# Best AWS Marketplace Software - Page 81

## How Many AWS Marketplace Software Products Does G2 Track?

**Total Products under this Category:** 2,544

### Category Stats (Aug 2026)

- **Average Rating:** 4.39/5 (↓0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** ELK Kubernetes Container Solution Stack (+1.95%) - Among all products in this category, ELK Kubernetes Container Solution Stack recorded the largest rating increase compared to last month

_Last updated: August 01, 2026_

## How Does G2 Rank AWS Marketplace Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 29,700+ Authentic Reviews
- 2,544+ Products
- Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

**Sponsored**

### Fortinet Managed Rules for AWS WAF

Fortinet’s WAF rulesets are additional security signatures that can be used to enhance the protections included in the base AWS WAF product. They are updated on a regular basis to include the latest threat intelligence from the award-winning FortiGuard Labs. The Complete OWASP Top 10 Ruleset provides a comprehensive package for web application protection offered by Fortinet to help address the OWASP Top 10 web application threats. Includes protection for various Injection attacks such as SQL and command Injection , Cross Site Scripting, General and Known Exploits, Malicious Bots and Common Vulnerabilities and Exposures (CVE).

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=2598&secure%5Bchosen_at%5D=2026-08-01T18%3A30%3A59Z&secure%5Bdisplayable_resource_id%5D=2598&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=2598&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=145276&secure%5Bresource_id%5D=2598&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Faws-marketplace%3Fpage%3D81&secure%5Btoken%5D=e7c2f7b6e7fc3cab0180e5975c47b8826d1b5b79dd05d2d23a9de53830353cd2&secure%5Burl%5D=https%3A%2F%2Fwaf-security.com%2F%3Futm_source%3Dg2%26utm_medium%3Dcpc%26utm_id%3Ddirect-publisher&secure%5Burl_type%5D=custom_url)

### [Equine Gait Model](https://www.g2.com/products/equine-gait-model/reviews)

Evaluation of animal's health status (lameness) by gait analysis to predict disease (osteoarthritis, etc.).

#### Who Is the Company Behind Equine Gait Model?

- **Seller:** [ElectrifAi](https://www.g2.com/sellers/electrifai-6f99f1b0-33e0-489e-acf4-a875e256745d)
- **Year Founded:** 2004
- **HQ Location:** Jersey City, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3bf532f9fd4f390ca03b10f0e632cc3637c89850b560cea72055c9e9bbce35b0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Felectrifai&secure%5Burl_type%5D=linkedin_company_website)  
65 employees on LinkedIn®

### [Ethos Investment Researcher](https://www.g2.com/products/ethos-investment-researcher/reviews)

Ethos Investment Researcher is an autonomous agent designed to revolutionize the investment research process by combining artificial intelligence with human expertise. It enables users to generate comprehensive, industry-standard research reports within minutes, significantly reducing the time and cost associated with traditional research methods. By accessing a vast database of over 500 million expert profiles, the platform can identify and connect with relevant specialists to fill knowledge gaps, even autonomously conducting interviews and integrating the insights into the research. This innovative approach ensures that experts are fairly compensated, while clients receive validated, high-quality research swiftly and efficiently. Key Features and Functionality: - Rapid Report Generation: Create detailed research reports complete with charts and visualizations in a matter of minutes. - Extensive Expert Network: Search through a database of over 500 million expert profiles to find and connect with specialists in various fields. - Autonomous Expert Interviews: Schedule and conduct expert interviews automatically, with the system integrating the gathered insights into your research. - Fair Compensation Model: Experts receive fair payment and earn royalties for their contributions, promoting a sustainable and ethical research ecosystem. Primary Value and Problem Solved: Ethos Investment Researcher addresses the inefficiencies and high costs traditionally associated with investment research. By automating the generation of research reports and facilitating seamless access to expert insights, it empowers investment professionals to make informed decisions more quickly and cost-effectively. This fusion of AI-driven automation and human wisdom not only accelerates the research process but also ensures the quality and reliability of the information, ultimately enhancing the decision-making capabilities of its users.

