# Best Emerging AI Software - Page 4 *By [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)* Emerging AI software represents innovative, AI-first solutions that extend beyond traditional AI classifications and existing G2 categories, leveraging generative AI, agentic capabilities, machine learning (ML), and deep learning to address novel challenges and create unique user experiences. These tools drive digital transformation across industries through real-time data analytics, predictive modeling, and automated decision-making. ### Core Capabilities of Emerging AI Software To qualify for inclusion in the Emerging AI category, a product must: - Be built on AI-first principles, with ML or deep learning at its core - Offer innovative functionalities or applications that go beyond existing AI categories ### How Emerging AI Software Differs from Other Tools Emerging AI software is distinguished by its novelty, these are solutions that don't yet fit within established G2 categories. They often integrate with [conversational intelligence software](https://www.g2.com/categories/conversational-intelligence), [natural language processing (NLP) platforms](https://www.g2.com/categories/natural-language-processing-nlp), and computer vision technologies, applying them in ways that create new use cases rather than enhancing existing ones. ### Insights from G2 on Emerging AI Software Based on category trends on G2, the novelty of capabilities and real-world business impact stand out as the primary reasons for adoption. These tools are often discovered before formal category definitions exist, making G2's Emerging AI category a valuable discovery surface for early adopters and analysts tracking the AI landscape. ## How Many Emerging AI Software Products Does G2 Track? **Total Products under this Category:** 7,941 ### Category Stats (Jun 2026) - **Average Rating**: 4.67/5 The average rating of products in this category, based on all submitted ratings - **Top Trending Product**: Kali (+16.67%) - Among all products in this category, Kali recorded the largest rating increase compared to last month *Last updated: June 25, 2026* ## How Does G2 Rank Emerging AI Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 19,900+ Authentic Reviews - 7,941+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. ## Which Emerging AI Software Is Best for Your Use Case? - **Best Free Software:** [Miro](https://www.g2.com/products/miro/reviews) --- **Sponsored** ### CData Connect AI CData Connect AI is the first managed MCP platform built for enterprise AI. It delivers live, governed access to hundreds of data sources—databases, SaaS apps, ERPs, and APIs—through a standardized relational interface. It closes three critical gaps: Connectivity with real-time, in-place data access and full read/write capabilities; Context through semantic intelligence so AI understands your business terms and data relationships; and Control via passthrough authentication, audit trails, and policy enforcement. The result is AI that can act on enterprise data—securely, accurately, and at scale. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1010485&secure%5Bdisplayable_resource_id%5D=1010485&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1010485&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=151045&secure%5Bresource_id%5D=1010485&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Femerging-ai-software&secure%5Btoken%5D=478e3d8be19277f320d6f0c654b745cdd521c1e5afe55caacd2af2dd9789a1db&secure%5Burl%5D=https%3A%2F%2Fwww.cdata.com%2Fai%2F%3Futm_source%3Dg2%26utm_medium%3Dsponsored-link%26utm_campaign%3Dconnect-ai-clicks-emerging-ai-software&secure%5Burl_type%5D=custom_url) --- ## What Are the Top-Rated Emerging AI Software Products in 2026? ### 1. [Job Match Pro](https://www.g2.com/products/job-match-pro-by-mployee-me-job-match-pro/reviews) Job Match Pro is an AI-powered job matching platform that analyzes resumes and connects job seekers with relevant opportunities from platforms such as Naukri, Foundit, and LinkedIn. The software scans job listings to provide recommendations based on qualifications and career goals, streamlining the search process by filtering out irrelevant positions. The platform alerts users to new postings within a specific timeframe, which can increase the likelihood of being shortlisted. Job Match Pro also includes resume optimization capabilities that analyze job descriptions and suggest keywords to improve compatibility with applicant tracking systems, potentially enhancing visibility to employers. The software automates job matching and resume enhancement, allowing users to concentrate on applying to positions that align with their skills and experience. **Average Rating:** 4.8/5.0 **Total Reviews:** 2 **Who Is the Company Behind Job Match Pro?** - **Seller:** [Mployee.me](https://www.g2.com/sellers/mployee-me) - **Year Founded:** 2021 - **HQ Location:** Noida, IN - **LinkedIn® Page:** https://www.linkedin.com/company/mployee-me (11 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of Job Match Pro? **"[Spot-On Job Recommendations That Saved Me Time](https://www.g2.com/survey_responses/job-match-pro-review-12927456)"** **Rating:** 5.0/5.0 stars *— Shrey D.* [Read full review](https://www.g2.com/survey_responses/job-match-pro-review-12927456) --- **"[Highly relevant and tailored job recommendations](https://www.g2.com/survey_responses/job-match-pro-review-12927487)"** **Rating:** 4.5/5.0 stars *— Ujjwal T.* [Read full review](https://www.g2.com/survey_responses/job-match-pro-review-12927487) --- ### 2. [Laburen.com](https://www.g2.com/products/laburen-com/reviews) Laburen.com is an intuitive platform designed to create and manage AI Employees—advanced virtual assistants that automate processes across various business functions, including sales, customer support, logistics, and enterprise management. Unlike traditional AI chatbots, Laburen's AI Employees are capable of learning and continuously improving, enabling businesses to enhance productivity, reduce costs, and deliver superior customer service. Key Features and Functionality: - No-Code AI Employee Creation: Users can develop AI Employees without any programming knowledge, facilitating quick deployment and ease of use. - Seamless Integrations: The platform connects with a wide range of systems, including CRMs, ERPs, and tools without APIs, ensuring comprehensive automation capabilities. - Personalization: AI Employees can be customized in tone, personality, and responses to align with the brand's voice and customer engagement strategies. - Continuous Optimization: Through machine learning, AI Employees improve over time by adapting to new tasks and refining responses based on previous interactions. - 24/7 Technical Support: Laburen.com offers round-the-clock support with a team of experts to assist users at any time. Primary Value and Solutions Provided: Laburen.com addresses the need for businesses to automate and optimize their operations without requiring technical expertise. By deploying AI Employees, companies can: - Enhance Productivity: Automate repetitive tasks, allowing human employees to focus on strategic initiatives. - Reduce Operational Costs: Minimize expenses associated with manual processes and human errors. - Improve Customer Experience: Provide prompt and personalized responses to customer inquiries, leading to higher satisfaction and loyalty. - Achieve Scalability: Easily scale operations by adding new AI Employees and automating additional areas without technical complications. Laburen.com empowers businesses to leverage artificial intelligence effectively, transforming their operations and driving growth through intelligent automation. **Average Rating:** 4.8/5.0 **Total Reviews:** 2 **Who Is the Company Behind Laburen.com?** - **Seller:** [Laburen.com](https://www.g2.com/sellers/laburen-com) - **Year Founded:** 2024 - **HQ Location:** N/A - **LinkedIn® Page:** https://linkedin.com/company/laburen-com (8 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Small-Business, 50% Mid-Market #### What Are Laburen.com's Pros and Cons? **Pros:** - Ease of Use (1 reviews) - Efficiency (1 reviews) - Implementation Ease (1 reviews) - Time-Saving (1 reviews) - Useful (1 reviews) ### What Do G2 Reviewers Say About Laburen.com? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of Laburen.com, which simplifies the creation of efficient AI Agents for businesses. - Users value the **efficiency** of Laburen.com for facilitating easy and agile AI Agent creation for operations. - Users find **implementation easy** , enhancing efficiency and scalability in their business operations effortlessly. - Users value the **time-saving capabilities** of Laburen.com, enhancing efficiency and productivity in business operations. - Users find that Laburen.com significantly boosts clients' **ROI through an effective sales process** , enhancing campaign performance. #### What Are Recent G2 Reviews of Laburen.com? **"[Excelent tool to implement AI AGents](https://www.g2.com/survey_responses/laburen-com-review-10859757)"** **Rating:** 4.5/5.0 stars *— Rodrigo S.* [Read full review](https://www.g2.com/survey_responses/laburen-com-review-10859757) --- **"[Boost your performance](https://www.g2.com/survey_responses/laburen-com-review-11576073)"** **Rating:** 5.0/5.0 stars *— Fernandez C.* [Read full review](https://www.g2.com/survey_responses/laburen-com-review-11576073) --- ### 3. [ObfusCat](https://www.g2.com/products/obfuscat/reviews) ObfusCat generates private code for businesses, protecting your IP and keeping your codebase secure. **Average Rating:** 3.5/5.0 **Total Reviews:** 2 **Who Is the Company Behind ObfusCat?