Best Emerging AI Software

How Many Emerging AI Software Products Does G2 Track?

Total Products under this Category: 9,161

Category Stats (Sep 2026)

  • Average Rating: 4.6/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Narada AI (+94.29%) - Among all products in this category, Narada AI recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank Emerging AI Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 30,100+ Authentic Reviews
  • 9,161+ 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.

Miro

Miro is the collaborative workspace where agents and teams converge to think, decide, and build together. As AI accelerates work, the challenge for organizations isn't doing more; it's turning individual output into scaled impact. Serving more than 100 million users across 250,000 customers, Miro’s shared, secure canvas surfaces the context that empowers teams to solve harder problems, make better decisions, and move work forward faster. Founded in 2011, Miro currently employs 1,600 people in 13 hubs around the world. To learn more, visit miro.com 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: 13,429

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Who Is the Company Behind Miro?

  • Seller: Miro
  • Company Website:
  • Year Founded: 2011
  • HQ Location: San Francisco, California
  • Twitter: @MiroHQ
    38,406 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,883 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 praise Miro for its ease of use, making collaboration and idea sharing straightforward and efficient.
  • Users value the effortless collaboration Miro offers, facilitating seamless teamwork and idea management in one visual space.
  • Users value Miro's intuitive features and flexibility, enhancing productivity and creativity with seamless visualizations.
  • Users love the real-time collaboration feature of Miro, enabling effortless teamwork and idea sharing in a visual space.
  • Users love the real-time collaboration in Miro, enhancing teamwork and idea sharing seamlessly across projects.
Cons
  • Users express a need for missing features, particularly for a unified overview and better control on boards.
  • Users find that Miro's embedding in Confluence pages appears cluttered, detracting from the overall presentation quality.
  • Users find Miro's limited features restrictive, especially on the free plan and for larger teams, increasing costs significantly.
  • Users face a steep learning curve with Miro, making initial usage challenging despite its powerful functionality.
  • Users report slow loading times and inefficiencies when navigating large boards and documents in Miro.

What Are Recent G2 Reviews of Miro?

What Are G2 Users Discussing About Miro?

Meshy

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: 3,584

Who Is the Company Behind Meshy?

  • Seller: Meshy
  • Company Website:
  • HQ Location: Sunnyvale, California
  • LinkedIn® Page: www.linkedin.com
    172 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Owner, CEO
  • Top Industries: Computer Games, Arts and Crafts
  • Company Size: 75% Small, 1% Medium

What Do G2 Reviewers Say About Meshy?

AI-generated summary from verified user reviews

Pros
  • Users find Meshy remarkably easy to use, simplifying the process of creating 3D printable files effortlessly.
  • Users admire Meshy's effortless 3D modeling, transforming complex tasks into simple, accurate outputs with a user-friendly interface.
  • Users appreciate the speed and efficiency of Meshy, significantly enhancing their creativity in 3D design.
  • Users praise the effortless modeling from text and images, enabling quick and accessible 3D creation.
  • Users value the high quality content produced by Meshy, enhancing their productivity and project outcomes significantly.
Cons
  • Users note that 3D modeling issues arise with complex shapes, requiring extra manual processing for better results.
  • Users report poor rendering quality, noting issues with detail and recognition in 3D model outputs.
  • Users criticize the inaccuracy of generated images, often leading to frustration and wasted credits on unusable models.
  • Users are disappointed with the topology issues in Meshy, leading to inconsistent and unsatisfactory results.
  • Users find the limited modeling capabilities of Meshy hinder advanced asset creation, affecting quality and precision.

What Are Recent G2 Reviews of Meshy?

Coder

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: 207

Who Is the Company Behind Coder?

  • Seller: Coder
  • Company Website:
  • Year Founded: 2017
  • HQ Location: Austin, Texas, United States
  • LinkedIn® Page: linkedin.com
    663 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Platform Engineer, Senior Software 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 value the ease of use of Coder, making remote development simple and convenient from anywhere.
  • Users value the responsive community support in Coder, enhancing their experience and resolving issues promptly.
  • Users appreciate the comprehensive information provided by Coder, enhancing their learning and development experience.
  • Users commend Coder's responsive customer support through Discord, ensuring prompt assistance and enhancing the user experience.
  • Users value the customization options in Coder, enabling tailored templates that streamline workflows for developers.
Cons
  • Users find the lack of essential features in Coder frustrating, impacting their specific workflow needs and effectiveness.
  • Users face compatibility issues with certain features, particularly regarding GPU workloads and Docker in Coder.
  • Users face a difficult setup with features like devcontainers and GPU support, impacting usability significantly.
  • Users find the dependency on Internet connectivity to be a significant disadvantage of using Coder.
  • Users find the Internet requirement a notable disadvantage, limiting accessibility and offline usage of Coder.