#### Who Is the Company Behind Ethos Investment Researcher?

- **Seller:** [Ethos](https://www.g2.com/sellers/ethos-7005faa4-00c0-4fd4-a50a-c6af48a7262e)
- **HQ Location:** San Diego, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c2f796f36959bbd67806f08e0cd001fb47025a6e5a7fd59cfd26ffc21ba4b575&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Frollingthunderventures&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

### [EuroLinux 7 HVM AMI](https://www.g2.com/products/eurolinux-7-hvm-ami/reviews)

EuroLinux 7 HVM AMI is a server operating system compiled directly from Red Hat® Enterprise Linux® source code, ensuring 1:1 compatibility. Designed for critical physical, virtual, and cloud environments, it offers a complete platform for managing extensive server workloads with a focus on stability and security. EuroLinux is utilized by sectors such as finance, telecommunications, government institutions, and individual users. Key Features and Functionality: - High Availability: Ensures continuous operation by minimizing downtime. - Resilient Storage: Provides robust data storage solutions to prevent data loss. - Smart Management: Offers tools for efficient system administration and monitoring. - Load Balancer: Distributes network or application traffic across multiple servers to optimize resource use. - Scalable File System: Supports growing data needs with flexible storage options. Primary Value and User Solutions: EuroLinux 7 HVM AMI delivers a secure and stable operating system for servers, offering a comprehensive platform with all necessary features for developers and administrators. Its compatibility with Red Hat Enterprise Linux, CentOS, and Scientific Linux ensures seamless integration into existing infrastructures. By running EuroLinux on Amazon EC2, users can significantly reduce operating costs while leveraging the scalability and flexibility of cloud environments.

#### Who Is the Company Behind EuroLinux 7 HVM AMI?

- **Seller:** [EuroLinux Sp. z o. o.](https://www.g2.com/sellers/eurolinux-sp-z-o-o)
- **HQ Location:** Kraków, PL
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3082e0334b3b2bb9cee6bc57fb127f22f6ad24aee1c8fc7057eb1934633ccdf0&secure%5Burl%5D=http%3A%2F%2Fwww.linkedin.com%2Fcompany%2Feurolinux&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

### [EVA Voice Biometrics](https://www.g2.com/products/eva-voice-biometrics/reviews)

EVA is a voice biometric extension that allows organisations to implement voice identification & verification capabilities to their Amazon Connect service. EVA is the next-gen voice biometric capability that provides frictionless and delightful customer experience and improved security.

#### Who Is the Company Behind EVA Voice Biometrics?

- **Seller:** [Auraya Systems](https://www.g2.com/sellers/auraya-systems)
- **Year Founded:** 2010
- **HQ Location:** Macquarie Park, AU
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=aec88488a1e76042f4771591551223bea56f4c5e2560c5d9d548293ddd9aea8d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faurayasystems%2F&secure%5Burl_type%5D=linkedin_company_website)  
24 employees on LinkedIn®

### [Evrchat Professional Services](https://www.g2.com/products/evrchat-professional-services/reviews)

Evrchat Professional Services offers Managed Service Providers (MSPs) a unified, AI-powered platform designed to accelerate growth, enhance customer retention, and improve operational efficiency. This service facilitates the seamless deployment, customization, and integration of Evrchat within AWS environments, ensuring secure, scalable, and automated workflows that reduce operational friction and boost client engagement. Key Features and Functionality: - AWS Integration: Expert guidance on integrating Evrchat with AWS-hosted serverless container-based applications and services, including ECS, ECR, SQS, and SNS. - Automation of Support Workflows: Streamlining customer support and ticketing processes through automation, reducing manual intervention and enhancing response times. - AI-Driven CRM Insights: Enhancing CRM and sales pipeline visibility by leveraging AI-driven insights, enabling data-informed decision-making. - Tailored AWS Infrastructure Support: Achieving faster time-to-value from Evrchat through customized AWS infrastructure and support, aligning with AWS-native services and best practices. Primary Value and Solutions Provided: Evrchat Professional Services empowers MSPs to transform their service delivery models by aligning sales and support functions within a single, powerful AI-driven platform. This alignment leads to increased productivity and efficiency, allowing MSPs to focus on growth and client satisfaction. By automating workflows and integrating seamlessly with AWS services, Evrchat reduces operational friction, enhances client engagement, and drives long-term business outcomes.