** - **Seller:** [ObfusCat](https://www.g2.com/sellers/obfuscat) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are ObfusCat's Pros and Cons? **Pros:** - Ease of Use (1 reviews) - Easy Integrations (1 reviews) - Helpful (1 reviews) - Useful (1 reviews) - User Interface (1 reviews) **Cons:** - Prompt Issues (1 reviews) ### What Do G2 Reviewers Say About ObfusCat? *AI-generated summary from verified user reviews* **Pros:** - Users find ObfusCat's **ease of use** impressive, making integration seamless for diverse software products. - Users find ObfusCat's **easy integrations** invaluable for enhancing security and simplifying obfuscation in their projects. - Users find ObfusCat to be **extremely helpful** for enhancing the security and privacy of their code and software. - Users find ObfusCat to provide **enhanced security and privacy** for their code, making software protection effortless. - Users praise the **simple and native UI** of ObfusCat, highlighting its seamless performance on Macs. **Cons:** - Users find the **system prompt inadequate** , suggesting improvements for better overall experience and functionality. #### What Are Recent G2 Reviews of ObfusCat? **"[Very helpful for security and privacy of software](https://www.g2.com/survey_responses/obfuscat-review-10559320)"** **Rating:** 5.0/5.0 stars *— Praveen C.* [Read full review](https://www.g2.com/survey_responses/obfuscat-review-10559320) --- ### 4. [opencode.ai](https://www.g2.com/products/opencode-ai/reviews) OpenCode is an open-source AI coding agent designed to integrate seamlessly into terminal-based development workflows. It provides developers with a responsive, themeable terminal user interface (TUI) that brings powerful, context-aware AI assistance directly into the command-line environment. By supporting a wide range of language models and offering features like multi-session management and Language Server Protocol (LSP) integration, OpenCode enhances productivity and streamlines coding tasks without the need to switch between applications. Key Features: - Native Terminal User Interface (TUI): Offers a responsive and customizable interface that integrates directly into the terminal, maintaining the efficiency of command-line workflows. - Model Agnostic: Supports integration with over 75 language model providers, including Anthropic's Claude, OpenAI's GPT series, Google's models, and locally hosted models, giving developers the flexibility to choose their preferred AI models. - LSP Integration: Automatically detects and loads the appropriate Language Server Protocols for the active project, providing accurate code analysis and AI-generated suggestions tailored to specific programming languages. - Multi-Session Management: Allows running multiple AI agent sessions in parallel within the same project, enabling simultaneous handling of various tasks such as code generation, debugging, and documentation. - Session Sharing: Enables sharing of session links, facilitating collaboration by allowing team members to access and review AI interactions and code suggestions. Primary Value and Problem Solved: OpenCode addresses the inefficiencies associated with switching between terminal workflows and external AI coding assistants by embedding AI capabilities directly into the development environment. This integration eliminates context switching, preserves the command-line workflow, and provides developers with immediate, context-aware AI assistance. By supporting a wide range of language models and offering features like LSP integration and multi-session management, OpenCode enhances productivity, streamlines coding tasks, and maintains the flexibility and control that developers require in their tools. **Average Rating:** 5.0/5.0 **Total Reviews:** 2 **Who Is the Company Behind opencode.ai?** - **Seller:** [opencode.ai](https://www.g2.com/sellers/opencode-ai) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/opencode-co (2 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of opencode.ai? **"[Flexible Model Choice with Custom Inference Providers](https://www.g2.com/survey_responses/opencode-ai-review-12499969)"** **Rating:** 5.0/5.0 stars *— Roy M.* [Read full review](https://www.g2.com/survey_responses/opencode-ai-review-12499969) --- **"[Flexible Model Choice and a Rapidly Improving Open-Source Daily Driver](https://www.g2.com/survey_responses/opencode-ai-review-12498016)"** **Rating:** 5.0/5.0 stars *— Roy M.* [Read full review](https://www.g2.com/survey_responses/opencode-ai-review-12498016) --- ### 5. [Progress Agentic RAG](https://www.g2.com/products/progress-agentic-rag/reviews) Progress Agentic RAG is a specialized Software as a Service (SaaS) solution designed to assist businesses in automatically indexing various forms of unstructured data, including documents, files, videos, and audio. This innovative platform features a modular, end-to-end retrieval-augmented generation (RAG) pipeline that effectively transforms unstructured data into verifiable, context-aware answers. By integrating retrieval, validation, and automation into existing workflows, Progress Agentic RAG elevates generative AI from a standalone experiment to a reliable, integrated system that enhances productivity and return on investment (ROI). The modular RAG pipeline is a standout feature of Progress Agentic RAG, enabling rapid and flexible AI deployments without the need for extensive engineering resources. Its fully integrated no-code and low-code design allows users to easily implement ingestion, retrieval, and generation capabilities tailored to their specific needs. This adaptability makes it accessible to a wide range of users, from technical teams to business professionals seeking to leverage AI without deep technical expertise. Targeted at organizations looking to enhance their AI initiatives, Progress Agentic RAG employs advanced retrieval strategies to deliver precise, context-rich answers. With over 30 retrieval strategies, including semantic search, exact match, neighboring paragraph retrieval, and knowledge graph hops, users can access information that is not only accurate but also traceable to its source. This level of detail is crucial for businesses that require reliable data for decision-making and compliance purposes. Another key aspect of Progress Agentic RAG is its semantic chunking and smart segmentation capabilities. By breaking content into semantically coherent units, such as paragraphs or video segments, the solution preserves meaning and reduces noise, ultimately improving answer quality. This approach enhances retrieval accuracy and ensures that users receive contextually relevant information, which is vital in today’s data-driven landscape. Additionally, the platform’s source traceability and citation features build trust in AI-generated answers. By providing included metadata and direct citations, users can verify the origin of responses, supporting compliance and audit requirements. The LLM-agnostic architecture further enhances the solution's flexibility, allowing organizations to choose AI models based on performance, privacy, or budget without the need for retraining or reindexing. This versatility positions Progress Agentic RAG as a valuable tool for businesses seeking to harness the power of AI while maintaining control over their data and costs. **Average Rating:** 5.0/5.0 **Total Reviews:** 2 **Who Is the Company Behind Progress Agentic RAG?** - **Seller:** [Progress Software](https://www.g2.com/sellers/progress-software) - **Company Website:** https://www.progress.com/ - **Year Founded:** 1981 - **HQ Location:** Burlington, MA. - **Twitter:** @ProgressSW (48,773 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/progress-software/ (4,205 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Enterprise #### What Are Recent G2 Reviews of Progress Agentic RAG? **"[Best RAG as a Service out there, with an exceptional team behind it](https://www.g2.com/survey_responses/progress-agentic-rag-review-12660716)"** **Rating:** 5.0/5.0 stars *— Verified User in Consumer Goods* [Read full review](https://www.g2.com/survey_responses/progress-agentic-rag-review-12660716) --- **"[Intuitive, Feature-Rich Solution with Room for Log Improvements](https://www.g2.com/survey_responses/progress-agentic-rag-review-12660675)"** **Rating:** 5.0/5.0 stars *— Piyush K.* [Read full review](https://www.g2.com/survey_responses/progress-agentic-rag-review-12660675) --- ### 6. [SD Elements](https://www.g2.com/products/sd-elements/reviews) SD Elements is an award-winning platform that translates policies to prescriptive, measurable procedures that are used by IT and Engineering teams to achieve their security and compliance objectives. SD Elements generates and tracks granular controls with a flexible rule- based engine and integrates those controls into ALMs and enterprise workflows used by development teams, including those leveraging DevOps. SD Elements also delivers Just-In-Time training to developers, providing concise, contextual guidance on how to implement controls right when they need it. **Average Rating:** 4.3/5.0 **Total Reviews:** 2 **Who Is the Company Behind SD Elements?