# Best AWS Marketplace Software - Page 92

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

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

### Category Stats (Jul 2026)

- **Average Rating:** 4.39/5 (↓0.01 vs Jun 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: July 31, 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=2026-07-31T18%3A52%3A53Z&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%3D92&secure%5Btoken%5D=16faf7bcea328adcb76a17ce0b364ec9e318e1922a0ba7f198d01595e10c19bc&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)

### [Incedo brAInspark Agent](https://www.g2.com/products/incedo-brainspark-agent/reviews)

Incedo brAInspark Agent is an advanced Generative AI platform designed to enhance enterprise productivity across the Software Development Life Cycle (SDLC), Customer Operations, and Middle/Back Office Operations. By integrating artificial intelligence with human creativity, brAInspark redefines traditional workflows, fostering innovation and efficiency. At its core is a proprietary Generative AI Model Hub, tailored to meet unique enterprise needs and use cases, optimizing code generation and promoting unprecedented levels of ingenuity. The platform seamlessly integrates with essential enterprise systems like JIRA and Salesforce, ensuring synchronized workflows and minimizing disruptions. With a strong emphasis on security and privacy, brAInspark's architecture includes robust measures to safeguard sensitive information and maintain regulatory compliance. Key Features: - AI-Powered Human Collaboration: Combines advanced AI algorithms with human developers to enhance code generation efficiency and creativity. - Proprietary Generative AI Model Hub: Customizable to specific enterprise data landscapes, improving the accuracy and effectiveness of Generative AI initiatives. - Seamless Ecosystem Integration: Integrates effortlessly with platforms like JIRA, Salesforce, and Azure DevOps, streamlining adoption and ensuring synchronized workflows. - Adaptability to Future Innovations: Continuously evolves to incorporate the latest advancements in Generative AI technology, keeping enterprises at the forefront of innovation. - Robust Security and Compliance: Incorporates strong security measures and data privacy protocols to protect sensitive information and ensure compliance. Primary Value and Solutions: Incedo brAInspark Agent addresses the need for enhanced productivity and innovation in enterprise operations. By automating routine tasks and optimizing code generation, it accelerates development processes, reduces time spent on code reviews, and improves overall software quality. The platform's seamless integration with existing enterprise systems ensures minimal disruption, facilitating swift adoption and immediate impact. With its focus on security and adaptability, brAInspark empowers organizations to confidently navigate the evolving technological landscape, driving sustainable growth and competitive advantage.

#### Who Is the Company Behind Incedo brAInspark Agent?

- **Seller:** [Incedo](https://www.g2.com/sellers/incedo-ea6441df-7a1a-46b2-9b85-80924290d3f2)
- **Year Founded:** 2012
- **HQ Location:** Florham Park, New Jersey, United States
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=dea33328973466c18433fbc4c5ae8afc5309ff3fbc3ba6e23d3cf0d5e4fd2209&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fincedo-inc%2F&secure%5Burl_type%5D=linkedin_company_website)  
3,948 employees on LinkedIn®

### [Inception V3 Preview](https://www.g2.com/products/inception-v3-preview/reviews)

This is a Image Classification model from TensorFlow Hub

#### Who Is the Company Behind Inception V3 Preview?

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud  
2,232,483 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=072881eee28a2afe24f8d1bda9f20e3e146b9fb4b214f216411ce2ed6898b31e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famazon-web-services%2F&secure%5Burl_type%5D=linkedin_company_website)  
147,094 employees on LinkedIn®
- **Ownership:** NASDAQ: AMZN

### [Incident Forecast for IT Infrastructure](https://www.g2.com/products/incident-forecast-for-it-infrastructure/reviews)

A Deep Learning based incident forecasting solution for efficient incident management of IT Infrastructure.

#### Who Is the Company Behind Incident Forecast for IT Infrastructure?

- **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®

### [Incisio AI](https://www.g2.com/products/incisio-ai/reviews)

Incisio AI is an AI-powered incident and support management platform designed to automate 99% of operational workflows for modern DevOps and support teams. By integrating seamlessly with tools like Slack, AWS CloudWatch, and Datadog, Incisio streamlines processes such as triage, escalation, resolution, and post-incident reviews, enabling teams to respond faster to incidents and deliver a superior support experience. Key Features and Functionality: - AI Agents: Automate the entire incident lifecycle, including triage, escalation, resolution, and postmortems, all within Slack. - Seamless Integrations: Connects with observability tools, knowledge bases, and Slack workspaces to centralize incident management. - Customizable Standard Operating Procedures (SOPs): Allows teams to tailor workflows to their specific needs, ensuring consistency and efficiency. - AI War Rooms: Facilitates intelligent collaboration during incidents, enabling faster decision-making and resolution. Primary Value and Problem Solved: Incisio AI addresses the challenges of manual workflows and fragmented systems in incident management by centralizing and automating the entire process. This reduces Mean Time to Resolution (MTTR), minimizes Service Level Agreement (SLA) breaches, and alleviates human burnout. By leveraging intelligent agents and seamless integrations, Incisio ensures that incidents are resolved more efficiently, escalations are handled intelligently, and support teams can focus on delivering high-quality service.