#### Who Is the Company Behind Evrchat Professional Services?

- **Seller:** [Evrchat](https://www.g2.com/sellers/evrchat)
- **Year Founded:** 2022
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=317a373b130abed6d480183651a5698c39f738ee4e4beb446a765a51296751a7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fevrchat&secure%5Burl_type%5D=linkedin_company_website)  
3 employees on LinkedIn®

### [eWaste Code Finder for Europe](https://www.g2.com/products/ewaste-code-finder-for-europe/reviews)

The eWaste Code Finder for Europe is a specialized tool designed to assist businesses in identifying the appropriate Waste Electrical and Electronic Equipment (WEEE codes for their products across European countries. By streamlining the classification process, this tool ensures compliance with the diverse and complex e-waste regulations prevalent in Europe. Key Features and Functionality: - Comprehensive Database: Access an extensive repository of WEEE codes applicable to various European nations, facilitating accurate product classification. - User-Friendly Interface: Navigate through the tool effortlessly, allowing for quick identification of relevant codes without extensive training. - Regulatory Compliance Guidance: Receive up-to-date information on e-waste regulations, helping businesses adhere to legal requirements and avoid potential penalties. Primary Value and Problem Solved: The eWaste Code Finder for Europe addresses the challenge of navigating the intricate and varying e-waste regulations across European countries. By providing a centralized and reliable source for WEEE code identification, it enables businesses to ensure compliance, reduce the risk of legal issues, and promote responsible e-waste management practices.

#### Who Is the Company Behind eWaste Code Finder for Europe?

- **Seller:** [MobiCycle](https://www.g2.com/sellers/mobicycle-ad03ccb8-ea08-47fe-af2c-0c9fc2a7e57a)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [eWaste Standards Tool](https://www.g2.com/products/ewaste-standards-tool/reviews)

The eWaste Standards Tool is a comprehensive solution designed to assist organizations in managing electronic waste (e-waste responsibly and in compliance with environmental regulations. It provides a structured framework for the collection, storage, treatment, and processing of e-waste, ensuring that hazardous materials are handled safely and valuable components are efficiently recycled. By implementing this tool, organizations can minimize their environmental footprint, promote sustainability, and adhere to industry standards for e-waste management. Key Features and Functionality: - Collection and Storage Management: Facilitates systematic collection and secure storage of e-waste to prevent environmental contamination. - Treatment and Processing Guidelines: Provides protocols for separating hazardous components and processing materials to minimize environmental impact. - Compliance Framework: Aligns with standards such as AS 5377, ensuring adherence to best practices in e-waste management. - Resource Optimization: Promotes the recovery of valuable materials, reducing the need for virgin resources and supporting a circular economy. Primary Value and Problem Solved: The eWaste Standards Tool addresses the critical need for organizations to manage electronic waste in an environmentally responsible manner. By providing a structured approach to e-waste management, it helps organizations comply with environmental regulations, reduce their ecological impact, and contribute to sustainability goals. This tool is essential for companies aiming to implement effective e-waste management practices and demonstrate their commitment to environmental stewardship.

#### Who Is the Company Behind eWaste Standards Tool?

- **Seller:** [MobiCycle](https://www.g2.com/sellers/mobicycle-ad03ccb8-ea08-47fe-af2c-0c9fc2a7e57a)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [exaBase Studio](https://www.g2.com/products/exabase-studio/reviews)

exaBase Studio is a comprehensive, Kubernetes-based platform designed to facilitate the design, development, and deployment of AI agents aimed at automating and enhancing business operations. It offers a scalable and modular environment suitable for modern enterprises, enabling teams to create AI-driven applications efficiently. The platform provides a collection of customizable AI agent templates for tasks such as document processing, SQL automation, and workflow orchestration, which can be utilized immediately or tailored to meet specific business requirements. With support for a five-level operational maturity model, exaBase Studio accommodates organizations at various stages of AI adoption, from initial trials to full-scale automation. This flexibility ensures that businesses can integrate AI agents seamlessly into their workflows, fostering improved efficiency and productivity. Key Features and Functionality: - All-in-One AI Agent Platform: Provides an end-to-end environment for designing, developing, and running AI agents within a single Kubernetes-based system. - Customizable Templates: Offers ready-made AI agent templates that can be extended and customized at the source code level to align with specific business needs. - Incremental Development: Supports a five-level operational maturity model, allowing businesses to progress from small-scale trials to enterprise-wide AI workflows. - Intuitive User Interface: Features a GUI-based canvas for visual design and development, enabling stakeholders to collaboratively design and deploy AI applications. - High Extensibility and Customizability: Allows integration of both in-house and external AI models, with the flexibility to develop and extend applications at the source code level. - Cloud-Native Architecture: Built on Kubernetes, ensuring scalability, reliability, and efficient resource management for enterprise environments. Primary Value and Problem Solved: exaBase Studio addresses the complexities associated with AI software development by providing a unified platform that simplifies the integration of AI agents into business processes. By offering customizable templates and a user-friendly interface, it reduces the technical barriers for organizations, enabling them to leverage AI technologies effectively. The platform's scalability and modularity support businesses in their digital transformation journey, allowing for incremental development and adaptation to evolving operational needs. Ultimately, exaBase Studio empowers organizations to enhance efficiency, improve decision-making, and drive innovation through the strategic implementation of AI agents.