What Are Recent G2 Reviews of Coder?

Algolia

Algolia empowers businesses to deliver lightning-fast, AI-driven search and discovery experiences that convert. Trusted by over 18,000 companies and 500,000 developers, Algolia’s API-first platform handles 1.75 trillion searches annually across e-commerce, SaaS, marketplaces, media, and more. From helping retailers boost conversions with personalized product discovery to enabling companies to surface relevant content instantly, Algolia delivers scalable, reliable, and intuitive solutions built for performance. With seamless integration into any tech stack, user-friendly tools for business teams, and advanced AI customization, Algolia makes it easy to launch tailored digital experiences—accelerating time to value and driving measurable business results. Learn more: https://www.algolia.com/

Average Rating: 4.5/5.0

Total Reviews: 431

Who Is the Company Behind Algolia?

  • Seller: Algolia SAS
  • Company Website:
  • Year Founded: 2012
  • HQ Location: San Francisco, CA
  • Twitter: @algolia
    25,496 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    942 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: CTO, Software Engineer
  • Top Industries: Computer Software, Retail
  • Company Size: 59% Small, 30% Medium

What Do G2 Reviewers Say About Algolia?

AI-generated summary from verified user reviews

Pros
  • Users value Algolia's ease of use, enjoying simple integration and a responsive experience for fast searches.
  • Users value Algolia's search efficiency, enjoying fast and relevant results even with extensive datasets.
  • Users love the speed and responsiveness of Algolia, enabling efficient searches even with large datasets.
  • Users are impressed by the immediate search speed of Algolia, enhancing user experience and efficiency significantly.
  • Users value Algolia's exceptional efficiency, enabling organizations to implement robust search solutions with minimal engineering effort.
Cons
  • Users find Algolia's pricing to be expensive, with many features locked behind higher tiers and limited customizations.
  • Users express concerns over limitations in features and control, making customization and usability challenging with Algolia.
  • Users find Algolia has a high learning curve requiring advanced coding skills and significant attention to fine-tuning.
  • Users note Algolia's limited features, requiring extensive coding knowledge for customization and integration.
  • Users find the learning difficulty of Algolia challenging, especially when configuring advanced features and settings.

What Are Recent G2 Reviews of Algolia?

What Are G2 Users Discussing About Algolia?

Red Panda

Red Panda AI is a free online AI image generator that enables users to create stunning art, realistic images, and unique designs effortlessly. Utilizing the advanced red_panda model, it interprets simple text prompts to produce high-quality visuals in approximately 7 seconds, making it an ideal tool for designers, artists, and creatives seeking a quick and efficient way to generate images. Key Features and Functionality: - Rapid Image Generation: Produces detailed and accurate images swiftly, enhancing workflow efficiency. - High-Quality Outputs: Employs advanced algorithms to generate visually impressive and realistic images across various artistic styles, including hyper-realistic renders, oil paintings, and abstract visuals. - Versatility: Supports a wide range of styles such as watercolor and photography, catering to diverse creative needs from social media graphics to marketing campaigns. - User-Friendly Interface: Designed with simplicity and intuitiveness, making it accessible for both beginners and professionals. - Vector and Raster Image Support: Capable of generating anatomically perfect raster and vector images, including SVG outputs ideal for logos and icon sets. Primary Value and User Solutions: Red Panda AI addresses the need for a fast, free, and user-friendly platform for generating high-quality images from text descriptions. It empowers users to bring their creative ideas to life without requiring advanced technical skills or significant time investment. By offering rapid image generation and supporting various artistic styles, Red Panda AI enhances creative workflows and provides a versatile solution for producing visuals tailored to specific themes and design requirements.

Average Rating: 4.2/5.0

Total Reviews: 50

Who Is the Company Behind Red Panda?

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 54% Small, 30% Medium

What Are Recent G2 Reviews of Red Panda?

