Best Emerging AI Software - Page 5

How Many Emerging AI Software Products Does G2 Track?

Total Products under this Category: 9,086

Category Stats (Sep 2026)

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

Last updated: September 01, 2026

How Does G2 Rank Emerging AI Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 30,100+ Authentic Reviews
  • 9,086+ 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.

Milestone

Milestone leads global organizations through their movement towards GenAI adoption, taking them from the trial phase to the triumph phase. We provide the highest-resolution contribution data that doesn’t just tell you the current impact of GenAI on development velocity and code quality but provides data-driven insights to optimize your GenAI investments and 10x its contribution across your company. GenAI is not just here to stay, it’s here to be a difference maker. We ensure your organization embraces it with full confidence and visibility to get an edge over the competition.

Average Rating: 5.0/5.0

Total Reviews: 7

Who Is the Company Behind Milestone?

Who Uses This Product?

  • Company Size: 71% Medium, 29% Small

What Are Recent G2 Reviews of Milestone?

Timetics.ai

Timetics.ai is an appointment scheduling and time monetization platform designed for individuals, teams, and small businesses that rely on appointments and time-based services. It helps professionals automate bookings, manage availability, accept online payments, and turn their time into structured, predictable revenue. Traditional scheduling often creates unnecessary friction - manual coordination, double bookings, missed appointments, and revenue leakage. Timetics solves this with a streamlined online booking system that allows customers to schedule services instantly based on real-time availability. Automated confirmations, reminders, and rescheduling workflows reduce no-shows and eliminate back-and-forth communication. The platform supports both solo professionals and growing teams. Users can define services, set pricing, configure working hours, manage multiple staff members, and centralize operations from a unified dashboard. Secure payment integrations allow businesses to collect payments at the time of booking, improving cash flow and reducing administrative work. For small businesses looking to scale efficiently, Timetics provides structured scheduling, automation, and reporting tools that help track bookings, customer activity, and revenue performance. Whether you’re an independent professional, a collaborative team, or a small service-based business, Timetics simplifies scheduling and maximizes the value of every available time slot.

Average Rating: 4.6/5.0

Total Reviews: 7

Who Is the Company Behind Timetics.ai?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Timetics.ai?

Tines Stories

Tines is the intelligent workflow platform trusted by the world's most advanced organizations. Companies like Coinbase, Databricks, Mars, Reddit, and SAP use Tines to power their most important workflows. With Tines, they’ve built a secure, flexible foundation to operationalize AI agents and intelligent workflows, unlocking productivity, moving faster, and future-proofing how work gets done.

Average Rating: 4.7/5.0

Total Reviews: 424

Who Is the Company Behind Tines Stories?

  • Seller: Tines
  • Company Website:
  • Year Founded: 2018
  • HQ Location: Dublin, IE
  • LinkedIn® Page: www.linkedin.com
    568 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Security Engineer, Software Engineer
  • Top Industries: Information Technology and Services, Computer & Network Security
  • Company Size: 38% Medium, 35% Large

What Do G2 Reviewers Say About Tines Stories?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Tines, enabling seamless automation without any coding knowledge.
  • Users highlight the flexibility and ease of automation with Tines, making integration and workflow creation seamless.
  • Users commend Tines for its exceptional customer support, appreciating the team's responsiveness and proactive assistance.
  • Users value the easy integrations of Tines, enabling quick and effective automation without coding skills.
  • Users praise Tines for its seamless integrations and robust support, enabling efficient workflow automation with ease.
Cons
  • Users find Tines lacking in missing features that can hinder initial onboarding and expectations for functionality.
  • Users note a steep learning curve with Tines, especially for newcomers to automation and orchestration tools.
  • Users note a lack of features in Tines, pointing out missing options and inconsistencies in functionality.
  • Users find Tines expensive, particularly for smaller teams, due to its rigid pricing model and limited ticketing features.
  • Users find the complexity of advanced features in Tines overwhelming, especially for teams lacking a clear strategy.

What Are Recent G2 Reviews of Tines Stories?

What Are G2 Users Discussing About Tines Stories?

AI Ad Maker

Turn URL to engaging AI product video ads with AI Ad Generator. Explore free AI avatars generator with lip sync, and access insights from AI ads library. #1 AI social media ad generator, easily create AI video ad in clicks. Create AI avatar for free, and turn URL into product video ad with AI. Diverse advertisement templates and advertisement poster online.

Average Rating: 4.8/5.0

Total Reviews: 6

Who Is the Company Behind AI Ad Maker?

Who Uses This Product?

  • Top Industries: Logistics and Supply Chain
  • Company Size: 50% Large, 50% Medium

What Are Recent G2 Reviews of AI Ad Maker?