#### Who Is the Company Behind Incisio AI?

- **Seller:** [Incisio AI](https://www.g2.com/sellers/incisio-ai)
- **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®

### [Induo - Connectivity for IoT Gateways](https://www.g2.com/products/induo-connectivity-for-iot-gateways/reviews)

The Managed Connectivity service by Telenor Connexion is used by industry leaders to connect mobile IoT equipment globally. Induo - Connectivity for IoT Gateways is providing enterprises easy access to an industry grade IoT connectivity service, tailored for Induos gateway products.

#### Who Is the Company Behind Induo - Connectivity for IoT Gateways?

- **Seller:** [Telenor IoT](https://www.g2.com/sellers/telenor-iot)
- **Year Founded:** 2008
- **HQ Location:** Fornebu, NO
- **Twitter:** @TelenorIoT  
2,385 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0b9f2dd3f49a8db8825e0d693a569f48a2a453861e9ebc74eeddd1aae072c39b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftelenor-group%2F&secure%5Burl_type%5D=linkedin_company_website)  
22,586 employees on LinkedIn®

### [InferIQ: Cash Flow Analyzer (CFA)](https://www.g2.com/products/inferiq-cash-flow-analyzer-cfa/reviews)

InferIQ Cash Flow Analyzer (CFA) is an AI-powered platform designed to transform raw bank statement PDFs into actionable financial insights. By automating the extraction and analysis of financial data, it eliminates manual data entry and accelerates decision-making processes for financial institutions, lenders, and businesses. Users can upload bank statements in various formats and receive comprehensive analyses, including over 50 financial metrics and risk indicators, tailored for both individual and commercial profiles. This enables a more efficient and accurate assessment of financial health and risk. Key Features and Functionality: - Advanced PDF Processing: Utilizes AI-driven Optical Character Recognition (OCR) to accurately extract data from scanned, native, and multi-page PDFs. - Comprehensive Financial Metrics: Calculates over 50 financial metrics, including business liquidity ratios and income stability scores. - Automated Transaction Categorization: Classifies transactions by type, frequency, risk level, and counterparty, facilitating detailed financial analysis. - Real-Time Dashboards: Provides visual reporting tools for immediate analysis and interpretation of financial data. - Risk Assessment and Detection: Identifies anomalies such as overdrafts, payment irregularities, and income volatility, aiding in risk management. Primary Value and Problem Solved: InferIQ CFA addresses the inefficiencies and inaccuracies associated with manual bank statement analysis. By automating data extraction and analysis, it significantly reduces processing time and operational costs, while enhancing accuracy. This empowers credit analysts, underwriters, and finance teams to make informed decisions swiftly, improving overall productivity and financial assessment capabilities.

#### Who Is the Company Behind InferIQ: Cash Flow Analyzer (CFA)?

- **Seller:** [Idexcel](https://www.g2.com/sellers/idexcel)
- **Year Founded:** 1998
- **HQ Location:** Herndon, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=632b9a701e75bd1f1358d831fabc93e4f6b4bfc5552136e2e23ddc8416e79be6&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fidexcel-inc%2F&secure%5Burl_type%5D=linkedin_company_website)  
847 employees on LinkedIn®