Leo

"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
  • Year Founded: 2023
  • HQ Location: Cambridge, Massachusetts
  • LinkedIn® Page: www.linkedin.com
    33 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?

Phygital Plus

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: 41

Who Is the Company Behind Phygital Plus?

Who Uses This Product?

  • Top Industries: Design
  • Company Size: 86% Small, 7% Large

What Are Recent G2 Reviews of Phygital Plus?

Intryc

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
  • Year Founded: 2024
  • HQ Location: San Francisco , US
  • LinkedIn® Page: www.linkedin.com
    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?

Supabase

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: 228

Who Is the Company Behind Supabase?

  • Seller: Supabase
  • Year Founded: 2020
  • HQ Location: Global, US
  • LinkedIn® Page: www.linkedin.com
    436 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Founder, Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 77% Small, 19% Medium

What Do G2 Reviewers Say About Supabase?

AI-generated summary from verified user reviews

Pros
  • Users find Supabase easy to use, enjoying its user-friendly interface and smooth integration with tools for app development.
  • Users appreciate the powerful design and easy integration of Supabase, enhancing their development experience significantly.
  • Users appreciate the user-friendly interface of Supabase, making it easy to set up and integrate smoothly.
  • Users love the easy integrations of Supabase, enhancing their workflow and speeding up project development seamlessly.
  • Users appreciate the seamless integrations of Supabase, enhancing the developer experience across various tools and projects.
Cons
  • Users feel that Supabase has beginner unfriendliness, citing complexity and limited resources for novice coders.
  • Users find the pricing expensive, especially for premium features that should be accessible to all users.
  • Users find Supabase has a high complexity that challenges novice coders and could benefit from better documentation.
  • Users face insufficient guidance in Supabase, making it challenging for novice coders to navigate the platform.
  • Users find that learning difficulties with Supabase arise due to its complexity and limited documentation for novices.

What Are Recent G2 Reviews of Supabase?

Avaamo

Avaamo is a leading provider of advanced conversational AI solutions designed to transform enterprise interactions across various sectors, including healthcare, customer support, and employee engagement. By leveraging deep learning technologies, Avaamo enables organizations to deploy intelligent virtual assistants that deliver personalized, efficient, and human-like conversations, enhancing user experiences and operational efficiency. Key Features and Functionality: - Intelligent Virtual Assistants (IVAs): Avaamo's IVAs integrate seamlessly into enterprise applications, automating complex workflows and providing 24/7 personalized support across multiple channels. - Omni-Channel Deployment: The platform supports deployment across various consumer and corporate channels, including messaging apps, smart assistants, portals, and mobile applications, ensuring consistent user experiences. - Advanced Natural Language Understanding (NLU): Utilizing proprietary NLU technology, Avaamo's platform achieves high accuracy with minimal training data, enabling efficient and effective conversational AI applications. - Voice AI Integration: Avaamo's Voice Gateway offers seamless integration with existing phone systems, providing AI-powered voice automation and enhancing contact center operations. - Healthcare Solutions: Avaamo Ambient™ captures and documents patient-provider conversations in real-time, transforming them into structured clinical notes, thereby reducing physician burnout and improving patient care. Primary Value and User Solutions: Avaamo addresses critical challenges faced by enterprises by automating and enhancing communication processes. In healthcare, it alleviates the burden of clinical documentation, allowing providers to focus more on patient care. For customer support and employee engagement, Avaamo's solutions reduce operational costs, improve response times, and deliver personalized experiences, leading to increased satisfaction and loyalty. By deploying Avaamo's conversational AI, organizations can achieve significant efficiency gains, reduce manual workloads, and provide superior service experiences.

Average Rating: 4.7/5.0

Total Reviews: 30

Who Is the Company Behind Avaamo?

  • Seller: Avaamo
  • Year Founded: 2014
  • HQ Location: Los Altos, California, United States
  • LinkedIn® Page: www.linkedin.com
    140 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 88% Large, 9% Small

What Are Recent G2 Reviews of Avaamo?

