Best Emerging AI Software - Page 15

How Many Emerging AI Software Products Does G2 Track?

Total Products under this Category: 8,819

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
  • 30,200+ Authentic Reviews
  • 8,819+ 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.

Jitterbit

For organizations ready to modernize and innovate, Jitterbit provides a unified AI-infused low-code platform for integration, orchestration, automation, and app development that accelerates business transformation, boosts productivity, and unlocks value. The Jitterbit Harmony platform, including iPaaS, API Manager, App Builder, and EDI, future-proofs operations, simplifies complexity, and drives innovation for organizations globally.

Average Rating: 4.5/5.0

Total Reviews: 603

Who Is the Company Behind Jitterbit?

  • Seller: Jitterbit
  • Company Website:
  • Year Founded: 2003
  • HQ Location: Alameda, CA
  • Twitter: @jitterbit
    3,659 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    464 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: IT Manager, CEO
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 52% Medium, 25% Large

What Do G2 Reviewers Say About Jitterbit?

AI-generated summary from verified user reviews

Pros
  • Users praise Jitterbit for its ease of use, appreciating straightforward setup and effective support for integrations.
  • Users value the outstanding customer support from Jitterbit, appreciating their dedication and quick, effective problem-solving.
  • Users praise Jitterbit for its easy integrations, enabling efficient data management across various systems seamlessly.
  • Users value the easy integrations of Jitterbit, enabling seamless data connection between various sources efficiently.
  • Users find Jitterbit's ease of integration invaluable, allowing seamless data connections across various platforms efficiently.
Cons
  • Users find the lack of key features in Jitterbit, like a comprehensive dashboard, limits effective monitoring.
  • Users find a steep learning curve with Jitterbit, making it hard for non-technical people to build effective systems.
  • Users struggle with integration issues in Jitterbit, facing complexities that complicate workflows and hinder data accuracy.
  • Users find the complexity of the UI in Jitterbit challenging, affecting data accuracy and workflow efficiency.
  • Users report slow performance in Jitterbit, affecting efficiency and making complex workflows challenging to manage.

What Are Recent G2 Reviews of Jitterbit?

What Are G2 Users Discussing About Jitterbit?

Kdenlive

Kdenlive, short for KDE Non-Linear Video Editor, is a free and open-source video editing software that operates across multiple platforms, including Linux, Windows, macOS, and BSD. Designed to cater to both amateur and professional video editors, Kdenlive offers a comprehensive suite of tools for creating high-quality video projects. Key Features and Functionality: - Multi-Track Video Editing: Supports an unlimited number of video and audio tracks, each of which can be individually hidden, muted, or adjusted in height. - Broad Format Support: Utilizes the powerful FFmpeg libraries, enabling compatibility with almost any audio and video format without the need for conversion or re-encoding. - 3-Point Editing: Facilitates precise editing by allowing users to set in and out points for clips and designate insertion points on the timeline, supporting both insert and overwrite modes. - Customizable Interface: Offers a flexible user interface where widgets can be displayed, resized, and positioned according to individual workflows. Users can save different layouts tailored to various editing phases. - Title Editor: Includes a built-in 2D title editor for creating text elements ranging from simple callouts to scrolling credits, with support for all system-installed fonts and basic animation effects. - Integrated Vector Animation: Integrates with Glaxnimate for creating vector graphics animations, such as illustrating routes on maps or adding informative graphics. - Extensive Effects and Transitions: Provides a wide array of video and audio effects, including color correction, blurring, sharpening, and audio adjustments, sourced from frameworks like MLT, avfilter, frei0r, and ladspa. - Multi-Cam Editing: Allows simultaneous playback of multiple camera angles or footage sources in the project monitor, enabling quick selection and switching between sources during editing. - Audio and Video Scopes: Equipped with tools like audio meters, histograms, waveforms, vectorscopes, and RGB parades to monitor audio levels and color grading. - Proxy Editing: Automatically generates low-resolution copies of source clips to ensure smooth editing performance, especially on lower-end systems, while final renders utilize full-resolution footage. - Automatic Backup: Regularly backs up project files every few minutes and retains older versions, allowing users to revert to previous states if necessary. - Automatic Subtitle Generation: Utilizes VOSK and Whisper models for AI-supported speech-to-text conversion, enabling automatic subtitle generation and translation into various languages. - Online Resources: Provides direct access to the KDE Store for user-generated content, including keyboard layouts, effects, title templates, and projects. Users can also search for and download clips from online repositories like Pexels, Pixabay, and Freesound. - Timeline Preview Render: Offers the ability to render parts of the timeline to achieve smooth playback, particularly useful when working with high-resolution footage or complex effects. - Keyframeable Effects: Most effects support keyframing, allowing parameters to change over time with options for linear, discrete, or smooth curve transitions. Primary Value and User Solutions: Kdenlive addresses the need for a robust, versatile, and accessible video editing solution without the financial burden of proprietary software. Its cross-platform compatibility ensures that users across different operating systems can benefit from its features. By supporting a vast range of formats and offering advanced editing tools, Kdenlive empowers users to produce professional-quality videos, whether for personal projects, vlogs, commercials, documentaries, news segments, or films. The integration of AI-driven subtitle generation and vector animations further enhances its utility, making complex editing tasks more manageable. Overall, Kdenlive democratizes video editing by providing a free, open-source platform that combines power, flexibility, and user-friendliness.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind Kdenlive?