### [InfinStor Premium](https://www.g2.com/products/infinstor-premium/reviews)

InfinStor Premium is an advanced machine learning platform designed to accelerate the deployment of deep learning models into production. It enhances the capabilities of the open-source MLflow by integrating robust data and compute management tools, enabling data scientists and engineers to efficiently manage, version, and transform training data. This facilitates faster iterations, leading to the creation of more accurate models and streamlined monitoring post-deployment. Key Features and Functionality: - InfinSnap: Provides fine-grained snapshots of cloud object stores, allowing users to capture consistent, read-only views of data at any point in time. - InfinSlice: Enables the creation of data slices between specified time intervals, supporting activities like incremental training and data drift protection. - Tensor Snapshots: Offers caching of transformed training data, such as TensorFlow `tf.data.Dataset` and PyTorch `Dataset`, to expedite iteration cycles. - JupyterLab Integration: Features a user-friendly sidebar within JupyterLab, providing seamless access to InfinStor's functionalities. - MLflow Integration: Enhances MLflow with enterprise-grade features, including authentication, authorization, scalability, and storage management. Primary Value and User Solutions: InfinStor Premium addresses common challenges in machine learning projects, such as data and model provenance, fairness, and bias issues. By offering tools like InfinSnap and InfinSlice, it ensures data versioning and protection against data drift, which are crucial for maintaining model accuracy over time. The platform's integration with JupyterLab and MLflow streamlines the workflow for data scientists, enabling faster iterations and more efficient model deployment. Ultimately, InfinStor Premium empowers organizations to bring machine learning models to production more swiftly and reliably, enhancing overall productivity and model performance.

#### Who Is the Company Behind InfinStor Premium?

- **Seller:** [InfinStor](https://www.g2.com/sellers/infinstor-175ed66a-1167-4068-9132-f4a53df25e9e)
- **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®

### [InfinStor Starter, with Mlflow](https://www.g2.com/products/infinstor-starter-with-mlflow/reviews)

InfinStor Starter with MLflow is a cloud-native, serverless implementation of the MLflow platform, designed to streamline the management of machine learning lifecycles. Hosted on AWS, it offers a scalable and cost-effective solution for tracking experiments, packaging code into reproducible runs, and managing models. By leveraging AWS services like Lambda and DynamoDB, InfinStor Starter eliminates the need for always-on servers, ensuring efficient resource utilization. Key Features and Functionality: - MLflow Components Integration: Provides ready-to-use MLflow Tracking, Projects, Models, and Model Registry without any setup. - Serverless Architecture: Utilizes AWS Lambda for processing and DynamoDB for storage, offering a scalable solution that adjusts to varying workloads without manual intervention. - Secure Authentication: Employs AWS Cognito for user authentication, supporting integration with existing OAuth2 services or corporate Active Directory for flexible user management. - Cloud Execution of MLflow Projects: Enables running MLflow projects on-demand in a single EC2 instance, with automatic shutdown after periods of inactivity to optimize costs. - Model Registry Support: Includes a full implementation of the MLflow Model Registry, facilitating model versioning and artifact management using cloud object storage. Primary Value and User Solutions: InfinStor Starter addresses the challenges of setting up and managing MLflow infrastructure by offering a fully managed, serverless solution. It allows data scientists and ML engineers to focus on developing and deploying models without the overhead of infrastructure management. The service's scalability ensures it can handle workloads ranging from individual users to large teams, making it suitable for enterprises of all sizes. By integrating seamlessly with AWS services, it provides a secure and efficient environment for ML operations, reducing both operational complexity and costs.

#### Who Is the Company Behind InfinStor Starter, with Mlflow?

- **Seller:** [InfinStor](https://www.g2.com/sellers/infinstor-175ed66a-1167-4068-9132-f4a53df25e9e)
- **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®

### [Infocert Trusted Onboarding Platform,](https://www.g2.com/products/infocert-trusted-onboarding-platform/reviews)

InfoCert's Trusted Onboarding Platform (TOP) is a patented solution designed to streamline and secure the digital onboarding process for businesses across various sectors. By integrating advanced identification technologies and electronic signature capabilities, TOP enables organizations to verify customer identities and facilitate contract signings remotely, ensuring compliance with regulatory standards and enhancing user experience. Key Features and Functionality: - Self Identification (SelfID): Allows customers to complete the onboarding process autonomously using machine learning and biometric technologies, ensuring a seamless and secure experience. - Video Identification (VideoID): Provides remote video identification with a certified operator, offering the same legal validity as face-to-face identification. - Artificial Intelligence Support: Utilizes AI to automate checks, enhancing security and efficiency throughout the onboarding process. - Identity Proofing: Employs OCR readers, NFC acquisition, liveness detection, and face matching to verify identities accurately. - Integration Capabilities: Easily integrates with existing systems, allowing for the incorporation of e-signature processes and other functionalities without disrupting current workflows. Primary Value and Solutions Provided: TOP addresses the challenges of traditional onboarding processes by offering a fully digital, efficient, and secure solution. It significantly reduces the time required for customer identification and contract signing, often completing the process in less than eight minutes. This acceleration leads to higher conversion rates, with studies indicating a 30% increase in prospect-to-customer conversions. Additionally, TOP enhances security measures, resulting in an over 80% reduction in fraud incidents. By eliminating the need for physical paperwork and in-person meetings, the platform also contributes to sustainability efforts, reducing the carbon footprint associated with traditional onboarding methods. In summary, InfoCert's Trusted Onboarding Platform offers businesses a comprehensive, secure, and efficient solution for digital customer onboarding, improving operational efficiency, enhancing security, and supporting environmental sustainability.