Megatron-LM

Megatron-LM is an advanced framework developed by NVIDIA for training large-scale transformer-based language models. It is designed to efficiently handle models with hundreds of billions of parameters by leveraging both model and data parallelism. Key Features and Functionality: - Scalability: Supports training models ranging from 2 billion to 462 billion parameters across thousands of GPUs, achieving up to 47% Model FLOP Utilization (MFU) on H100 clusters. - Parallelism Techniques: Employs tensor parallelism, pipeline parallelism, and data parallelism to distribute computations effectively, enabling efficient training of massive models. - Mixed Precision Training: Supports FP16, BF16, and FP8 mixed precision training to enhance performance and reduce memory usage. - Advanced Optimizations: Incorporates features like FlashAttention for faster attention computation and activation checkpointing to manage memory efficiently during training. - Model Support: Provides pre-configured training scripts for various models, including GPT, LLaMA, DeepSeek, and Qwen, facilitating quick experimentation and deployment. Primary Value and Problem Solving: Megatron-LM addresses the challenges associated with training extremely large language models by offering a scalable and efficient framework. Its advanced parallelism strategies and performance optimizations enable researchers and developers to train state-of-the-art models on large datasets without compromising on speed or resource utilization. This capability is crucial for advancing natural language processing applications and developing more sophisticated AI systems.

Average Rating: 4.4/5.0

Total Reviews: 25

Who Is the Company Behind Megatron-LM?

  • Seller: NVIDIA
  • Year Founded: 1993
  • HQ Location: Santa Clara, CA
  • Twitter: @nvidia
    2,582,827 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    51,762 employees on LinkedIn®
  • Ownership: 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
  • Users value the performance improvement of Megatron-LM, enabling efficient large-scale training and effective GPU resource utilization.
  • Users value the ease of use of Megatron-LM, highlighting its simplicity in model training and integration.
  • Users highlight the efficiency of Megatron-LM, benefiting from seamless scalability and optimized GPU resource utilization.
  • Users appreciate the access to extensive knowledge through Megatron-LM, enhancing their language learning and comprehension capabilities.
  • Users commend Megatron-LM for its unprecedented NLP capabilities, showcasing advanced language model sophistication and scalability.
Cons
  • Users find the difficult learning curve of Megatron-LM a challenge, especially with limited hardware resources.
  • Users find the documentation lacking, making it difficult for first-time learners to navigate Megatron-LM effectively.
  • Users face high resource consumption with Megatron-LM, making it difficult for those with limited hardware capabilities.
  • Users note significant concerns regarding bias, highlighting ethical risks and the need for better safeguards in Megatron-LM.
  • Users face a complex setup with Megatron-LM, leading to difficulties in integration and customization efforts.

What Are Recent G2 Reviews of Megatron-LM?

Apify

Apify is the largest marketplace of tools for AI. At its core is Apify Store, a marketplace where builders create, publish, and monetize tools called Actors. Actors are serverless cloud programs that get web data and automate tasks on the web. Builders create them with JavaScript or Python. Build an Actor once and publish it to Apify Store. Thousands of builders already have. Earn when others use it - Apify handles all the infrastructure, billing, and monthly payouts. For everyone else, Apify means never building from scratch. Apify Store has thousands of ready-to-run Actors for extracting Amazon product data, scraping Google Maps listings, monitoring competitor prices, pulling social media content, generating leads, and hundreds of other jobs on the web. Pick the Actor you need, run it, and get your data. Behind the scenes, Actors handle proxy rotation, CAPTCHA solving, JavaScript rendering, headless browsers, scaling, storage, and scheduling. The Apify platform runs with 99.95% uptime. It's SOC 2 Type II, GDPR, and CCPA compliant, and trusted by companies and organizations such as Intercom, Groupon, and the European Commission. Run Actors through Apify Console, integrate them with Zapier and Make, or connect them to AI frameworks like LangChain and Hugging Face to feed LLMs and vector databases. Apify's MCP server lets AIs like Claude discover and use Actors as tools dynamically, so an agent can ask "find the top 10 Indian restaurants in San Francisco" and automatically use the right Actor to get that data. Use cases span competitive intelligence, lead generation, market research, SEO monitoring, and crawling websites for AI context. If there's data on the web, there's probably an Actor for it. Apify has residential and datacenter proxies, browser automation with Puppeteer and Playwright, automatic retries, error handling, monitoring dashboards, and APIs. Schedule runs to keep data fresh and export to JSON, CSV, Excel, Google Sheets, databases, or push straight into your workflows. Beyond Apify Store, the Professional Services team builds and maintains custom solutions with dedicated data experts and long-term project maintenance. Start free with $5 in prepaid monthly platform usage; paid plans scale with compute, storage, and proxy usage (see https://apify.com/pricing).