** - **Seller:** [Security Compass](https://www.g2.com/sellers/security-compass) - **Year Founded:** 2004 - **HQ Location:** Toronto, Ontario, Canada - **Twitter:** @securitycompass (1,217 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/security-compass/ (266 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Enterprise, 50% Mid-Market #### What Are SD Elements's Pros and Cons? **Pros:** - Automation (1 reviews) - Ease of Use (1 reviews) - Easy Integrations (1 reviews) - Features (1 reviews) - Investigation Management (1 reviews) **Cons:** - Inadequate Security (1 reviews) - Limited Functionality (1 reviews) ### What Do G2 Reviewers Say About SD Elements? *AI-generated summary from verified user reviews* **Pros:** - Users value the **automation of software security requirements** , enhancing efficiency and reducing vulnerabilities in their projects. - Users find SD Elements **easy to use** , simplifying the automation of software security requirements and enhancing collaboration with development teams. - Users value the **easy integrations** of SD Elements, enhancing collaboration with development teams for improved security processes. - Users value the **automation of security requirements** in SD Elements, enhancing project compliance and vulnerability management. - Users value the **automation of software security requirements** , enhancing efficiency and reducing vulnerabilities in projects. **Cons:** - Users often find the **inadequate security** measures to be overly restrictive, hindering workflow and processes. - Users find the **limited functionality** of SD Elements restricts its suitability for diverse technology needs. #### What Are Recent G2 Reviews of SD Elements? **"[SD elements review](https://www.g2.com/survey_responses/sd-elements-review-9602776)"** **Rating:** 4.0/5.0 stars *— Verified User in Banking* [Read full review](https://www.g2.com/survey_responses/sd-elements-review-9602776) --- **"[SD Elements](https://www.g2.com/survey_responses/sd-elements-review-9817174)"** **Rating:** 4.5/5.0 stars *— Bhanu Pratap S.* [Read full review](https://www.g2.com/survey_responses/sd-elements-review-9817174) --- ### 7. [Second Nature AI](https://www.g2.com/products/second-nature-ai/reviews) Second Nature is a cutting-edge AI role play training solution designed to enhance onboarding, development, and coaching for teams at scale. This innovative platform allows users to create realistic role play training simulations, enabling teams to practice various conversations with human-like AI avatars. By fostering a practice-based learning environment, Second Nature helps employees build confidence, refine their skills, and ultimately drive better results in their roles. Targeted primarily at organizations looking to streamline their training processes, Second Nature is particularly beneficial for companies that prioritize employee development and effective onboarding. The platform caters to a wide range of industries, making it suitable for sales teams, customer service representatives, and any personnel that require strong communication skills. With its ability to simulate real-world scenarios, Second Nature provides a unique opportunity for teams to engage in hands-on practice that traditional training methods often lack. One of the standout features of Second Nature is its ease of use. Users can create role play simulations in just minutes by typing a few prompts or uploading existing training materials. This flexibility allows organizations to quickly adapt their training programs to meet evolving needs. Additionally, Second Nature seamlessly integrates with various Learning Management Systems (LMS) via SCORM or LTI, including popular platforms like Workday, Adobe Learning Manager, and Cornerstone. This ensures that companies can incorporate Second Nature into their existing training frameworks without disruption. The platform's analytics capabilities further enhance its value proposition. Second Nature provides comprehensive insights into employee performance, usage details, and session overviews, allowing organizations to identify what is working well and where improvements can be made. By leveraging these analytics, companies can make informed decisions about their training strategies, ultimately leading to improved proficiency and reduced onboarding time by up to 30%. Powered by generative AI and machine learning, Second Nature delivers immersive role-play simulations that engage users in natural-language conversations. The AI-driven personas are designed to ask questions, pose objections, and adjust their tone, creating a dynamic learning experience. After each session, the AI evaluates participants on knowledge accuracy, conversational style, and essential soft skills such as clarity and confidence. This rigorous assessment ensures that employees are not only learning but are also prepared to apply their skills effectively in real-world situations. With its proven performance, Second Nature has become a trusted solution for leading companies like Adobe, Oracle, and T-Mobile, solidifying its position as a leader in AI role play training. **Average Rating:** 4.6/5.0 **Total Reviews:** 321 **Who Is the Company Behind Second Nature AI?** - **Seller:** [Second Nature](https://www.g2.com/sellers/second-nature) - **Company Website:** https://secondnature.ai/ - **Year Founded:** 2018 - **HQ Location:** New York, NY - **LinkedIn® Page:** https://www.linkedin.com/company/second-nature-ai/ (85 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Sales Manager, Security Engineer - **Top Industries:** Insurance, Information Technology and Services - **Company Size:** 47% Enterprise, 40% Mid-Market #### What Are Second Nature AI's Pros and Cons? **Pros:** - Sales Improvement (104 reviews) - Ease of Use (98 reviews) - AI Integration (74 reviews) - Employee Development (60 reviews) - Interactive Dynamics (57 reviews) **Cons:** - Inaccurate Information (21 reviews) - Learning Curve (15 reviews) - AI Inaccuracy (14 reviews) - Lack of Interactivity (12 reviews) - Language Issues (11 reviews) ### What Do G2 Reviewers Say About Second Nature AI? *AI-generated summary from verified user reviews* **Pros:** - Users value the **effective sales skill training** from Second Nature AI, boosting confidence and engagement in their sales team. - Users appreciate the **ease of use** of Second Nature AI, facilitating effective training and real-time performance visibility. - Users appreciate the **AI Integration** of Second Nature AI, enhancing training and empowering sales reps with confidence and skills. - Users appreciate the **comprehensive employee development** features of Second Nature AI, enhancing skills and enabling quick learning. - Users value the **interactive experience** offered by Second Nature AI, enhancing training through dynamic engagement and feedback. **Cons:** - Users express frustration with **inaccurate information** , as the AI sometimes misunderstands questions and provides irrelevant responses. - Users find the **learning curve challenging** , particularly for those new to Second Nature AI, which requires time to adapt. - Users face **AI inaccuracy** , as it sometimes misunderstands questions and provides irrelevant responses, affecting usability. - Users find the **lack of interactivity** frustrating, as it disrupts role play and makes communication challenging. - Users report **language issues** with Second Nature AI, highlighting difficulties for non-English speakers and understanding nuances. #### What Are Recent G2 Reviews of Second Nature AI? **"[Scales ramp without scaling trainer hours](https://www.g2.com/survey_responses/second-nature-ai-review-13034759)"** **Rating:** 5.0/5.0 stars *— June V.* [Read full review](https://www.g2.com/survey_responses/second-nature-ai-review-13034759) --- **"[Realistic Drills That Get New Reps Call-Ready Fast](https://www.g2.com/survey_responses/second-nature-ai-review-13022656)"** **Rating:** 5.0/5.0 stars *— Karen G.* [Read full review](https://www.g2.com/survey_responses/second-nature-ai-review-13022656) --- #### What Are G2 Users Discussing About Second Nature AI? - [What is Second Nature AI used for?](https://www.g2.com/discussions/what-is-second-nature-ai-used-for) - 1 comment ### 8. [Spark](https://www.g2.com/products/sparkify-inc-spark/reviews) SPARK turns big goals into daily missions and gives you the tools to finish them | AI chat, code editor, video studio, calendar, and content tools in one workspace. **Average Rating:** 4.8/5.0 **Total Reviews:** 2 **Who Is the Company Behind Spark?** - **Seller:** [SPARK](https://www.g2.com/sellers/spark-795ffb12-a92f-4c0b-a24a-fdaeef3017a9) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of Spark? **"[A Smooth Flow from Ideation to Execution](https://www.g2.com/survey_responses/spark-review-12491767)"** **Rating:** 5.0/5.0 stars *— Cameron L.* [Read full review](https://www.g2.com/survey_responses/spark-review-12491767) --- **"[No Need to Switch Platforms—Just Works](https://www.g2.com/survey_responses/spark-review-12487430)"** **Rating:** 4.5/5.0 stars *— Bhashwar G.* [Read full review](https://www.g2.com/survey_responses/spark-review-12487430) --- ### 9. [StrongestLayer](https://www.g2.com/products/strongestlayer/reviews) StrongestLayer is an API-based Integrated Cloud Email Security (ICES) platform that uses true Agentic AI Phishing Detection to stop autonomous cyber attacks. Built for modern Security Operations Centers (SOCs), StrongestLayer catches the advanced, polymorphic Business Email Compromise (BEC) that bypasses legacy Secure Email Gateways (SEGs). Unlike traditional "black box" machine learning tools that generate unexplainable risk scores and cause severe alert fatigue, StrongestLayer's TRACE engine acts as a defensive reasoning agent. It analyzes the relational context, linguistic baseline, and intent of every email. Key Differentiators: Explainable AI (XAI): We don't just block emails; we provide a plain-text, human-readable explanation of exactly why the threat was stopped (e.g., highlighting a 92% tone deviation and anomalous routing). The 1% Rule: By providing actionable XAI context, StrongestLayer reduces 15-minute manual investigations down to 2 minutes, dropping the false-positive rate to under 1%. Augment, Don't Replace: StrongestLayer deploys globally via OAuth in under 5 minutes without requiring any MX record changes. Keep your existing SEG to filter spam, and let StrongestLayer catch the targeted, polymorphic threats that slip through. **Average Rating:** 5.0/5.0 **Total Reviews:** 2 **Who Is the Company Behind StrongestLayer?