Arcade.dev

Arcade.dev is the industry's first MCP runtime enabling AI to take secure, real-world actions. As the MCP runtime, Arcade is uniquely able to deliver secure agent authorization, high-quality tools, and centralized governance. Arcade helps teams at some of the largest organizations deploy multi-user AI agents that take actions across any system with granular permissions and complete visibility—no complex infrastructure required. Learn more and try it for free at www.arcade.dev.

Average Rating: 4.7/5.0

Total Reviews: 6

Who Is the Company Behind Arcade.dev?

  • Seller: Arcade.dev
  • Year Founded: 2024
  • HQ Location: San Francisco, California, United States
  • LinkedIn® Page: www.linkedin.com
    22 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Small, 33% Medium

What Are Recent G2 Reviews of Arcade.dev?

AudioShake

AudioShake provides AI-powered audio separation, analysis, and enhancement tools, accessible via API, SDK, and web app. Designed for enterprise teams, AudioShake's tools process audio programmatically at scale. Industries include music labels and distributors, film and TV studios, broadcasters, podcast networks, AI and data companies, and any platform or workflow that depends on clean audio. Core Capabilities -Stem separation: Isolate vocals, instruments, dialogue, music, and effects from any mixed recording — including music, film, TV, podcast, and broadcast audio -Dialogue extraction: Separate clean dialogue from music and background noise for film, TV, broadcast, and live production -Multi-speaker separation and diarization: Separate and label individual speakers from recordings with overlapping voices, supporting post-production workflows, transcription and dubbing pipelines, and podcast editing -Real-time dialogue isolation: Outputs isolated dialogue and residual audio as separate stems at 11ms end-to-end latency, built for live broadcast and real-time production workflows -Lyric transcription and alignment: Automatically transcribe lyrics with timestamps for each word, for karaoke, distribution, and accessibility workflows -Copyright music detection and removal: Identify and remove copyrighted music with automated cue sheet generation, supporting copyright compliance and unlocking distribution and monetization of previously restricted content -Speech enhancement: Recover intelligible dialogue from degraded, noisy, or low-resolution recordings -Archival content restoration: Isolate, enhance, and remaster legacy recordings for modern platforms — enabling dubbing, distribution, and new commercial use of previously inaccessible audio Technical Differentiators AudioShake's tools are non-generative, or discriminative, in nature: they isolate what is already present in the original recording without reconstructing or synthesizing audio content. Outputs are always authentic and faithful to the source material. All models are deployable via API or SDK, with on-device support for edge applications that require local processing without network dependency. Recognition Winner, AWS re:Invent Unicorn Tank Startup Competition Winner, NAB PILOT Innovation Challenge 2024 Winner, LaLiga EA Sports Startup Competition Winner, Sony Demixing Challenge Selected for Disney Accelerator 2024 cohort Named one of TIME's Best Inventions

Average Rating: 5.0/5.0

Total Reviews: 17

Who Is the Company Behind AudioShake?

  • Seller: AudioShake
  • Year Founded: 2020
  • HQ Location: San Francisco, US
  • Twitter: @AudioShakeAI
    1,309 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    41 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Music
  • Company Size: 82% Small, 18% Medium

What Are Recent G2 Reviews of AudioShake?

Automateed

An AI ebook creator and publishing software. All in one tool for publishers and entrepreneurs around the globe.

Average Rating: 4.7/5.0

Total Reviews: 6

Who Is the Company Behind Automateed?

Who Uses This Product?

  • Company Size: 117% Small

What Are Recent G2 Reviews of Automateed?

Daytona

Daytona is a secure and elastic infrastructure platform designed to execute AI-generated code efficiently. It provides developers and AI agents with isolated, scalable environments—referred to as sandboxes—that can be spun up in milliseconds and terminated just as swiftly. This rapid provisioning allows users to run code on-demand, ensuring optimal resource utilization and enhanced security. Key Features and Functionality: - Instant Sandboxes: Create and destroy isolated environments in under 90 milliseconds, facilitating rapid testing and deployment. - Secure Execution: Each sandbox operates in complete isolation, preventing unauthorized access and ensuring the safe execution of AI-generated code. - Programmatic Control: Comprehensive APIs allow for seamless management of processes, file systems, Git operations, and language server protocols within sandboxes. - Massive Parallelization: Supports concurrent AI workflows by enabling the execution of code in multiple isolated environments simultaneously. - Declarative Image Builder: Utilize Docker-based image templates without modifications, simplifying the setup and deployment process. Primary Value and Problem Solved: Daytona addresses the challenges associated with running AI-generated code by offering a secure, scalable, and efficient runtime environment. Traditional infrastructures often lack the flexibility and security required for AI workloads, leading to resource inefficiencies and potential security vulnerabilities. By providing instant, isolated sandboxes with programmatic control, Daytona empowers developers and AI systems to focus on innovation without the overhead of managing complex infrastructure. This solution ensures that AI-generated code can be executed safely and efficiently, accelerating development cycles and enhancing overall productivity.