Who Uses This Product?

  • Company Size: 200% Small

What Are Recent G2 Reviews of Kdenlive?

Korey

Korey is an AI agent for product engineering workflows that helps teams keep work moving by handling the coordination that slows delivery down. It turns rough ideas into development-ready work by writing Stories, breaking down tasks, and structuring specs so engineers know what to build next. Korey generates clear, actionable output that follows your team’s standards. It adds acceptance criteria, suggests Sub-tasks, asks clarifying questions, and captures requirements as work evolves, reducing back-and-forth and keeping scope clear. Korey also coordinates work across tools and agents. By connecting directly to Shortcut, GitHub, and other systems your team already uses, Korey keeps context in sync and hands off structured work to coding agents when it’s ready for implementation. Teams don’t need to copy, paste, or restate context as work moves from planning into execution. To help teams stay aligned, Korey summarizes updates, stand-ups, and releases, and can answer questions about progress or blockers using up-to-date information from across your tools. Korey works across teams, languages, and time zones, keeping work clear and current whenever it’s needed. By handling coordination and handoff, Korey reduces project overhead so product engineering teams can spend less time managing work and more time building.

Average Rating: 4.3/5.0

Total Reviews: 14

Who Is the Company Behind Korey?

  • Seller: Shortcut
  • Year Founded: 2014
  • HQ Location: New York
  • Twitter: @shortcut
    12,336 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    71 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 79% Small, 21% Medium

What Do G2 Reviewers Say About Korey?

AI-generated summary from verified user reviews

Pros
  • Users praise Korey for its ease of use, allowing seamless interaction and quick access to project insights.
  • Users find Korey incredibly helpful for creating structured reports that enhance communication and insight for stakeholders.
  • Users find that Korey is a significant time saver, streamlining tasks and enhancing overall productivity.
  • Users find Korey a time-saving tool that streamlines tasks, enhancing productivity without lengthy meetings or navigation.
  • Users appreciate Korey's efficiency, enabling quick ticket summarization and freeing up time for development tasks.
Cons
  • Users are concerned about the default visibility of chats and express a need for more control over ticket creation.
  • Users experience feature issues with Korey, as conversation history is shared, and ticket creation lacks efficiency and control.
  • Users find it difficult to get started with Korey due to excessive details and a lack of browser integration.
  • Users are frustrated by the default visibility of chat messages, limiting privacy and detail in conversations on Korey.
  • Users face integration issues with Korey, limiting functionality with tools like Jira and Outlook, and affecting collaboration.

What Are Recent G2 Reviews of Korey?

MakeBox AI

MakeBox AI is a no-code automation platform tailored for e-commerce and small business operations. Built on Make.com, it empowers users to launch AI voice agents, automate Etsy stores, centralize communication across WhatsApp, Instagram, and email, and streamline order and CRM workflows — all without coding.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind MakeBox AI?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of MakeBox AI?

Medwriter

Medwriter.ai is an AI medical scribe that listens to patient-clinician conversations and automatically generates structured clinical notes. It's built for providers who want to spend less time on documentation and more time with patients. The platform captures visits in real time — whether in-person or via telehealth — and drafts comprehensive, billing-ready notes across standard clinical sections (HPI, assessment, plan, etc.). Templates are specialty-specific and customizable, so notes match how individual providers actually document. Where Medwriter differentiates itself is in going beyond just scribing. It auto-suggests ICD-10 codes and E/M levels based on session content, and can generate administrative documents like prior authorizations, denial appeals, referral letters, and patient instructions — tasks that typically eat up significant time outside of visits. The platform integrates with major EHR systems and works across devices including mobile and tablet. It supports multi-lingual documentation and telehealth sessions. Medwriter is HIPAA-compliant with encryption, configurable data deletion, and a BAA included. For group practices, it offers team management, activity logging, and shared templates. Pricing starts at $99/month per user with a free trial available. A Pro tier adds EHR integration, custom templates, and dedicated support.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Medwriter?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Medwriter?