#### Who Is the Company Behind Infocert Trusted Onboarding Platform,?

- **Seller:** [InfoCert](https://www.g2.com/sellers/infocert)
- **Year Founded:** 2007
- **HQ Location:** Roma, IT
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=57c47028367eb83bda260d45ae4bd5f352f733424059fe0c6759677acc26b682&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Finfocert&secure%5Burl_type%5D=linkedin_company_website)  
436 employees on LinkedIn®

### [InfoDocs¨ Enterprise Content Management Suite](https://www.g2.com/products/infodocs-enterprise-content-management-suite/reviews)

InfoDocs® is a powerful, mobile-enabled, cloud-based Enterprise Content Management (ECM) solution—built for modern businesses seeking to digitize, secure, and streamline their document lifecycle. With hybrid deployment options (on-premise or SaaS/Any Cloud), InfoDocs® combines intelligent automation, robust governance, and centralized storage to transform how organizations handle documents. At its core, InfoDocs® empowers companies to capture, store, archive, retrieve, and share documents—whether electronic or scanned physical records—anytime, anywhere. It supports full-text search tools that work even on images, making retrieval fast and efficient. Enhanced by dynamic indexing and metadata tagging, users can locate specific content or pages with minimal effort. Security, compliance, and auditability are built-in. Access control mechanisms ensure only authorized team members interact with sensitive information. Full audit trails deliver traceability for regulatory compliance. The platform’s preservation and records-management features help organizations meet legal requirements and retain critical data for the long term. InfoDocs® also boosts productivity via intelligent workflows and automation. From document capture to approval, modification, or delivery, InfoDocs® reduces administrative delays, improves collaboration, and frees up staff to focus on higher-value tasks. Its architecture supports integration with existing business applications—giving visibility and control over enterprise content across departments. Key solution capabilities include: Centralized or distributed document repository with flexible folder architecture. Full-text search on images and document contents. Scanning / imaging tools for digital capture of paper documents. Workflow automation and indexing for fast retrieval. Overall, InfoDocs® offers businesses a digital workplace platform that drives digital transformation, improves customer experience, and ensures regulatory compliance, all while lowering operational costs.

#### Who Is the Company Behind InfoDocs¨ Enterprise Content Management Suite?

- **Seller:** [Writer Information Management Services](https://www.g2.com/sellers/writer-information-management-services)
- **Year Founded:** 1987
- **HQ Location:** Mumbai Maharashtra, India
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0695ecc06cb5dd9b540ff4388a8ac99f7fa9e352cfc0d5e6d13cf916e6694280&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fwriterinformation&secure%5Burl_type%5D=linkedin_company_website)  
2,049 employees on LinkedIn®

### [Info Inlet](https://www.g2.com/products/info-inlet/reviews)

Info Inlet is an AI-powered software development tool designed to streamline the coding process for developers. By integrating advanced artificial intelligence capabilities, it assists in code generation, debugging, and optimization, thereby enhancing productivity and reducing development time. Key Features and Functionality: - AI-Driven Code Generation: Automatically generates code snippets based on user input, facilitating rapid development. - Intelligent Debugging: Identifies and suggests fixes for code errors, improving code quality. - Code Optimization: Analyzes existing code to recommend performance enhancements. - Seamless Integration: Compatible with various development environments and programming languages. - Collaborative Tools: Supports team collaboration through shared code repositories and real-time editing. Primary Value and User Solutions: Info Inlet addresses common challenges in software development by automating routine tasks, reducing the likelihood of errors, and accelerating the development cycle. This allows developers to focus on complex problem-solving and innovation, ultimately leading to more efficient project completion and higher-quality software products.

#### Who Is the Company Behind Info Inlet?

- **Seller:** [Info Inlet](https://www.g2.com/sellers/info-inlet)
- **Year Founded:** 2006
- **HQ Location:** Pune, IN
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7b29b8a1c80e51df25fffa61a3d02bb224842dbfbbd9d411475b6d162d2a24f5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Finfo-inlet%2F&secure%5Burl_type%5D=linkedin_company_website)  
91 employees on LinkedIn®

### [Infoworks Autonomous Data Engine](https://www.g2.com/products/infoworks-infoworks-autonomous-data-engine/reviews)

The Infoworks Autonomous Data Engine automates data engineering for end-to-end big data workflow processes from ingestion all the way to consumption, helping customers implement to production in days using 5x fewer people.