** - **Seller:** [StrongestLayer](https://www.g2.com/sellers/strongestlayer) - **Year Founded:** 2024 - **HQ Location:** San Francisco, US - **LinkedIn® Page:** https://linkedin.com/company/strongestlayer (31 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Mid-Market #### What Are Recent G2 Reviews of StrongestLayer? **"[StrongestLayer’s AI Phishing Detection Gives Us Peace of Mind](https://www.g2.com/survey_responses/strongestlayer-review-12961100)"** **Rating:** 5.0/5.0 stars *— Ronald G.* [Read full review](https://www.g2.com/survey_responses/strongestlayer-review-12961100) --- **"[Powerful, Intuitive Tool That Saves Hours Every Week](https://www.g2.com/survey_responses/strongestlayer-review-12835949)"** **Rating:** 5.0/5.0 stars *— Thomas W.* [Read full review](https://www.g2.com/survey_responses/strongestlayer-review-12835949) --- ### 10. [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:** 4.7/5.0 **Total Reviews:** 51 **Who Is the Company Behind Supabase?** - **Seller:** [Supabase](https://www.g2.com/sellers/supabase) - **Year Founded:** 2020 - **HQ Location:** Global, US - **LinkedIn® Page:** https://www.linkedin.com/company/supabase/ (357 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 80% Small-Business, 14% Mid-Market #### What Are Supabase's Pros and Cons? **Pros:** - Ease of Use (8 reviews) - Features (6 reviews) - User-Friendly (5 reviews) - Easy Integrations (4 reviews) - Integrations (4 reviews) **Cons:** - Beginner Unfriendliness (2 reviews) - Expensive (2 reviews) - High Complexity (2 reviews) - Insufficient Guidance (2 reviews) - Learning Difficulty (2 reviews) ### What Do G2 Reviewers Say About Supabase? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Supabase, finding it simple to set up and user-friendly. - Users appreciate the **powerful design and intuitive API** of Supabase, enjoying its clear documentation and scalability. - Users find Supabase to be a **user-friendly backend solution** , easy to set up and integrate with tools. - Users value the **easy integrations** with tools, enhancing their development experience in various projects. - Users value the **seamless integrations** Supabase offers, enhancing productivity with various tools and providing an enjoyable experience. **Cons:** - Users find Supabase to have **beginner unfriendliness** , noting its complexity and the need for better documentation and support. - Users find Supabase **expensive** , especially noting premium features should be accessible for free users too. - Users find the **high complexity** of Supabase challenging, especially for novice coders seeking user-friendly tools. - Users find the **insufficient guidance** in Supabase creates challenges, especially for those new to coding. - Users find **learning difficulty** with Supabase due to its complexity and the need for improved documentation for novices. #### What Are Recent G2 Reviews of Supabase? **"[Best Friend Every Developer Needs](https://www.g2.com/survey_responses/supabase-review-12663614)"** **Rating:** 4.5/5.0 stars *— Rishabh S.* [Read full review](https://www.g2.com/survey_responses/supabase-review-12663614) --- **"[All-in-One Postgres Backend That Helps You Ship Fast](https://www.g2.com/survey_responses/supabase-review-12547615)"** **Rating:** 5.0/5.0 stars *— Himanshu J.* [Read full review](https://www.g2.com/survey_responses/supabase-review-12547615) --- ### 11. [SymphonyAI Sensa](https://www.g2.com/products/symphonyai-sensa/reviews) SymphonyAI is the global leader in AI-powered financial crime detection and investigation solutions covering every aspect of the customer lifecycle. Including KYC/CDD, Sanctions Screening, AML, and Payment Fraud, we provide transformational SaaS solutions that enable organizations to combat financial crime like never before. We’re trusted by over a third of the world’s biggest banks because our award-winning technology helps solve their biggest compliance challenges, delivering unique capabilities and remarkable efficiencies. **Average Rating:** 3.5/5.0 **Total Reviews:** 2 **Who Is the Company Behind SymphonyAI Sensa?** - **Seller:** [SymphonyAI](https://www.g2.com/sellers/symphonyai-cf01fc99-7338-420c-9ae6-2c2a4552d056) - **Year Founded:** 2017 - **HQ Location:** Palo Alto, California - **Twitter:** @SymphonySummit (470 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/symphonyai/ (2,086 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Enterprise, 50% Small-Business #### What Are SymphonyAI Sensa's Pros and Cons? **Pros:** - Analysis Efficiency (1 reviews) - Ease of Use (1 reviews) - Innovation (1 reviews) - Insights (1 reviews) - Problem Solving (1 reviews) ### What Do G2 Reviewers Say About SymphonyAI Sensa? *AI-generated summary from verified user reviews* **Pros:** - Users value the **analysis efficiency** of SymphonyAI Sensa, gaining actionable insights and improved decision-making across industries. - Users highlight the **ease of use** of SymphonyAI Sensa, making it accessible for businesses of all sizes. - Users value the **innovation** of SymphonyAI Sensa, facilitating data solutions and enhancing decision-making across industries. - Users value the **actionable insights** provided by SymphonyAI Sensa, enhancing decision-making across various industries, including small businesses. - Users value how **SymphonyAI Sensa effectively solves data-related issues** , providing actionable insights and enhancing decision-making across industries. #### What Are Recent G2 Reviews of SymphonyAI Sensa? **"[Sensation Sensalytics Software S3](https://www.g2.com/survey_responses/symphonyai-sensa-review-8889027)"** **Rating:** 4.0/5.0 stars *— Piyush K.* [Read full review](https://www.g2.com/survey_responses/symphonyai-sensa-review-8889027) --- ### 12. [Tavily](https://www.g2.com/products/tavily/reviews) We help agents search, extract, and reason with real-time web data through a single API. Our mission is to onboard the next billion AI agents to the web. **Average Rating:** 4.8/5.0 **Total Reviews:** 2 **Who Is the Company Behind Tavily?** - **Seller:** [Tavily](https://www.g2.com/sellers/tavily) - **Year Founded:** 2024 - **HQ Location:** New York, New York - **LinkedIn® Page:** https://www.linkedin.com/company/tavily/ **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of Tavily? **"[Easy to Use, Budget-Friendly with Seamless API](https://www.g2.com/survey_responses/tavily-review-12889516)"** **Rating:** 4.5/5.0 stars *— Verified User* [Read full review](https://www.g2.com/survey_responses/tavily-review-12889516) --- **"[Tavily made our company enrichment pipeline actually accurate](https://www.g2.com/survey_responses/tavily-review-12757742)"** **Rating:** 5.0/5.0 stars *— Dasha B.* [Read full review](https://www.g2.com/survey_responses/tavily-review-12757742) --- ### 13. [Unlearn.AI](https://www.g2.com/products/unlearn-ai/reviews) Unlearn.AI is at the forefront of integrating artificial intelligence into clinical research by developing AI-powered digital twins of patients. These digital replicas simulate individual health trajectories, enabling healthcare professionals to predict patient outcomes and compare potential treatment effects. By leveraging this technology, Unlearn.AI aims to eliminate trial and error in medicine, transforming clinical trials into more efficient, patient-centric processes. **Average Rating:** 4.3/5.0 **Total Reviews:** 2 **Who Is the Company Behind Unlearn.AI?** - **Seller:** [Unlearn](https://www.g2.com/sellers/unlearn) - **Year Founded:** 2017 - **HQ Location:** San Francisco, US - **LinkedIn® Page:** https://www.linkedin.com/company/unlearn-ai (70 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Enterprise, 50% Small-Business #### What Are Recent G2 Reviews of Unlearn.AI? **"[AI-Driven Simulations That Make Clinical Trial Design More Efficient](https://www.g2.com/survey_responses/unlearn-ai-review-12695016)"** **Rating:** 4.0/5.0 stars *— Shubham s.* [Read full review](https://www.g2.com/survey_responses/unlearn-ai-review-12695016) --- **"[Innovative AI Solution for Modern Clinical Trials](https://www.g2.com/survey_responses/unlearn-ai-review-12923367)"** **Rating:** 4.5/5.0 stars *— Abhishek B.* [Read full review](https://www.g2.com/survey_responses/unlearn-ai-review-12923367) --- ### 14. [Vanna AI](https://www.g2.com/products/vanna-ai/reviews) Vanna generates AI-powered SQL for your Snowflake Database. **Average Rating:** 4.5/5.0 **Total Reviews:** 2 **Who Is the Company Behind Vanna AI?