MidjourneyAI.AI

MidjourneyAI.AI is a free, web-based application that enables users to generate high-quality images from simple text descriptions. By leveraging advanced artificial intelligence technologies, it transforms natural language prompts into compelling visuals within seconds, all without the need for specialized hardware or software. Key Features and Functionality: - High-Quality Image Generation: Utilizes large language models and diffusion models to produce detailed and accurate images based on user-provided text prompts. - User-Friendly Interface: Operates directly in the browser on both computers and mobile devices, eliminating the need for downloads or installations. - Customization Options: Allows users to adjust image size, quality, and other settings to tailor outputs to specific needs. - Free Access: Offers up to 15 image generations per day at no cost, with the limit resetting every 24 hours. - Commercial Use License: Provides freely licensed images suitable for both personal and commercial applications. Primary Value and User Solutions: MidjourneyAI.AI addresses the need for quick and accessible image creation by converting textual descriptions into visuals, streamlining the creative process for artists, designers, marketers, and content creators. Its browser-based platform ensures ease of use, while the free daily generation limit makes it an attractive tool for users seeking cost-effective solutions for their visual content needs.

Average Rating: 4.0/5.0

Total Reviews: 1

Who Is the Company Behind MidjourneyAI.AI?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of MidjourneyAI.AI?

Mosaia

Mosaia main offering includes: Sourcing: perform industry mapping faster, and enrich large datasets Target data enrichment: refresh data with latest fundraising insights, key hires, product launch Vetting: categorization, talent assessment, product review Dynamic Matching and scoring: understand, based on buyers main criteria, internal and external sources, which potential acquisition is the best fit Constantly monitor targets: run agents on autopilot to identify new signals about list of targets

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Mosaia?

  • Seller: Mosaia
  • Year Founded: 2023
  • HQ Location: San Francisco, US
  • Twitter: @Mosaia_io
    445 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

What Are Recent G2 Reviews of Mosaia?

MUI VS Code Extension

The MUI VS Code Extension is a free tool designed to enhance the development experience for users of MUI (Material-UI) by integrating its documentation directly into Visual Studio Code. This extension allows developers to access MUI resources without leaving their code editor, streamlining the development process and improving productivity. Key Features: - Copilot Assistance: By prefixing queries with "@mui" in GitHub Copilot Chat, developers receive AI-driven responses grounded in MUI documentation and examples, facilitating quick and accurate solutions. - In-IDE Documentation (Coming Soon): Users will be able to search and navigate MUI documentation directly within VS Code, eliminating the need to switch between the editor and external resources. - Direct Feedback (Coming Soon): The extension will offer a feature to suggest improvements, report bugs, and request new features for MUI directly from the VS Code environment, fostering a more interactive and responsive development community. Primary Value: The MUI VS Code Extension addresses the common challenge of context-switching between code editors and external documentation. By embedding MUI resources directly into VS Code, it enhances developer efficiency, reduces workflow interruptions, and provides immediate access to relevant information, thereby accelerating the development process and improving code quality.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind MUI VS Code Extension?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of MUI VS Code Extension?