#### Who Is the Company Behind exaBase Studio?

- **Seller:** [ExaWizards Inc.](https://www.g2.com/sellers/exawizards-inc)
- **Year Founded:** 2016
- **HQ Location:** 港区, JP
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c219fc007e9199d0745fa47e9ef8748b1d6f97bbaef4fa06e1efc8be6f100785&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F13610491%2F&secure%5Burl_type%5D=linkedin_company_website)  
317 employees on LinkedIn®

### [ExceedPACs](https://www.g2.com/products/exceedpacs/reviews)

100% cloud based, complete with FDA approved DICOM Viewer, RIS, VNA/Disaster Recovery, Enterprise Modality Worklist with several FDA approved Artificial Intelligence solutions integrated for clinical use. All DICOM modalities processed (MR, CT, CR, PET, US, MG) as well as non-DICOM images. 65 bi-directional EMR interfaces will ensure complete interoperability. Robust peer-to-peer module, advanced analytics including AI performance, total encryption (rest & transit), fully integrated to billing modules and 3rd party systems. Flexible, scalable and elastic data migration for all image and data storage projects.

#### Who Is the Company Behind ExceedPACs?

- **Seller:** [Emergent Connect](https://www.g2.com/sellers/emergent-connect)
- **Year Founded:** 2011
- **HQ Location:** Lakeway, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a83e6f057bdb532d4b32b0d69400cafba650a62c2c15c7d8bbb22542a40ce630&secure%5Burl%5D=http%3A%2F%2Fwww.linkedin.com%2Fcompany%2Femergent-connect-llc&secure%5Burl_type%5D=linkedin_company_website)  
9 employees on LinkedIn®

### [Exceed VNA](https://www.g2.com/products/exceed-vna/reviews)

100% cloud based vendor neutral archive (VNA) that processes all DICOM medical images (MR, CT, PET, CR, US, and MG) and non-DICOM patient data multimedia formats including JPEG, TIFF, PDF, DOC, DOCX, and TXT. Securely store, transfer, archive and access a patient's complete data file.

#### Who Is the Company Behind Exceed VNA?

- **Seller:** [Emergent Connect](https://www.g2.com/sellers/emergent-connect)
- **Year Founded:** 2011
- **HQ Location:** Lakeway, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a83e6f057bdb532d4b32b0d69400cafba650a62c2c15c7d8bbb22542a40ce630&secure%5Burl%5D=http%3A%2F%2Fwww.linkedin.com%2Fcompany%2Femergent-connect-llc&secure%5Burl_type%5D=linkedin_company_website)  
9 employees on LinkedIn®