** - **Seller:** [Vanna AI](https://www.g2.com/sellers/vanna-ai) - **Year Founded:** 2023 - **HQ Location:** New York, US - **LinkedIn® Page:** https://www.linkedin.com/company/vanna-ai/ (3 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Small-Business, 50% Mid-Market #### What Are Vanna AI's Pros and Cons? **Pros:** - Accuracy of Responses (2 reviews) - AI Advancements (1 reviews) - Ease of Use (1 reviews) - Memory Retention (1 reviews) - Question Answering (1 reviews) **Cons:** - Complexity Issues (1 reviews) - Inaccurate Results (1 reviews) - Limited Multimedia Support (1 reviews) - Poor Coding (1 reviews) - Poor Interface Design (1 reviews) ### What Do G2 Reviewers Say About Vanna AI? *AI-generated summary from verified user reviews* **Pros:** - Users value the **high accuracy of responses** from Vanna AI, simplifying complex database queries effectively. - Users appreciate Vanna AI for its **accurate natural language to SQL conversion** , significantly saving time and effort. - Users appreciate the **ease of use** of Vanna AI, enabling non-technical querying with strong accuracy. - Users value the **strong memory retention** of Vanna AI, enhancing accuracy in non-technical queries with ease. - Users value the **simple querying with high accuracy** of Vanna AI, empowering non-technical users effectively. **Cons:** - Users report **complexity issues** with Vanna AI, leading to incorrect queries and unsatisfactory visualizations. - Users experience **inaccurate results** due to complex scenarios leading to erroneous queries and subpar visualizations. - Users find the **limited multimedia support** insufficient for complex scenarios, impacting the effectiveness of visualizations. - Users find the **poor coding** in Vanna AI requires extra effort for model training and output refinement. - Users find the **poor interface design** frustrating, making training and refining outputs more challenging than necessary. #### What Are Recent G2 Reviews of Vanna AI? **"[A powerful open source natural language to SQL tool that bridges the SQL gap](https://www.g2.com/survey_responses/vanna-ai-review-11676168)"** **Rating:** 4.5/5.0 stars *— Verified User in Oil & Energy* [Read full review](https://www.g2.com/survey_responses/vanna-ai-review-11676168) --- **"[Very good tool to extract data and insights from my databases using natural language](https://www.g2.com/survey_responses/vanna-ai-review-10638240)"** **Rating:** 4.5/5.0 stars *— ibrahim d.* [Read full review](https://www.g2.com/survey_responses/vanna-ai-review-10638240) --- ### 15. [Vectorizer.ai](https://www.g2.com/products/vectorizer-ai/reviews) Vectorizer.AI is an advanced online tool that utilizes artificial intelligence to convert raster images—such as PNG, JPEG, BMP, and GIF files—into high-quality, scalable vector graphics. This process ensures that images can be resized without any loss of quality, making them ideal for various applications including printing, cutting, embroidery, and web graphics. By automating the vectorization process, Vectorizer.AI eliminates the need for manual tracing, offering a quick and efficient solution for designers, illustrators, and marketers seeking to transform pixel-based images into editable vector formats. Key Features and Functionality: - Deep Vector Engine: Combines proprietary deep learning networks with classical algorithms to deliver precise and efficient image conversions. - Full Shape Fitting: Accurately fits complex geometric shapes, including circles, ellipses, and rounded rectangles, ensuring consistency and precision in the vector output. - Curve Support: Supports a wide range of curve types, such as straight lines, circular arcs, elliptical arcs, and both quadratic and cubic Bezier curves, providing versatility in vector modeling. - Clean Corners: Analyzes and optimizes every corner in the vector graph to produce natural and refined results. - High Performance: Utilizes state-of-the-art GPUs and multi-core CPUs to ensure fast and efficient vectorization processes. - Multiple Format Support: Accepts various input formats, including JPEG, PNG, WEBP, BMP, and GIF, and outputs vectors in SVG, PDF, EPS, DXF, and PNG formats, ensuring broad compatibility with different graphic design software. Primary Value and User Solutions: Vectorizer.AI addresses the common challenge of converting raster images into scalable vector formats without compromising quality. By automating this process through advanced AI technology, it saves users significant time and effort compared to manual tracing methods. The tool's ability to produce high-quality vector graphics that can be resized indefinitely without loss of clarity is particularly beneficial for professionals in graphic design, illustration, and marketing. Whether for creating logos, preparing images for large-scale printing, or developing web graphics, Vectorizer.AI provides a reliable and efficient solution for transforming pixel-based images into versatile vector formats. **Average Rating:** 5.0/5.0 **Total Reviews:** 2 **Who Is the Company Behind Vectorizer.ai?** - **Seller:** [Vectorizer.ai](https://www.g2.com/sellers/vectorizer-ai) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Enterprise, 50% Small-Business #### What Are Recent G2 Reviews of Vectorizer.ai? **"[Huge Time Saver for Finding and Updating Logos in Figma](https://www.g2.com/survey_responses/vectorizer-ai-review-12564320)"** **Rating:** 5.0/5.0 stars *— Mariana R.* [Read full review](https://www.g2.com/survey_responses/vectorizer-ai-review-12564320) --- **"[Fast and Easy Image Vectorization with vecto.ai](https://www.g2.com/survey_responses/vectorizer-ai-review-11820581)"** **Rating:** 5.0/5.0 stars *— K SRICHARAN B.* [Read full review](https://www.g2.com/survey_responses/vectorizer-ai-review-11820581) --- ### 16. [Adept](https://www.g2.com/products/adept-adept/reviews) Adept’s AI tool navigates the complexity of software tools so you don’t have to. **Average Rating:** 4.5/5.0 **Total Reviews:** 1 **Who Is the Company Behind Adept?** - **Seller:** [Adept](https://www.g2.com/sellers/adept) - **Year Founded:** 2022 - **HQ Location:** San Francisco, California, United States - **LinkedIn® Page:** http://www.linkedin.com/company/adeptailabs (62 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Adept's Pros and Cons? **Pros:** - Ease of Use (1 reviews) - Problem Solving (1 reviews) ### What Do G2 Reviewers Say About Adept? *AI-generated summary from verified user reviews* **Pros:** - Users find Adept's **ease of use** refreshing, enabling effortless task completion in their own language. - Users praise Adept for its **effective problem-solving** abilities, allowing them to complete tasks effortlessly in their own language. #### What Are Recent G2 Reviews of Adept? **"[Adept: An intelligent manager between user and computer!](https://www.g2.com/survey_responses/adept-review-8756738)"** **Rating:** 4.5/5.0 stars *— A F.* [Read full review](https://www.g2.com/survey_responses/adept-review-8756738) --- ### 17. [AI Code Converter](https://www.g2.com/products/ai-code-converter/reviews) AI Code Converter generates code or natural language to another language code. **Average Rating:** 3.5/5.0 **Total Reviews:** 1 **Who Is the Company Behind AI Code Converter?** - **Seller:** [AI Code Converter](https://www.g2.com/sellers/ai-code-converter) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are AI Code Converter's Pros and Cons? **Pros:** - Coding Assistance (1 reviews) - Ease of Use (1 reviews) - Efficiency (1 reviews) - Language Support (1 reviews) - Productivity Improvement (1 reviews) **Cons:** - Accuracy Issues (1 reviews) - Inaccuracy (1 reviews) ### What Do G2 Reviewers Say About AI Code Converter? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **easy code generation and conversion** features of AI Code Converter, enhancing their coding efficiency. - Users value the **ease of use** of AI Code Converter, enhancing efficiency with seamless code generation and conversion. - Users appreciate the **efficiency** of AI Code Converter, enabling easy and automated code generation and conversion. - Users value the **language support** in AI Code Converter for its ease and efficiency in code conversion. - Users praise the **productivity improvement** of AI Code Converter, enabling easy and efficient code conversion across languages. **Cons:** - Users report **accuracy issues** , especially with complex codes and algorithms, affecting the tool's reliability. - Users face challenges with **limited accuracy** for complex codes, particularly struggling with intricate algorithms. ### 18. [AI Humanize](https://www.g2.com/products/ai-humanize/reviews) AI Humanize is a tool that turns AI text into human-like writing, helping users avoid AI detection. It works in three steps: paste AI-generated text, check AI content with 'AI Detect', and 'Humanize' to create undetectable content. It offers a free trial and various pricing plans for content creation and privacy. **Average Rating:** 4.5/5.0 **Total Reviews:** 1 **Who Is the Company Behind AI Humanize?** - **Seller:** [AI Humanize](https://www.g2.com/sellers/ai-humanize) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/ai-humanize/ (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Enterprise, 50% Small-Business #### What Are Recent G2 Reviews of AI Humanize? **"[Very helpful, clear and ease of use.](https://www.g2.com/survey_responses/ai-humanize-review-10733373)"** **Rating:** 5.0/5.0 stars *— Verified User in Accounting* [Read full review](https://www.g2.com/survey_responses/ai-humanize-review-10733373) --- **"[A Handy Tool for Making AI Content Sound More Human](https://www.g2.com/survey_responses/ai-humanize-review-11015257)"** **Rating:** 4.5/5.0 stars *— Hemanth K.