Average Rating: 4.5/5.0

Total Reviews: 6

Who Is the Company Behind Daytona?

  • Seller: Daytona
  • Year Founded: 2023
  • HQ Location: New York, New York, United States
  • LinkedIn® Page: www.linkedin.com
    50 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Medium, 33% Small

What Are Recent G2 Reviews of Daytona?

Echo

Vulnerability-free container base images that are automatically patched, hardened, and FIPS-validated.

Average Rating: 5.0/5.0

Total Reviews: 10

Who Is the Company Behind Echo?

  • Seller: Echo
  • Company Website:
  • Year Founded: 2025
  • HQ Location: New York
  • LinkedIn® Page: www.linkedin.com
    63 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 70% Medium, 20% Small

What Do G2 Reviewers Say About Echo?

AI-generated summary from verified user reviews

Pros
  • Users value the automation of vulnerability remediation in Echo, enhancing security while freeing up engineers for more critical tasks.
  • Users value the seamless cloud integration of Echo, enhancing security and efficiency in their workflows.
  • Users value the seamless integration and automated compliance of Echo, enhancing security while boosting engineering productivity.
  • Users value the automated remediation guidance of Echo, enhancing security and saving time for engineers to focus on value creation.
  • Users value how Echo provides effective risk management by automating vulnerability remediation and ensuring compliance effortlessly.

What Are Recent G2 Reviews of Echo?

SambaCloud

SambaCloud is a high-performance, serverless inference cloud engineered to deliver fast speeds on the best open-source AI models powered by the advanced SN40L RDU chip. These speeds have been independently benchmarked by Artificial Analysis. SambaCloud is designed for developers and enterprises looking to accelerate AI deployments without compromising on performance, security, or flexibility. • Ultra-Fast Inference: Achieve industry-leading inference speeds on the largest and most complex models, thanks to the purpose-built SN40L RDU chip. • Absolute Data Privacy: SambaCloud never collects or accesses your data or prompts for peace of mind. • Top Open-Source Models: Enjoy wide support for cutting-edge models, like OpenAI gpt-oss, DeepSeek, and Meta Llama, for application development in text, image, and audio processing. • Seamless Ecosystem Integration: Integrate easily with platforms, such as Hugging Face, AWS, CrewAI, and Blackbox, to expand development possibilities and streamline operations. • Easy Migration Path: OpenAI-compatible APIs enable quick transition of existing workflows. SambaCloud empowers teams to innovate at scale by reducing response times for AI inference and supporting even the most demanding enterprise workloads. Developers benefit from absolute data privacy, robust infrastructure choices, and freedom to use the most advanced open-source models. The platform’s extensive integration support accelerates development and deployment cycles, while the simple migration process eases the transition from other providers by minimizing disruption. SambaCloud delivers the speed, security, and flexibility required for next-generation AI applications. With its technical excellence and developer-first design, SambaCloud is the foundation for AI innovation wherever you need it.

Average Rating: 4.1/5.0

Total Reviews: 6

Who Is the Company Behind SambaCloud?

  • Seller: SambaNova AI
  • Year Founded: 2017
  • HQ Location: Palo Alto, US
  • Twitter: @SambaNovaAI
    29,116 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    480 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 67% Small, 33% Medium

What Are Recent G2 Reviews of SambaCloud?

Selects

Selects by Cutback is an AI-powered video editing workspace for professional editors and production teams, built to turn raw footage into organized rough cuts. It reduces the manual work of syncing, reviewing, logging, and assembling footage so editors can start closer to the creative edit. Drop in a folder of footage and Selects syncs multicam and multitrack recordings, identifies speakers, transcribes footage, and organizes clips by topic and scene. Build a rough cut from a prompt or script, search for moments using spoken or visual references, compare takes, and remove silences or filler words—while keeping every edit adjustable and under your control. When you’re ready, hand off an organized, editable project to Adobe Premiere Pro, Final Cut Pro, or DaVinci Resolve, complete with structured bins, labels, markers, and transcripts. Selects is built for interviews, podcasts, documentaries, scripted productions, and other footage-heavy workflows where preparation can take longer than the creative edit.

Average Rating: 4.7/5.0

Total Reviews: 6

Who Is the Company Behind Selects?

Who Uses This Product?

  • Company Size: 88% Small, 13% Medium

What Are Recent G2 Reviews of Selects?

AppSentinels

AppSentinels protects your APIs by securing the business logic that drives your operations. Continuous discovery, automated API pen testing, and real-time defense stop hidden threats before they disrupt your business, ensuring seamless, risk-free innovation without slowing development.