MultiSensor AI

MultiSensor AI (MSAI) is a Multi-Sensor Condition Intelligence Platform purpose-built for highly automated, power-dense, and uptime-critical industrial environments - including e-commerce and retail distribution centers, parcel and express courier hubs, cold storage facilities, airports, and data centers. MSAI Connect, the company's flagship platform, unifies thermal, visual, vibration, and environmental sensing into a single continuous condition monitoring solution. It operates as an intelligence layer above existing sensors, CMMS, BMS, DCIM, SCADA, and PLC systems - adding early degradation detection without replacing the infrastructure operators already rely on. What MSAI Connect Does MSAI Connect continuously captures and correlates multi-sensor data across critical assets to identify mechanical and electrical degradation patterns before failure conditions are reached. By corroborating signals across thermal imaging, machine vision, vibration, and environmental sensors, the platform delivers high-confidence alerts that give reliability and operations teams time to intervene during planned maintenance windows - converting emergency breakdowns into scheduled interventions. Core Capabilities - Continuous, 24/7 condition monitoring across motors, bearings, belts, conveyors, sorters, VFDs, switchgear, panels, UPS systems, compressors, chillers, and cooling infrastructure - Fixed-mount radiometric thermal monitoring for energized electrical equipment and high-throughput mechanical systems - AI baseline modeling and deviation detection for early anomaly identification - Multi-sensor corroboration that reduces false positives and alert fatigue - Real-time alerting via email, SMS, Slack, and integration with VMS, SCADA, and control room workflows - Edge-to-cloud architecture supporting single-site to multi-site enterprise deployments - Expert-guided signal calibration to preserve alert credibility and accelerate adoption The Problem We Solve Traditional condition monitoring - manual inspections, handheld thermography, vibration routes, threshold alarms, and single-modality monitoring tools - provides only moment-in-time visibility. Periodic sampling captures as little as 1–10% of operational time, leaving fast-developing electrical and mechanical faults invisible between cycles. In environments where detection windows are measured in hours or days, this visibility gap drives unplanned downtime, throughput loss, SLA penalties, safety exposure, and emergency maintenance costs. MSAI Connect closes that gap with continuous early threat detection across electrical, mechanical, and environmental domains. Business Outcomes Customers use MSAI Connect to protect uptime on single-point-of-failure assets, reduce reactive maintenance and emergency labor costs, extend component lifespan, lower fire and escalation risk in energized infrastructure, and improve maintenance capital efficiency. Documented outcomes include $12K–$24K avoided per downtime incident, full ROI within approximately one month in a Fortune 50 distribution facility, and a 62% reduction in asset failures with $550K in avoided downtime in industrial power infrastructure. Who It's For MSAI Connect is designed for operations leadership, reliability and maintenance engineers, controls and automation engineers, and facilities management teams running lean reliability functions. Deployment requires no new standard work and no dedicated reliability engineering staff - minimizing change management while accelerating time to value. MSAI Connect is the continuous intelligence layer for industrial uptime, asset reliability, predictive condition monitoring, and operational risk reduction.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind MultiSensor AI?

  • Seller: MultiSensor AI
  • Company Website:
  • Year Founded: 1995
  • HQ Location: Houston, US
  • LinkedIn® Page: www.linkedin.com
    47 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of MultiSensor AI?

Netrows

Netrows is a real-time B2B data API designed to provide instant access to comprehensive information about professionals and companies worldwide. By consolidating data from over 22 sources into a single, unified API, Netrows enables businesses to enrich leads, monitor prospects, and streamline workflows efficiently. With an average response time of 1.4 seconds and a 99.9% uptime SLA, Netrows ensures reliable and swift data retrieval, empowering organizations to stay ahead in dynamic markets. Key Features and Functionality: - Extensive API Coverage: Access to over 170 API endpoints covering professional profiles, company intelligence, job data, and more. - Global Reach: Comprehensive data on professionals and companies from over 200 countries. - Real-Time Data Retrieval: Ensures that every request pulls the latest information directly from the source, providing up-to-date insights. - High Reliability: Boasts a 99.9% uptime with enterprise-grade infrastructure and automatic failover mechanisms. - Developer-Friendly: Features a clean REST API with comprehensive documentation, facilitating quick integration without the need for SDKs. - Flexible Scaling: Operates on a credit-based system, allowing businesses to pay only for what they use and scale up or down as needed without long-term commitments. Primary Value and Solutions Provided: Netrows addresses the challenge of accessing timely and accurate B2B data by offering a unified API that aggregates information from multiple sources. This consolidation eliminates the need to juggle multiple providers, ensuring consistent data quality and format. Businesses can leverage Netrows to: - Enhance Lead Enrichment: By accessing detailed professional and company profiles, sales and marketing teams can personalize outreach and improve conversion rates. - Monitor Market Movements: The "Radar" feature allows users to track significant events such as job changes, promotions, funding rounds, and market expansions, enabling proactive decision-making. - Streamline Recruitment Processes: Recruiters can monitor job changes and promotions to identify potential candidates or understand market demand for specific roles, optimizing talent acquisition strategies. - Gain Competitive Insights: Market researchers and business intelligence analysts can track company expansions, product launches, and key personnel movements to identify emerging trends and assess market opportunities. By providing real-time, comprehensive, and reliable B2B data, Netrows empowers organizations to make informed decisions, enhance operational efficiency, and maintain a competitive edge in their respective industries.