* [Read full review](https://www.g2.com/survey_responses/ai-humanize-review-11015257) --- ### 19. [AI Humanizer](https://www.g2.com/products/ai-humanizer/reviews) Are you perhaps tired of being flagged by AI detectors? Convert AI text into human-like without manual editing. The AI Humanizer was specifically developed for humanize AI text, which also allows you to bypass ai detectors with a text humaneness score close to 100%. Don't sacrifice time and quality for uniqueness; the tool will rewrite the text without losing the original meaning and without grammatical errors or odd words. Improve your brand reputation and take advantage of all the benefits of artificial intelligence while remaining undetected by ai detectors. **Average Rating:** 4.5/5.0 **Total Reviews:** 1 **Who Is the Company Behind AI Humanizer?** - **Seller:** [AI-Humanizer.com](https://www.g2.com/sellers/ai-humanizer-com) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Small-Business, 50% Mid-Market #### What Are Recent G2 Reviews of AI Humanizer? **"[What is human?](https://www.g2.com/survey_responses/ai-humanizer-review-10993476)"** **Rating:** 4.5/5.0 stars *— Catherine W.* [Read full review](https://www.g2.com/survey_responses/ai-humanizer-review-10993476) --- **"[Removes the faff of changing outputs](https://www.g2.com/survey_responses/ai-humanizer-review-11035326)"** **Rating:** 4.5/5.0 stars *— Verified User in Public Relations and Communications* [Read full review](https://www.g2.com/survey_responses/ai-humanizer-review-11035326) --- ### 20. [AI Scan24](https://www.g2.com/products/ai-scan24/reviews) AI Scan24 is a free, user-friendly tool designed to detect AI-generated content produced by large language models (LLMs) such as ChatGPT, Gemini, or Claude. By analyzing statistical patterns and writing styles, it assesses the likelihood that a given text was generated or rewritten by AI. Users can input any paragraph or entire essay, and within seconds, receive an evaluation indicating how closely the text resembles machine-generated content. The tool operates without requiring sign-ups, ensuring immediate access and ease of use. Key Features and Functionality: - AI Text Detection: Identifies AI-generated content by examining writing patterns, repetitions, and filler words characteristic of LLMs. - Similarity Assessment: Provides a percentage score indicating the resemblance of the input text to AI-generated content, with guidelines to interpret the results. - Data Privacy: Ensures maximum data protection by not storing or sharing entered texts; all inputs are evaluated on secure servers and immediately deleted post-assessment. - No Registration Required: Offers free access without the need for user registration, facilitating quick and straightforward usage. Primary Value and User Solutions: AI Scan24 addresses the growing need to distinguish between human-written and AI-generated content, providing users with a reliable method to verify the authenticity of textual materials. This is particularly valuable for educators, content creators, and professionals who require assurance regarding the originality of written work. By offering a fast, accurate, and privacy-conscious solution, AI Scan24 empowers users to maintain content integrity in an era increasingly influenced by artificial intelligence. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind AI Scan24?** - **Seller:** [AI Scan24](https://www.g2.com/sellers/ai-scan24) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of AI Scan24? **"[Accurate AI Writing Detection for Free](https://www.g2.com/survey_responses/ai-scan24-review-12364111)"** **Rating:** 5.0/5.0 stars *— Ayush P.* [Read full review](https://www.g2.com/survey_responses/ai-scan24-review-12364111) --- ### 21. [AIsing](https://www.g2.com/products/aising/reviews) At present, there is a growing need for AI that can be used by incorporating it into the edge device side, instead of the conventional AI that is processed on the cloud side, such as deep learning. This is called "edge AI". As a specific technical difference, when the conventional AI learns on the cloud server side and communicates with the edge side, there may be a communication delay, whereas the "edge AI" By performing predictions completely, high-speed data processing is possible without causing communication delay. **Average Rating:** 4.5/5.0 **Total Reviews:** 1 **Who Is the Company Behind AIsing?** - **Seller:** [AIsing](https://www.g2.com/sellers/aising) - **Year Founded:** 2016 - **HQ Location:** 港区, JP - **LinkedIn® Page:** https://www.linkedin.com/company/30951869 (12 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of AIsing? **"[It's very to use](https://www.g2.com/survey_responses/aising-review-8232679)"** **Rating:** 4.5/5.0 stars *— Dilip R.* [Read full review](https://www.g2.com/survey_responses/aising-review-8232679) --- ### 22. [Alternates.ai](https://www.g2.com/products/alternates-ai/reviews) Alternates.ai is a discovery and comparison platform for AI agents designed to help teams automate real business workflows—across sales, marketing, HR, customer support, and more. Instead of browsing scattered directories or vague landing pages, users can explore categorized agents, compare them side by side, and even try them instantly with demos or free trials. Whether you're a founder, operator, or developer, Alternates helps you build your AI stack faster—with clarity and confidence. For AI tool creators, the platform also offers a way to list and showcase their agents to a high-intent audience. Additionally, Alternates features enterprise-ready MCP server solutions for secure, API-based AI integration built for scale and reliability. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind Alternates.ai?** - **Seller:** [Alternates.ai](https://www.g2.com/sellers/alternates-ai) - **Year Founded:** 2025 - **HQ Location:** N/A - **LinkedIn® Page:** https://linkedin.com/company/alternates-ai (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of Alternates.ai? **"[Easiest way to find and compare AI tools](https://www.g2.com/survey_responses/alternates-ai-review-11382260)"** **Rating:** 5.0/5.0 stars *— Sarthak M.* [Read full review](https://www.g2.com/survey_responses/alternates-ai-review-11382260) --- ### 23. [Amuse-Ai](https://www.g2.com/products/amuse-ai/reviews) Amuse AI is a free, user-friendly application that enables users to create AI-generated art using the latest Stable Diffusion models directly on their Windows PCs. Optimized for AMD hardware, Amuse AI allows for seamless image generation without the need for accounts or logins. Users can generate images from text prompts utilizing their computer's GPU, CPU, or NPU, apply custom AI filters to existing photos, and collaborate with AI to produce new artwork. The software offers both an EZ Mode for quick creation and an Expert Mode with access to over 100 AI models, providing advanced control parameters and automation for image and experimental video generation. Amuse AI is designed to make generative AI accessible and efficient, empowering users to explore their creativity without the complexities of setup or additional costs. Key Features and Functionality: - EZ Mode: Quickly generate images from text prompts without setup, using your computer's processing power. - Custom AI Filters: Modify existing images by applying AI-driven filters based on user descriptions. - Expert Mode: Access over 100 AI models for advanced image generation with technical control parameters and automation. - Experimental Video Models: Explore text-to-video, image-to-video, and video-to-video generation capabilities. - Model Manager: Manage both open-source and commercial AI models within the application. Primary Value and User Solutions: Amuse AI democratizes the creation of AI-generated art by providing a free, easy-to-use platform that operates directly on personal computers. By eliminating the need for complex setups, accounts, or additional costs, it empowers users to explore and enhance their creative projects efficiently. The software's optimization for AMD hardware ensures high performance, making advanced generative AI tools accessible to a broader audience. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind Amuse-Ai?** - **Seller:** [Amuse AI](https://www.g2.com/sellers/amuse-ai) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of Amuse-Ai? **"[Amuse-AI: User-Friendly, Free Local Image Generation—Especially Great on AMD](https://www.g2.com/survey_responses/amuse-ai-review-12492983)"** **Rating:** 5.0/5.0 stars *— Anand m.* [Read full review](https://www.g2.com/survey_responses/amuse-ai-review-12492983) --- ### 24. [Anything](https://www.g2.com/products/anything/reviews) Turn your words into mobile apps, sites, tools, and products - built with code. Add GPT-5 and 40+ integrations in an instant. **Average Rating:** 4.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind Anything?** - **Seller:** [Anything](https://www.g2.com/sellers/anything) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of Anything? **"[Turns Simple Ideas Into Full-Stack Apps Fast with AI](https://www.g2.com/survey_responses/anything-review-12643975)"** **Rating:** 4.0/5.0 stars *— Himanshu J.