construir e implantar automações de navegador impulsionadas por IA sem gerenciar a complexidade do navegador, reduzindo assim o custo de propriedade e permitindo a automação de tarefas baseadas na web que anteriormente eram inacessíveis devido à falta de APIs tradicionais. Esta solução é particularmente valiosa para indústrias como finanças, saúde, conformidade, TI e imobiliário, onde a integração com aplicativos legados e a superação de APIs parciais são obstáculos comuns. **Average Rating:** 5.0/5.0 **Total Reviews:** 16 #### Who Is the Company Behind Anchor Browser? - **Vendedor:** [Anchor Browser](https://www.g2.com/pt/sellers/anchor-browser) - **Ano de Fundação:** 2025 - **Localização da Sede:** N/A - **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=46bc7682c02b6c0b54cfa643bd4f493b7aa6eb3e55b739971b91162bfc5d5e67&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fanchorbrowser&secure%5Burl_type%5D=linkedin_company_website) 21 funcionários no LinkedIn® #### Who Uses This Product? - **Top Industries:** Tecnologia da Informação e Serviços - **Company Size:** 100% Small #### What Are Recent G2 Reviews of Anchor Browser? **["O Anchor Browser mantém meu fluxo de trabalho de conteúdo organizado e livre de distrações."](https://www.g2.com/pt/survey_responses/anchor-browser-review-12810341)** **Rating:** 5.0/5.0 stars _— Mufeeda K._ [Read full review](https://www.g2.com/pt/survey_responses/anchor-browser-review-12810341) **["Gerenciamento de Sessão Suave e Automação de Fluxo de Trabalho Confiável em Escala"](https://www.g2.com/pt/survey_responses/anchor-browser-review-12507978)** **Rating:** 5.0/5.0 stars _— Graham C._ [Read full review](https://www.g2.com/pt/survey_responses/anchor-browser-review-12507978) - ‹ Prev‹ Prev - 1 - [2](/categories/emerging-ai-software?order=popular&page=2#product-list) - [3](/categories/emerging-ai-software?order=popular&page=3#product-list) - [4](/categories/emerging-ai-software?order=popular&page=4#product-list) - [5](/categories/emerging-ai-software?order=popular&page=5#product-list) - … - [399](/categories/emerging-ai-software?order=popular&page=399#product-list) - [400](/categories/emerging-ai-software?order=popular&page=400#product-list) - [Next ›Next ›](/categories/emerging-ai-software?order=popular&page=2#product-list) Spotlight Categories [Identity and Access Management (IAM) Software](https://www.g2.com/categories/identity-and-access-management-iam) [Quality Management Systems (QMS)](https://www.g2.com/categories/quality-management-qms) [Affiliate Marketing Software](https://www.g2.com/categories/affiliate-marketing) [Attribution Software](https://www.g2.com/categories/attribution) [Conversation Intelligence Software](https://www.g2.com/categories/conversation-intelligence) Similar Categories - [Active Learning Tools](/categories/active-learning-tools) - [Agentic AI](/categories/agentic-ai) - [AI Avatar Generators](/categories/ai-avatar-generators) - [AI Gateways](/categories/ai-gateways) - [AI Governance Tools](/categories/ai-governance-tools) - [AI Note-Taking Software](/categories/ai-note-taking-software) - [AI Orchestration](/categories/ai-orchestration) - [AI Proposal Generator Tools](/categories/ai-proposal-generator-tools) - [AI Search Visibility Optimization Tools](/categories/ai-search-visibility-optimization-tools) - [AI Security Posture Management (AI-SPM) Tools](/categories/ai-security-posture-management-ai-spm-tools) - [AI Security Solutions](/categories/ai-security-solutions) - [AI Storyboard Generators](/categories/ai-storyboard-generators) - [AI Voice Assistants](/categories/ai-voice-assistants) - [AI Voice Dictation](/categories/ai-voice-dictation) - [AI Writing Assistant](/categories/ai-writing-assistant) [Browse Emerging AI Software Themes](/categories/emerging-ai-software/themes) ![Bijou Barry](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Bijou Barry") BB Researched and written by [Bijou Barry](https://research.g2.com/insights/author/bijou-barry) Updated April 9, 2026 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. Show More ### Emerging AI Software Topics - [Emerging AI Software buying insights at a glance](#emerging-ai-software-buying-insights-at-a-glance) - [Top 5 FAQs from software buyers](#top-5-faqs-from-software-buyers) - [What are the top-reviewed emerging AI software products on G2?](#what-are-the-top-reviewed-emerging-ai-software-products-on-g2) - [What I Often See in Emerging AI Software](#what-i-often-see-in-emerging-ai-software) - [My Expert Takeaway on Emerging AI Software](#my-expert-takeaway-on-emerging-ai-software) - [Emerging AI Software FAQs](#emerging-ai-software-faqs) - [Sources](#sources) [ ### Emerging AI Software Topics Expand/Collapse ](#) - [Emerging AI Software buying insights at a glance](#emerging-ai-software-buying-insights-at-a-glance) - [Top 5 FAQs from software buyers](#top-5-faqs-from-software-buyers) - [What are the top-reviewed emerging AI software products on G2?](#what-are-the-top-reviewed-emerging-ai-software-products-on-g2) - [What I Often See in Emerging AI Software](#what-i-often-see-in-emerging-ai-software) - [My Expert Takeaway on Emerging AI Software](#my-expert-takeaway-on-emerging-ai-software) - [Emerging AI Software FAQs](#emerging-ai-software-faqs) - [Sources](#sources) ## Learn More 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