# Amazon Augmented AI Reviews **Vendor:** Amazon Web Services (AWS) **Category:** [Active Learning Tools](https://www.g2.com/categories/active-learning-tools) **Average Rating:** 4.5/5.0 **Total Reviews:** 63 ## About Amazon Augmented AI Amazon Augmented AI (Amazon A2I) is a fully managed service that simplifies the integration of human reviews into machine learning (ML) workflows, ensuring high accuracy in ML predictions. By providing pre-built workflows and customizable options, Amazon A2I enables developers to incorporate human judgment into their ML applications without the need to build and manage complex human review systems. Key Features and Functionality: - Pre-Built Workflows: Amazon A2I offers ready-to-use workflows for common ML use cases, such as content moderation with Amazon Rekognition and text extraction with Amazon Textract. - Customizable Workflows: Developers can create custom workflows tailored to their specific needs, integrating human reviews into any ML application, including those built with Amazon SageMaker. - Flexible Workforce Options: Users can choose from a variety of human reviewers, including their own private workforce, a workforce of over 500,000 independent contractors via Amazon Mechanical Turk, or pre-screened vendors experienced in human review tasks. - Confidence Thresholds and Sampling: Amazon A2I allows setting confidence thresholds to route low-confidence predictions for human review or implementing random sampling to audit predictions, ensuring a balance between accuracy and cost-effectiveness. Primary Value and Problem Solved: Amazon A2I addresses the challenge of ensuring high accuracy in ML predictions by seamlessly incorporating human judgment into automated workflows. This integration is particularly valuable in scenarios where ML models may struggle with low-confidence predictions or require human oversight for sensitive data. By reducing the complexity and cost associated with building human review systems, Amazon A2I enables organizations to deploy ML solutions more confidently and efficiently, ensuring that critical decisions are informed by both machine intelligence and human expertise. ## Amazon Augmented AI Reviews ### 1. Amazon Augmented AI (A2I) Makes Human-in-the-Loop ML Validation Easy and Accurate **Rating:** 5.0/5.0 stars **Reviewed by:** Sriram K. | Technical Lead, Mid-Market (51-1000 emp.) **Reviewed Date:** May 21, 2026 **What do you like best about Amazon Augmented AI?** Amazon Augmented AI (A2I) excels at easily implementing human review workflows into machine learning models to ensure high accuracy. It automates data routing between AI predictions and human reviewers based on custom confidence thresholds. This seamlessly blends artificial intelligence efficiency with human judgment, which drastically reduces the engineering effort required to build custom validation pipelines. **What do you dislike about Amazon Augmented AI?** While Amazon Augmented AI (A2I) is highly effective, it has a few notable drawbacks: High costs: Pay-per-task pricing models scale up quickly with heavy manual review volumes. Limited native integrations: It connects seamlessly with specific AWS services but requires complex custom code for external AI models. Complex UI customization: Building custom worker templates requires a steep learning curve with Liquid HTML markup. Latency bottlenecks: Relying on human reviews slows down real-time application workflows significantly. **What problems is Amazon Augmented AI solving and how is that benefiting you?** The "Black Box" Uncertainty: Fixes the issue of AI making confident but incorrect guesses by adding human oversight. Complex Engineering Pipelines: Eliminates the need for developers to code custom human-in-the-loop workflows from scratch. Data Labeling Bottlenecks: Speeds up the process of auditing and labeling ambiguous data for continuous learning. ### 2. Speedy ML Training and Data Generation and AI Content **Rating:** 4.5/5.0 stars **Reviewed by:** Jed D. | Writer, Small-Business (50 or fewer emp.) **Reviewed Date:** April 28, 2026 **What do you like best about Amazon Augmented AI?** We use it for machine learning and data generation **What do you dislike about Amazon Augmented AI?** Sometimes during heavy usage, the processing time can be throttled but most of the time its speedy. **What problems is Amazon Augmented AI solving and how is that benefiting you?