* [Read full review](https://www.g2.com/survey_responses/anything-review-12643975) --- ### 25. [Autodesk Forma](https://www.g2.com/products/autodesk-forma/reviews) Autodesk Forma is a cloud-based platform designed to revolutionize the early stages of building design for professionals in the architecture, engineering, and construction (AEC) industry. By integrating artificial intelligence and automation, Forma enables users to create, visualize, and optimize building designs efficiently. It facilitates seamless collaboration, streamlines workflows, and enhances decision-making throughout the project lifecycle. With real-world contextual data and real-time environmental impact analyses, Forma empowers architects and designers to make informed decisions that improve design quality and sustainability. Key Features and Functionality: - Geolocated Project Setup: Quickly establish projects with accurate, real-world contextual data, including buildings, property boundaries, terrain, and infrastructure. - Conceptual Design Tools: Utilize intuitive 2D and 3D sketching and modeling tools to develop and visualize complex design concepts efficiently. - AI-Powered Automation: Automate routine tasks such as massing calculations, zoning, and building placement, allowing designers to focus on creative aspects. - Real-Time Environmental Analysis: Assess factors like sunlight, wind, noise, and daylight potential to optimize designs for livability and energy efficiency. - Seamless Integration: Connect fluidly with other Autodesk tools like Revit, Rhino, and Dynamo to ensure a smooth transition from conceptual design to detailed planning. - Collaboration and Visualization: Share models and feedback in real-time with team members and stakeholders, ensuring everyone has access to the latest information. Primary Value and User Solutions: Autodesk Forma addresses the challenges of early-stage building design by providing a unified platform that combines data-driven insights with intuitive design tools. It enables professionals to make informed decisions quickly, reducing costly rework and enhancing project outcomes. By automating repetitive tasks and offering real-time environmental analyses, Forma allows designers to focus on creativity and innovation. Its seamless integration with other Autodesk products ensures continuity across the project lifecycle, making it an invaluable tool for AEC professionals aiming to deliver sustainable and high-quality designs. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind Autodesk Forma?** - **Seller:** [Autodesk](https://www.g2.com/sellers/autodesk) - **Year Founded:** 1982 - **HQ Location:** San Francisco - **Twitter:** @autodesk (273,215 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/autodesk/ (15,352 employees on LinkedIn®) - **Ownership:** NASDAQ:ADSK **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of Autodesk Forma? **"[Organized Documents and Faster Navigation in One Powerful Toolset](https://www.g2.com/survey_responses/autodesk-forma-review-12702616)"** **Rating:** 5.0/5.0 stars *— Verified User in Electrical/Electronic Manufacturing* [Read full review](https://www.g2.com/survey_responses/autodesk-forma-review-12702616) --- ## What Is Emerging AI Software? [Artificial Intelligence Software](https://www.g2.com/categories/artificial-intelligence) --- ## How Do You Choose the Right Emerging AI Software? ### What You Should Know About Emerging AI Software ### Emerging AI Software buying insights at a glance [Emerging AI Software](https://www.g2.com/categories/emerging-ai-software) refers to rapidly evolving platforms that help organizations experiment with and operationalize new artificial intelligence capabilities across workflows, product development, research, and automation. These platforms often combine generative AI models, workflow orchestration, and integration capabilities, enabling teams to build intelligent assistants, automate tasks, analyze data, and accelerate decision-making. Many organizations use tools from categories such as [AI agent builders software](https://www.g2.com/categories/ai-agent-builders), [generative AI tools](https://www.g2.com/categories/generative-ai), and AI Automation Software to bring these capabilities into everyday workflows. As companies look for practical ways to operationalize artificial intelligence, emerging AI software has become an important category for teams exploring new automation and intelligence-driven workflows. Organizations typically adopt emerging AI platforms to test new AI-powered workflows, improve productivity, and evaluate how automation can support business operations. Teams frequently highlight the ability to deploy AI assistants without heavy engineering involvement, connect AI capabilities to existing systems, and streamline knowledge-heavy tasks. The best emerging AI software enables teams to experiment quickly while maintaining visibility and control over prompts, integrations, and workflow logic. Many organizations also combine emerging AI tools with platforms such as [process automation software](https://www.g2.com/categories/business-automation-platforms-baps) or [bot platforms](https://www.g2.com/categories/bot-platforms) to support broader AI-driven operations. Pricing across emerging AI solutions varies widely depending on model usage, automation complexity, and integration requirements. Many vendors combine subscription pricing with usage-based costs tied to API calls, compute resources, or AI model consumption. When evaluating the best emerging AI tools, organizations often consider ease of deployment, integration support, and how easily the platform can connect with systems such as [Integration Platform as a Service (iPaaS)](https://www.g2.com/categories/ipaas) or data integration software to support larger-scale AI initiatives. ### **Top 5 FAQs from software buyers** - What should I look for when evaluating emerging AI software platforms? - Which emerging AI tools are easiest for teams to adopt without coding? - How do emerging AI platforms integrate with existing business systems? - What use cases are most common for emerging AI software in business workflows? - How quickly can organizations deploy emerging AI tools into production environments? G2’s top-rated Emerging AI Software, based on verified reviews, includes [Algolia,](https://www.g2.com/products/algolia/reviews) [Miro, Leo,](https://www.g2.com/products/miro/reviews) [Megatron-LM,](https://www.g2.com/products/megatron-lm/reviews) and [Atria AI](https://www.g2.com/products/atria-ai/reviews). ### What are the top-reviewed emerging AI software products on G2? Based on review volume in this category, these are the most-reviewed products: [Algolia](https://www.g2.com/products/algolia/reviews) - Reviews: 448 [Miro](https://www.g2.com/products/miro/reviews) - Reviews: 12513 [Leo](https://www.g2.com/products/leo-ai-leo/reviews) - Reviews: 33 [Megatron-LM](https://www.g2.com/products/megatron-lm/reviews) - Reviews: 25 [Atria AI](https://www.g2.com/products/atria-ai/reviews) - Reviews: 23 ### What I Often See in Emerging AI Software #### **Feedback Pros: What Users Consistently Appreciate** - **User-friendly interfaces make AI tools accessible for non-technical teams** - _"What I like best about Orcapulse AI is how intuitive and efficient it is. The platform makes complex tasks simple by automating workflows and delivering accurate, actionable insights in seconds. It saves a significant amount of time, improves productivity, and helps me make better decisions with data-driven recommendations. The interface is clean, user-friendly, and easy to navigate, even for non-technical users."_- [ALEXA Serrano](https://www.g2.com/products/orcapulse/reviews/orcapulse-review-12404303), Orcapulse Review - **Real-time AI responses accelerate research, automation, and workflow execution** - _"I truly appreciate Agentio's smart responses feature, which significantly enhances my daily work routine. This functionality is incredibly valuable to me, as it provides knowledge that helps me answer both broad and specific questions related to my clients and work tasks efficiently. It helps solve numerous work-related inquiries, making my workflow smoother and more informed."_ - [Danyel Powers](https://www.g2.com/products/agentio/reviews/agentio-review-12015972), Agentio Review - **Flexible AI tools enable experimentation across multiple business use cases** - _"Agentic AI as per our customer requirement customized. Omnichannel features, NLU, and LLM are add-ons. It handles specific IT Use cases, and feedback can be customized."_ - [Ratan Duari](https://www.g2.com/products/avaamo-avaamo/reviews/avaamo-review-12386681), Avaamo Review  #### **Cons: Where Many Platforms Fall Short** - **Learning curve required to understand advanced AI features and workflows** - _"While the low-code drag-and-drop interface is great for basic bots, there is a noticeable learning curve when you move into advanced flow nodes or complex custom integrations. It takes some time for a non-technical user to fully master the more 'Agentic' capabilities without initially leaning on their support team."_ - [Verified User](https://www.g2.com/products/avaamo-avaamo/reviews/avaamo-review-12328421), Avaamo Review - **Customization options can be limited for complex enterprise automation needs** - _"Some advanced customization options could be improved, particularly when designing more complex user journeys or detailed analytics views. Occasionally, reporting could be more granular, but for most use cases, it works reliably and meets expectations."_ - [Cristian Cansado](https://www.g2.com/products/phygital-plus/reviews/phygital-plus-review-12273987), Phygital Plus Review - **AI capabilities sometimes require refinement to match specific business use cases** - _"While the platform is powerful, it can struggle with highly fragmented data environments, as it is designed for organizations with more mature and structured processes. Additionally, some advanced AI features and visual components could benefit from greater customization, particularly for technical users. Certain capabilities remain locked at the backend level, limiting flexibility for more advanced use cases compared to traditional cloud platforms, which offer more control but typically require specialized teams, increased complexity, and longer development times."