Average Rating: 4.7/5.0

Total Reviews: 604

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Who Is the Company Behind Apify?

  • Seller: Apify
  • Company Website:
  • Year Founded: 2015
  • HQ Location: Praha, CZ
  • Twitter: @apify
    8,456 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    263 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Founder, CEO
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 83% Small, 9% Medium

What Do G2 Reviewers Say About Apify?

AI-generated summary from verified user reviews

Pros
  • Users find Apify incredibly easy to integrate into their workflows, saving time with its unique agents.
  • Users value the unique agents and diverse features of Apify, making web scraping efficient and user-friendly.
  • Users appreciate the scraping efficiency of Apify, benefiting from quick setups and diverse pre-built actors.
  • Users value the automation features of Apify, streamlining tasks and providing real-time market intelligence effortlessly.
  • Users enjoy the easy integrations with Apify, enabling swift connections to services and enhancing their workflow efficiency.
Cons
  • Users express concerns over pricing issues, preferring outright purchases and lower subscription costs for scrapers.
  • Users find the product expensive and prefer options for outright purchases and reduced pricing plans.
  • Users face a steep learning curve with Apify, complicating onboarding and ease of use for beginners.
  • Users face a steep learning curve with Apify, making it challenging for beginners to adapt and utilize effectively.
  • Users experience a steep learning curve, particularly beginners, making navigation and usage quite challenging.

What Are Recent G2 Reviews of Apify?

What Are G2 Users Discussing About Apify?

Alteryx

Alteryx, through it's Alteryx One platform, helps enterprises transform complex, disconnected data into a clean, AI-ready state. Whether you’re creating financial forecasts, analyzing supplier performance, segmenting customer data, analyzing employee retention, or building competitive AI applications from your proprietary data, Alteryx One makes it easy to cleanse, blend, and analyze data to unlock the unique insights that drive impactful decisions. AI-Guided Analytics Alteryx automates and simplifies every stage of data preparation and analysis, from validation and enrichment to predictive analytics and automated insights. Incorporate generative AI directly into your workflows to streamline complex data tasks and generate insights faster. Unmatched flexibility, whether you prefer code-free workflows, natural language commands, or low-code options, Alteryx adapts to your needs. Trusted. Secure. Enterprise-Ready. Alteryx is trusted by over half of the Global 2000 and 19 of the top 20 global banks. With built-in automation, governance, and security, your workflows can scale and maintain compliance while delivering consistent results. And it doesn’t matter if your systems are on-premises, hybrid, or in the cloud; Alteryx fits effortlessly into your infrastructure. Easy to Use. Deeply Connected. What truly sets Alteryx apart is our focus on efficiency and ease of use for analysts and our active community of 700,000 Alteryx users to support you at every step of your journey. With seamless integration to data everywhere including platforms like Databricks, Snowflake, AWS, Google, SAP, and Salesforce, our platform helps unify siloed data and accelerate getting to insights. Visit Alteryx.com for more information, and to start your free trial.

Average Rating: 4.6/5.0

Total Reviews: 863

Who Is the Company Behind Alteryx?

  • Seller: Alteryx
  • Company Website:
  • Year Founded: 1997
  • HQ Location: Irvine, CA
  • Twitter: @alteryx
    26,149 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2,312 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Analyst, Analyst
  • Top Industries: Financial Services, Accounting
  • Company Size: 63% Large, 21% Medium

What Do G2 Reviewers Say About Alteryx?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use in Alteryx, finding it simple to automate tasks with drag and drop functionality.
  • Users value the automation capabilities of Alteryx, streamlining data processes and enhancing analytical efficiency.
  • Users find Alteryx to be very intuitive, making it easy for non-technical users to learn and utilize.
  • Users find that Alteryx's interface makes learning technology easy for everyone, even those without a tech background.
  • Users value Alteryx for its efficiency in managing data, streamlining workflows, and enhancing overall productivity.
Cons
  • Users highlight the expensive pricing of Alteryx, making it difficult for small teams or startups to afford licenses.
  • Users face a steep learning curve with Alteryx, requiring time to master its complex features.
  • Users find that Alteryx suffers from missing features, such as lack of direct database access and limited reporting tools.
  • Users find the learning difficulty of Alteryx steep, especially for those unfamiliar with RegEx and SQL.
  • Users experience slow performance with Alteryx, particularly when handling large workflows and during data wrangling tasks.