### [Excelfore eSync OTA](https://www.g2.com/products/excelfore-esync-ota/reviews)

Excelfore's eSync OTA is a comprehensive over-the-air (OTA) software solution designed to manage and update the full spectrum of electronic control units (ECUs) and smart sensors within modern vehicles. By establishing a secure, bi-directional data pipeline between the cloud and in-vehicle devices, eSync OTA ensures efficient software updates and data collection, enhancing vehicle performance and adaptability throughout its lifecycle. Key Features and Functionality: - Full Vehicle OTA: Capable of updating all programmable devices in a vehicle, including high-performance computing platforms, airbag controllers, and seat positioning systems, regardless of their operating systems. - Fault Tolerance: The system is resilient to interruptions and transmission errors, allowing updates to resume from the latest checkpoint and automatically handling retries and rollbacks to maintain system integrity. - Advanced Security: Employs a "zero trust" model with mutual authentication, layered defenses, and encryption of data both in transit and at rest, ensuring secure delivery and verification of software updates. - Adaptive Delta Compression: Utilizes patented technology to reduce payload sizes by up to 95%, optimizing bandwidth usage and minimizing vehicle downtime during updates. - Bi-Directional Data Pipeline: Not only delivers updates to the vehicle but also collects data from in-vehicle devices, facilitating real-time diagnostics and data aggregation. - Scalability: Proven to manage updates for a wide range of devices, from a single unit to over 65 devices, adapting to various in-vehicle network topologies and system architectures. Primary Value and User Solutions: eSync OTA addresses the challenges of maintaining and enhancing software-defined vehicles by providing a standardized, secure, and scalable solution for OTA updates and data management. It enables automotive manufacturers to: - Enhance Vehicle Functionality: Quickly deploy software updates and new features, ensuring vehicles remain up-to-date with the latest advancements. - Ensure Compliance and Security: Maintain compliance with evolving regulations and protect against cybersecurity threats through robust security measures. - Reduce Operational Costs: Minimize the need for manual updates and recalls, leading to significant time and cost savings throughout the vehicle's lifecycle. - Future-Proof Vehicles: Adapt to changing market demands and technological advancements by enabling continuous software improvements and feature additions. By integrating eSync OTA, automotive manufacturers can deliver a superior, secure, and adaptable driving experience, meeting the dynamic needs of today's connected vehicle landscape.

#### Who Is the Company Behind Excelfore eSync OTA?

- **Seller:** [Excelfore](https://www.g2.com/sellers/excelfore)
- **Year Founded:** 2009
- **HQ Location:** Fremont, US
- **Twitter:** @excelfore  
188 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ef9327aeee0cc3031f9684bbee58d267cb6c1b20bc4852c103ec404a93b9080f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fexcelfore%2F&secure%5Burl_type%5D=linkedin_company_website)  
87 employees on LinkedIn®

### [EXL Code Harbor](https://www.g2.com/products/exl-code-harbor/reviews)

EXL Code Harbor™ is a Generative AI-powered solution designed to accelerate the migration of legacy codebases to modern, open-source languages and cloud environments, such as Databricks Lakehouse. By orchestrating multiple AI agents, including those for code comprehension, data cleaning, code conversion, and validation, Code Harbor™ streamlines the code migration process, resulting in faster delivery, reduced costs, and higher accuracy. Key Features and Functionality: - Multi-Agent Framework: Utilizes AI agents specialized in code assessment, conversion, optimization, governance, data lineage, and automated testing to facilitate comprehensive code migration. - Broad Language and Platform Support: Supports migration from various languages and platforms, including SAS, BTEQ, HQL, PL/SQL, SQL Server, R, and ETL platforms like Informatica, Alteryx, and DataStage. - Automation and Efficiency: Automates key aspects of the migration process, significantly reducing manual effort by up to 80% and accelerating migration timelines by up to 50%. - Enhanced Compliance and Governance: Ensures enterprise-grade discoverability, traceability, and compliance through comprehensive metadata documentation and integration with existing governance frameworks. Primary Value and Problem Solved: Code Harbor™ addresses the challenges enterprises face when migrating from legacy systems, such as the time, cost, and complexity involved in transforming extensive codebases. By providing an intelligent automation solution with embedded AI agents, clients can accelerate their migration timelines while reducing manual efforts, leading to faster delivery, reduced costs, and improved accuracy. This solution is particularly beneficial for industries like insurance, banking, and healthcare, where legacy systems are prevalent and modernization is essential for maintaining competitiveness.

#### Who Is the Company Behind EXL Code Harbor?

- **Seller:** [EXL](https://www.g2.com/sellers/exl)
- **Year Founded:** 1999
- **HQ Location:** New York, New York, United States
- **Twitter:** @exl\_service  
3,835 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=bd87a9b28c2f87fb0588cf5341c1e46a35a4a9f59147f3f6a19882568bf35dd9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fexl-service&secure%5Burl_type%5D=linkedin_company_website)  
38,220 employees on LinkedIn®
- **Ownership:** NASDAQ: EXLS

### [Explainable AI: Algorithm Bias Detection](https://www.g2.com/products/explainable-ai-algorithm-bias-detection/reviews)

Algorithmic bias is a major concern in models predicting outcomes for people such as loan approval, hiring, committing crime in the future etc. Algorithmic Bias needs to be detected and corrected to ensure that historically disadvantaged groups are not being discriminated against. The solution utilizes bias metrics at different levels of strictness to identify demographic and statistical disparities in groups results.