_ - [YAN GOUDET SEEDORF](https://www.g2.com/products/arkham/reviews/arkham-review-11435410), Arkham Review ### My Expert Takeaway on Emerging AI Software Emerging AI platforms deliver the most value when organizations treat them as experimentation and innovation environments rather than immediate end-to-end automation systems. Many teams initially adopt emerging AI software to explore how generative AI, intelligent assistants, and automation tools can improve productivity before scaling those capabilities across production workflows. Review sentiment across the category reflects strong early adoption and enthusiasm. Emerging AI platforms maintain a high average star rating of approximately 4.7 out of 5, alongside strong usability signals including 6.57 out of 7 for ease of use, 6.63 out of 7 for ease of setup, and 6.48 out of 7 for quality of support. Likelihood to recommend averages around 9.47 out of 10, indicating that many users see clear value once teams begin experimenting with emerging AI tools. Where organizations encounter challenges is often during the transition from experimentation to structured operational use. Teams frequently need time to define reliable workflows, refine AI prompts, and connect emerging AI solutions to internal systems before achieving consistent results. High-performing teams often begin with a few well-defined use cases, then gradually expand adoption as they learn which workflows benefit most from AI assistance. The best emerging AI tools are typically the ones that balance flexibility with usability. Platforms that enable teams to quickly prototype AI workflows while maintaining integration and administrative controls tend to become long-term experimentation environments as AI adoption continues to expand. ### Emerging AI Software FAQs #### Which emerging AI software suite works best for remote teams that need collaboration and automation? Remote teams evaluating emerging AI software typically prioritize platforms that reduce coordination overhead, automate repetitive workflows, and keep distributed members aligned without constant manual input. Some emerging AI platforms used by remote teams for collaboration and automation include: - [Teamsmart.ai](https://www.g2.com/products/teamsmart-ai/reviews) — An AI assistant built directly into team workflows, helping remote teams automate repetitive tasks without leaving their existing communication tools. - [Workday Platform](https://www.g2.com/products/workday-platform/reviews) — Extends AI-driven automation across HR, finance, and operations workflows, helping enterprise remote teams manage cross-functional processes with less manual coordination. - [Atria AI](https://www.g2.com/products/atria-ai/reviews) — Streamlines operational workflows using AI-first principles, helping distributed teams automate routine tasks and maintain consistency across remote environments. - [AI Ad Maker](https://www.g2.com/products/ai-ad-maker/reviews) — Automates creative production for remote marketing teams using generative AI, eliminating back-and-forth between designers and stakeholders. #### Which emerging AI software companies are growing quickly for workflow automation? Workflow automation is one of the highest-growth segments within emerging AI, as organizations increasingly look to replace manual, rule-based processes with AI-driven systems that can handle more complex, context-dependent tasks autonomously. Some emerging AI companies gaining traction in workflow automation include: - [Nagent.AI](https://www.g2.com/products/nagent-ai/reviews) — An agentic AI platform built to automate multi-step business workflows autonomously, reducing the need for human intervention across repetitive operational processes. - [AI2sql](https://www.g2.com/products/ai2sql/reviews) — Applies generative AI to automate data query workflows, allowing non-technical teams to extract and analyze data without writing SQL, accelerating data-driven decision-making across functions. - [Anchor Browser](https://www.g2.com/products/anchor-browser/reviews) — An AI-native browser automation tool that enables teams to automate web-based workflows at scale, particularly useful for operations teams managing repetitive data collection or web interaction tasks. - [Algolia](https://www.g2.com/products/algolia/reviews) — A fast-growing AI search and discovery platform that automates the delivery of relevant content and product results, helping teams embed intelligent search and recommendation workflows into their products without building from scratch. - [Teamsmart.ai](https://www.g2.com/products/teamsmart-ai/reviews) — Brings AI automation directly into team communication workflows, helping growing organizations scale output without proportionally scaling headcount. #### Which emerging AI software platforms offer the best value for startups? Startups often look for emerging AI software that delivers strong automation and AI capabilities without requiring large engineering teams or expensive infrastructure. Platforms that offer visual workflow builders, flexible integrations, and usage-based pricing tend to provide the best value for early-stage teams. Some emerging AI tools that startups explore for experimentation and early automation include: - [Leo](https://www.g2.com/products/leo-ai-leo/reviews) – Designed to help teams deploy AI assistants and automate workflows without heavy development work. - [Nagent.AI](https://www.g2.com/products/nagent-ai/reviews) – Focuses on autonomous agents and workflow automation, which can help startups automate repetitive operational tasks. - [AI2sql](https://www.g2.com/products/ai2sql/reviews) – Allows teams to generate SQL queries using natural language, helping startups access and analyze data without deep database expertise. Startups evaluating the **best emerging AI software** typically prioritize ease of use, fast implementation, and the ability to scale automation as the company grows. #### What are the top emerging AI tools for data analysis that non-technical users can use? Many emerging AI tools now allow non-technical users to analyze data using natural-language queries rather than traditional analytics workflows. These platforms enable users to ask questions about data, generate reports, and extract insights without writing SQL or building complex dashboards. Some emerging AI solutions that support accessible data analysis include: - [AI2sql](https://www.g2.com/products/ai2sql/reviews) – Converts natural language questions into SQL queries, helping non-technical users access database insights quickly. - [Algolia](https://www.g2.com/products/algolia/reviews) – While primarily known for search infrastructure, it enables teams to retrieve and analyze large datasets through powerful search and indexing capabilities. These types of **emerging AI software** platforms are especially useful for business users who need faster insights but don’t have dedicated data engineering support. #### What’s the most promising emerging AI software for small businesses? Small businesses often prioritize emerging AI tools that simplify everyday workflows while keeping implementation manageable. Platforms that automate repetitive work or improve productivity without requiring complex configuration tend to deliver the most value. Some emerging AI solutions that smaller teams explore include: - [Leo](https://www.g2.com/products/leo-ai-leo/reviews) – Helps teams automate internal workflows and build AI assistants for operational tasks. - [Nagent.AI](https://www.g2.com/products/nagent-ai/reviews) – Focuses on autonomous AI agents that can help automate repetitive processes across teams. - [Wordwriter](https://www.g2.com/products/wordwriter/reviews) – Designed to assist with AI-generated content creation, which can help small businesses streamline marketing and communication processes. The most promising **emerging AI software** for small businesses usually combines ease of use, automation capabilities, and minimal technical setup. #### Which emerging AI coding assistant software is most accurate for developers? Emerging AI coding assistants are designed to help developers write, review, and debug code more efficiently. These tools typically integrate into development environments and use large language models to generate code suggestions, explain logic, or automate repetitive programming tasks. In this category, some tools developers explore include: - [Megatron-LM](https://www.g2.com/products/megatron-lm/reviews) – A large-scale language model framework often used in advanced AI research and development environments. - [AI2sql](https://www.g2.com/products/ai2sql/reviews) – Helps developers generate SQL queries quickly, reducing the time spent writing and debugging database queries. When evaluating **emerging AI tools** for development workflows, engineers typically prioritize code-suggestion accuracy, language support, and integration with existing development environments. ### Sources 1. [G2 Scoring Methodologies](https://documentation.g2.com/docs/research-scoring-methodologies?_gl=1*5ky9es*_gcl_au*MTY2NDg2MDY3Ny4xNzU1MDQxMDU4*_ga*MTMwMTMzNzE1MS4xNzQ5MjMyMzg1*_ga_MFZ5NDXZ5F*czE3NTUwOTkzMjgkbzQkZzEkdDE3NTUwOTk3NzYkajU3JGwwJGgw) 2. [G2 Winter 2026 Reports](https://company.g2.com/news/g2-winter-2026-reports) Researched By: [Bijou Barry](https://research.g2.com/insights/author/bijou-barry) Last updated on March 16, 2026