What Are Recent G2 Reviews of Alteryx?

Atria AI

Atria AI is an advanced platform designed to revolutionize the advertising workflow for marketing teams and creative professionals. By integrating artificial intelligence, Atria streamlines the processes of ad research, creation, and performance analysis, enabling users to produce high-performing advertisements more efficiently. The platform offers access to a vast library of over 25 million successful ads from platforms like Meta and TikTok, providing valuable insights and inspiration for crafting compelling ad content. Key Features and Functionality: - Radar Performance Intelligence: An AI-driven analytics engine that evaluates ad account data to identify top-performing creatives and suggests data-backed variations for testing. - Extensive Ad Library with Smart Search: Users can explore a comprehensive database of winning ads, filtering by brand, creative themes, hooks, and performance metrics to inform their strategies. - Review Mining and Insight Generation: The platform extracts customer feedback from various sources and transforms these insights into actionable ad concepts and messaging frameworks. - AI-Powered Script and Copy Generation: Atria facilitates rapid creation of ad scripts, headlines, and body copy by leveraging brand briefs and competitor analysis. - Creative Asset Management Hub: A centralized workspace for organizing, collaborating, and managing ad assets, featuring visual boards, commenting threads, and integration with tools like Google Drive. - Competitive Brand Tracking: Monitor competitor ad activities in real-time, gaining AI-tagged insights into their top-performing creatives and messaging strategies. Primary Value and Solutions Provided: Atria AI addresses common challenges in the advertising domain by reducing the time and effort required for ad creation and optimization. It empowers users to: - Enhance Creative Output: By providing access to a vast repository of successful ads and AI-generated insights, Atria enables teams to develop compelling ad content swiftly. - Optimize Ad Performance: The platform's analytics tools identify underperforming ads and recommend data-driven improvements, ensuring continuous enhancement of campaign effectiveness. - Streamline Workflow: Atria consolidates various aspects of the ad creation process, from research to asset management, into a single platform, thereby increasing efficiency and reducing operational complexity. By leveraging Atria AI, marketing teams can significantly improve their advertising strategies, leading to better engagement, higher conversion rates, and increased revenue.

Average Rating: 5.0/5.0

Total Reviews: 22

Who Is the Company Behind Atria AI?

  • Seller: Atria AI
  • Company Website:
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    29 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Marketing and Advertising
  • Company Size: 95% Small, 5% Medium

What Are Recent G2 Reviews of Atria AI?

Medeo

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?

Who Uses This Product?

  • Company Size: 95% Small, 5% Medium

What Are Recent G2 Reviews of Medeo?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 9, 2026

Emerging AI Software Topics

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Learn More About Emerging AI Software

Emerging AI Software buying insights at a glance

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, generative AI tools, 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 or 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) 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, Miro, Leo, Megatron-LM, and Atria AI.

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

  • Reviews: 448

Miro

  • Reviews: 12513

Leo

  • Reviews: 33

Megatron-LM

  • Reviews: 25

Atria AI

  • 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, 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, 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, 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, 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, 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, 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 — An AI assistant built directly into team workflows, helping remote teams automate repetitive tasks without leaving their existing communication tools.
  • Workday Platform — Extends AI-driven automation across HR, finance, and operations workflows, helping enterprise remote teams manage cross-functional processes with less manual coordination.
  • Atria AI — Streamlines operational workflows using AI-first principles, helping distributed teams automate routine tasks and maintain consistency across remote environments.
  • AI Ad Maker — 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 — An agentic AI platform built to automate multi-step business workflows autonomously, reducing the need for human intervention across repetitive operational processes.
  • AI2sql — 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 — 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 — 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 — 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 – Designed to help teams deploy AI assistants and automate workflows without heavy development work.
  • Nagent.AI – Focuses on autonomous agents and workflow automation, which can help startups automate repetitive operational tasks.
  • AI2sql – 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 – Converts natural language questions into SQL queries, helping non-technical users access database insights quickly.
  • Algolia – 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 – Helps teams automate internal workflows and build AI assistants for operational tasks.
  • Nagent.AI – Focuses on autonomous AI agents that can help automate repetitive processes across teams.
  • Wordwriter – 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 – A large-scale language model framework often used in advanced AI research and development environments.
  • AI2sql – 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
  2. G2 Winter 2026 Reports

Researched By: Bijou Barry

Last updated on March 16, 2026