#### Who Is the Company Behind Explainable AI: Algorithm Bias Detection?

- **Seller:** [Mphasis](https://www.g2.com/sellers/mphasis-5a2b4772-cd1c-4cbd-bf88-54fc79a85d25)
- **Year Founded:** 2007
- **HQ Location:** Reston, VA
- **Twitter:** @Stelligent  
1,106 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ace0aa7310e9fd4ef0facca25c9ef8b08d319acab135d8d95d5c03e74d84f199&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F220927&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®

### [Explainable AI - NLP Models](https://www.g2.com/products/explainable-ai-nlp-models/reviews)

Amazon SageMaker Clarify is a comprehensive tool designed to enhance the transparency and fairness of machine learning models, particularly in natural language processing applications. It enables developers and data scientists to detect potential biases and understand model predictions, thereby fostering trust and compliance in AI systems. Key Features and Functionality: - Bias Detection: Identifies imbalances in datasets and models by analyzing attributes such as age, gender, or ethnicity, providing visual reports with metrics to highlight potential biases. - Model Explainability: Utilizes SHapley Additive exPlanations to offer feature importance scores, elucidating how input features influence model predictions. This is applicable to tabular data, computer vision, and NLP models. - Evaluation of Foundation Models: Assesses generative AI models for accuracy, robustness, and potential toxicity, supporting responsible AI initiatives. - Human-Based Evaluations: Incorporates human judgment for nuanced evaluation criteria, allowing for assessments of model outputs on dimensions like helpfulness and adherence to brand voice. Primary Value and Problem Solved: SageMaker Clarify addresses the critical need for transparency and fairness in AI systems by providing tools to detect biases and explain model decisions. This is essential for building trust among stakeholders, ensuring compliance with regulatory standards, and improving the overall reliability of ML models. By offering insights into model behavior and potential biases, it empowers organizations to develop more ethical and effective AI solutions.

#### Who Is the Company Behind Explainable AI - NLP Models?

- **Seller:** [Mphasis](https://www.g2.com/sellers/mphasis-5a2b4772-cd1c-4cbd-bf88-54fc79a85d25)
- **Year Founded:** 2007
- **HQ Location:** Reston, VA
- **Twitter:** @Stelligent  
1,106 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ace0aa7310e9fd4ef0facca25c9ef8b08d319acab135d8d95d5c03e74d84f199&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F220927&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®

### [Explainable AI : Tree Based Explainer](https://www.g2.com/products/explainable-ai-tree-based-explainer/reviews)

The solution helps users interpret complex black-box machine learning models by bringing out the important features which the model uses for predictions. It also identifies the features and their effect on the predictions, for each of the predictions. The solution supports 40+ tree based classifiers and regressors such as Random Forest, Decision Trees, XgBoost, CatBoost etc.

#### Who Is the Company Behind Explainable AI : Tree Based Explainer?

- **Seller:** [Mphasis](https://www.g2.com/sellers/mphasis-5a2b4772-cd1c-4cbd-bf88-54fc79a85d25)
- **Year Founded:** 2007
- **HQ Location:** Reston, VA
- **Twitter:** @Stelligent  
1,106 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ace0aa7310e9fd4ef0facca25c9ef8b08d319acab135d8d95d5c03e74d84f199&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F220927&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®

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[Browse AWS Marketplace Themes](/categories/aws-marketplace/themes)

 ![Neeraja Prakash](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Neeraja Prakash")
NP

Researched and written by [Neeraja Prakash](https://research.g2.com/insights/author/neeraja-prakash)

Updated June 16, 2025

The AWS Marketplace category includes a diverse range of software solutions designed to enhance and optimize operations within the Amazon Web Services (AWS) ecosystem. These products offer pre-configured Amazon Machine Images (AMIs), container solutions, and specialized services that cater to various business needs, from secure web hosting and data labeling to machine learning model deployment and transportation cost prediction. By leveraging AWS infrastructure, these solutions provide scalability, security, and seamless integration with existing AWS services, enabling businesses to efficiently deploy, manage, and scale their applications and services in the cloud.

To qualify for inclusion in the AWS Marketplace category, a product must:

- Have features and use cases that do not fit into existing marketplace apps categories
- Be designed to integrate with or enhance the functionality of AWS services, providing value through pre-configured environments, specialized tools, or managed services

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