Total Reviews: 1

Who Is the Company Behind Netrows?

  • Seller: Netrows
  • Year Founded: 2025
  • HQ Location: Ibiza, ES
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

Neural Concept

Neural Concept Shape (NCS) is a 3D deep learning software designed to enhance Computer-Aided Engineering (CAE) and design processes. By leveraging raw CAD and CAE data, NCS accelerates research and development cycles, improves product performance, and addresses complex engineering challenges.

Average Rating: 4.0/5.0

Total Reviews: 1

Who Is the Company Behind Neural Concept?

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of Neural Concept?

Observia AI

Observia AI makes workplaces safer with truly intelligent vision AI. It seamlessly connects to your existing camera infrastructure - no new hardware needed - and detects real risks while filtering out everyday noise. Observia helps enterprises reduce workplace incidents by identifying early warning signs and unsafe behaviors in real time. By analyzing every frame of footage, it saves teams from reviewing thousands of hours of video - something no human can do - turning passive feeds into actionable safety insights.

Average Rating: 4.0/5.0

Total Reviews: 1

Who Is the Company Behind Observia AI?

Who Uses This Product?

  • Company Size: 100% Medium, 100% Small

What Do G2 Reviewers Say About Observia AI?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the simple and easy-to-navigate interface of Observia AI, enhancing their facility management experience.
  • Users highlight the navigation ease of Observia AI, finding it simple and intuitive for managing facilities.
  • Users appreciate the simple interface of Observia AI, making navigation easy and straightforward across facilities.

What Are Recent G2 Reviews of Observia AI?

Octoposts

Octoposts is a comprehensive social media management platform designed to streamline and enhance the online presence of businesses and individuals. It offers a suite of tools that facilitate the scheduling, publishing, and analysis of content across multiple social media channels, enabling users to maintain a consistent and effective digital marketing strategy. Key Features and Functionality: - Multi-Platform Scheduling: Plan and automate posts across various social media platforms from a single dashboard, ensuring timely and coordinated content delivery. - Content Calendar: Visualize and organize your posting schedule with an intuitive calendar interface, allowing for easy adjustments and planning. - Analytics and Reporting: Gain insights into post performance, audience engagement, and growth metrics to inform future strategies. - Team Collaboration: Assign roles and permissions to team members, facilitating efficient workflow and content approval processes. - Content Curation: Discover and share relevant content from trusted sources to keep your audience engaged and informed. Primary Value and User Solutions: Octoposts addresses the challenges of managing multiple social media accounts by providing a centralized platform that simplifies content scheduling, enhances team collaboration, and delivers actionable insights through analytics. By automating routine tasks and offering strategic data, it empowers users to focus on creating impactful content and building stronger connections with their audience, ultimately driving growth and engagement.

Average Rating: 4.0/5.0

Total Reviews: 1

Who Is the Company Behind Octoposts?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Octoposts?

OdooGPT

OdooGPT is an innovative module designed to seamlessly integrate OpenAI's ChatGPT with Odoo, transforming OdooBot into an intelligent and adaptive assistant. By leveraging advanced natural language processing capabilities, OdooGPT enables users to interact with OdooBot using the `/ai` command, facilitating real-time, context-aware responses that enhance productivity and user engagement. Key Features and Functionality: - Natural Language Processing: Engage with OdooBot through intuitive, conversational commands, allowing for efficient task execution and information retrieval. - Easy Integration: OdooGPT offers straightforward integration with OpenAI via API keys, ensuring a hassle-free setup process. - Customizable Models: Users can import and fine-tune OpenAI models directly within Odoo, tailoring the AI's behavior to specific business needs. - Multi-Language Support: The module supports multiple languages, catering to a diverse user base and facilitating global operations. - 24/7 Availability: OdooBot, enhanced by OdooGPT, remains operational around the clock, providing consistent support and assistance. - Comprehensive Chat Integration: The AI functionality extends across all chat environments within Odoo, including private and group conversations. Primary Value and User Solutions: OdooGPT addresses the need for a more responsive and intelligent virtual assistant within the Odoo ecosystem. By integrating ChatGPT, it empowers users to perform tasks more efficiently, access information swiftly, and receive contextually relevant assistance. This enhancement leads to improved productivity, streamlined workflows, and a more engaging user experience, ultimately driving business growth and operational excellence.

Average Rating: 4.0/5.0

Total Reviews: 1

Who Is the Company Behind OdooGPT?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of OdooGPT?

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