#### Who Is the Company Behind Infoworks Autonomous Data Engine?

- **Seller:** [Infoworks](https://www.g2.com/sellers/infoworks)
- **Year Founded:** 2008
- **HQ Location:** Palo Alto, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=599dcba45cadf5f23c9dfa5d7bba77922046e2c9e09e0833987f83824ff4107d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F6824177&secure%5Burl_type%5D=linkedin_company_website)  
38 employees on LinkedIn®

### [InfraGraf Network Traffic Forecasting](https://www.g2.com/products/infragraf-network-traffic-forecasting/reviews)

InfraGraf Network Traffic Forecasting helps businesses get a future forecast of the network traffic based on historic data. Benefits offered by this solution includes accurate forecast of network traffic which enables better planning for network infrastructure, application scalability and auto scaling. It uses ensemble ML algorithms with automatic model selection algorithms. This solution provides consistent and better results due to its ensemble learning approach. This solution performs automated model selection to apply the right model based on the input data.

#### Who Is the Company Behind InfraGraf Network Traffic Forecasting?

- **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®

### [Infrastructure Ticket Classification](https://www.g2.com/products/infrastructure-ticket-classification/reviews)

Infrastructure Ticket Classification is a solution designed to automate the categorization and routing of IT service requests using machine learning. By leveraging natural language processing (NLP, it analyzes the content of support tickets to accurately assign them to the appropriate categories and teams, thereby streamlining the resolution process. Key Features and Functionality: - Automated Ticket Categorization: Utilizes NLP to interpret ticket content and assign accurate categories. - Intelligent Routing: Ensures tickets are directed to the appropriate support teams based on classification. - Integration with Existing Systems: Seamlessly integrates with current ticketing platforms to enhance functionality. - Data-Driven Insights: Collects and analyzes classification data to identify trends and opportunities for process improvement. Primary Value and Problem Solved: By automating the classification and routing of support tickets, Infrastructure Ticket Classification reduces manual errors and accelerates response times. This leads to increased operational efficiency, cost savings, and improved customer satisfaction by ensuring that issues are promptly addressed by the appropriate teams.

#### Who Is the Company Behind Infrastructure Ticket Classification?

- **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®

### [Ingate SIParator for AWS](https://www.g2.com/products/ingate-siparator-for-aws/reviews)

Ingate's SIParator® for AWS is a software-based Enterprise Session Border Controller tailored for deployment on Amazon Web Services . It enables secure and seamless SIP-based communications, including VoIP, SIP trunking, and Unified Communications , by integrating with existing network infrastructures. This solution is designed to meet the needs of enterprises of all sizes, from small branch offices to large organizations, by offering customizable options for sessions, remote users, and registrar users. Key Features and Functionality: - SIP Proxy and Registrar: Facilitates the management and routing of SIP traffic within the network. - NAT and PAT Support: Ensures proper traversal of SIP communications through network address translation and port address translation. - TLS and SRTP Encryption: Provides secure SIP signaling and media transmission by encrypting communications. - WebRTC Gateway: Enables interoperability between WebRTC applications and SIP-based systems. - Intrusion Detection and Prevention: Offers security measures to detect and prevent unauthorized access and attacks. - REST API Management: Allows for streamlined configuration and management through a RESTful API. Primary Value and User Solutions: The SIParator® for AWS addresses critical challenges in deploying SIP-based communications by ensuring secure and reliable connectivity across various network environments. It simplifies the integration of SIP trunking services with existing PBX and UC systems, facilitating the connection of remote users and branch offices. By encrypting SIP signaling and media, it mitigates common security concerns associated with enterprise VoIP deployments. Additionally, its compatibility with AWS provides scalability and flexibility, allowing businesses to adapt their communication infrastructure to evolving needs without significant hardware investments.

#### Who Is the Company Behind Ingate SIParator for AWS?

- **Seller:** [Ingate Systems](https://www.g2.com/sellers/ingate-systems)
- **Year Founded:** 2001
- **HQ Location:** Sundbyberg, SE
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9196268129461c425f1addadf281582bc98e5353c6da4bddb8be1dcb143f0adc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F63990&secure%5Burl_type%5D=linkedin_company_website)  
19 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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