Average Rating: 4.9/5.0

Total Reviews: 10

Who Is the Company Behind AppSentinels?

  • Seller: AppSentinels
  • Year Founded: 2021
  • HQ Location: Boston , US
  • Twitter: @appsentinelsai
    122 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    39 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 60% Medium, 20% Large

What Do G2 Reviewers Say About AppSentinels?

AI-generated summary from verified user reviews

Pros
  • Users value the automated discovery of shadow and undocumented APIs, enhancing their API testing efficiency.
  • Users commend the responsive and knowledgeable support team behind AppSentinels, enhancing their overall user experience.
  • Users value the automated vulnerability detection, enhancing security through smart API management and robust support.

What Are Recent G2 Reviews of AppSentinels?

atypica.AI

Atypica is an AI-powered market research platform that helps teams understand real consumer motivations faster and at scale. Instead of relying solely on surveys or manual interviews, Atypica uses AI personas to simulate realistic consumer thinking, decision-making, and emotional responses. Users can run AI-led interviews, concept tests, and exploratory research to uncover insights around user needs, preferences, and pain points within minutes. The platform supports idea validation, audience understanding, positioning exploration, and early-stage research without lengthy setup or participant recruitment. Atypica is designed for founders, marketers, product teams, and researchers who need actionable consumer insights quickly, enabling faster decisions and iteration with significantly lower time and cost than traditional research methods.

Average Rating: 4.2/5.0

Total Reviews: 5

Who Is the Company Behind atypica.AI?

Who Uses This Product?

  • Top Industries: Market Research
  • Company Size: 100% Small

What Are Recent G2 Reviews of atypica.AI?

BHuman.ai

BHuman.ai is an AI software that allows you to personalize videos at scale. It takes one template video (recorded by you or chosen from our library) and personalizes it to hundreds of custom videos by mimicking your face and voice. Simply put, BHuman.ai allows you to communicate with hundreds of people personally by the time it takes to communicate with one.

Average Rating: 4.8/5.0

Total Reviews: 5

Who Is the Company Behind BHuman.ai?

  • Seller: BHuman
  • Year Founded: 2020
  • HQ Location: NYC, US
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 80% Small, 20% Medium

What Do G2 Reviewers Say About BHuman.ai?

AI-generated summary from verified user reviews

Pros
  • Users love the easy video customization with BHuman.ai, streamlining their marketing efforts efficiently and effectively.
  • Users value the efficiency of automation with BHuman.ai, streamlining video creation for mass outreach.
  • Users find that BHuman.ai offers significant time savings through automation, streamlining communications with leads and clients.
  • Users appreciate the work simplification BHuman.ai offers, saving time while providing personalized outreach effortlessly.
  • Users praise the impressive AI features of BHuman.ai, especially the time-saving templates and bulk audio generation.
Cons
  • Users express concerns about the expensive cost of Zappier plans, wishing for more affordable integration options.
  • Users note plan limitations with BHuman.ai, hoping for more affordable integrations beyond the current Zappier option.

What Are Recent G2 Reviews of BHuman.ai?

Cast AI

Cast AI is an automation platform for operating cloud-native and AI infrastructure at scale. It keeps applications fast and stable by continuously optimizing production systems and eliminating manual operations as environments scale.

Average Rating: 4.5/5.0

Total Reviews: 226

Who Is the Company Behind Cast AI?

  • Seller: Cast AI
  • Company Website:
  • Year Founded: 2019
  • HQ Location: Miami, FL
  • Twitter: @cast_ai
    1,826 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    340 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: DevOps Engineer, Senior DevOps Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 44% Medium, 21% Large

What Do G2 Reviewers Say About Cast AI?

AI-generated summary from verified user reviews

Pros
  • Users benefit from cost management features in CAST AI, achieving significant savings and improved cluster management.
  • Users value the cost-saving benefits of CAST AI, significantly reducing cloud expenses through efficient resource management.
  • Users appreciate the ease of use of Cast AI, highlighting its straightforward setup and intuitive features.
  • Users appreciate the massive cost savings offered by CAST AI through intelligent optimization and efficient resource management.
  • Users find CAST AI's pricing advantages compelling, appreciating cost savings and easy management for optimal efficiency.
Cons
  • Users experience scaling issues with CAST AI, particularly during traffic spikes, causing disruptions and inefficiency.
  • Users find the pricing high for small clusters, making Cast AI seem expensive despite its benefits.
  • Users note a significant learning difficulty with advanced features, requiring time to fully understand the platform.
  • Users face poor documentation leading to confusion and misunderstanding, impacting their overall experience with Cast AI.
  • Users express concerns about pricing issues, noting complexities in cost understanding and the need for better transparency.

What Are Recent G2 Reviews of Cast AI?

What Are G2 Users Discussing About Cast AI?

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