** It is helping our workflow and pipelines run efficiently, allowing our company to train multiple ML models and generate synthetic data quickly ### 3. Smart AI training solution by Amazon web services **Rating:** 4.0/5.0 stars **Reviewed by:** VIJAY K. | na, Small-Business (50 or fewer emp.) **Reviewed Date:** May 06, 2025 **What do you like best about Amazon Augmented AI?** I really appreciate how it improves machine learning models by using real user reviews and feedback. It makes the system smarter over time and much more responsive to actual user needs. **What do you dislike about Amazon Augmented AI?** It's a powerful tool with a lot of potential, but since it still depends on human input for certain tasks, achieving complete automation remains a challenge. **What problems is Amazon Augmented AI solving and how is that benefiting you?** Augmented AI improves machine learning model performance by integrating human input into AI workflows, it enhances machine learning model performance and helps refine predictions more effectively ### 4. "My Review on AAA - Mix of AI Speed and Human Proficiency" **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer & Network Security | Enterprise (> 1000 emp.) **Reviewed Date:** August 24, 2025 **What do you like best about Amazon Augmented AI?** Amazon AI can be easily integrated with many tools with predefined connectors, this is one of the best feature which makes it stand to stand out. **What do you dislike about Amazon Augmented AI?** There will be latency for high volume enterprises. **What problems is Amazon Augmented AI solving and how is that benefiting you?** There is no point of thinking about infrastructure, every is managed by Amazon, which helps in reducing operational overhead. ### 5. Robust integration solution **Rating:** 4.5/5.0 stars **Reviewed by:** Prachi S. | Teaching Assistant, Enterprise (> 1000 emp.) **Reviewed Date:** July 30, 2024 **What do you like best about Amazon Augmented AI?** A major benefit of A2I is its cost-effectiveness. It automates repetitive tasks, reducing the need for a large human workforce and lowering operational costs. Plus, its on-demand workforce model means businesses only pay for the services they actually use. **What do you dislike about Amazon Augmented AI?** A2I is cost-effective because it automates repetitive tasks, cutting down the need for many human workers and saving money. Also, businesses only pay for the services they use, thanks to its on-demand workforce model. **What problems is Amazon Augmented AI solving and how is that benefiting you?** It Combines human and machine efforts so I always get more accurate and reliable results, which is essential for tasks like content moderation and checking data. By using this tool, my organization save money because they don't need to hire a large, permanent staff, and they only pay for the services what we use. ### 6. Build workflows seamlessly with Amazon Augmented AI **Rating:** 5.0/5.0 stars **Reviewed by:** Vipin G. | Security Consultant, Small-Business (50 or fewer emp.) **Reviewed Date:** August 06, 2024 **What do you like best about Amazon Augmented AI?** A2I seamlessly integrates into the current machine learning processes. It has smooth movements. It can also connect it to amazon rekognition for content moderation or amazon textract for document processing.Also all it takes to be ready is a few clicks in the dashboard or with APIs. **What do you dislike about Amazon Augmented AI?** There are few dislikes of Amazon augmented AI such as the expense can be high, particularly for the org that requires human participation to handle massive volumes of data. Human review sometimes become a bottleneck as data volume rises , slowing down workflow. Also involving human reviewers raises additional concerns regarding data security & privacy , particularly with the sensitive material. **What problems is Amazon Augmented AI solving and how is that benefiting you?** Amazon Augmented AI Solving our few major problems.By adding human assessment, which guarantees greater accuracy and dependability, it solves the problem of low-confidence predictions in machine learning models. This is especially helpful for jobs like picture identification and document processing that call the subtle judgement. One other major benefit of A2I is its capacity to scale human review for big data quantities, which enables us to maintain high quality outputs with overtaxing human reviewers. ### 7. My Experience with Amazon Augmented AI: Efficient and Flexible AI Task Review **Rating:** 5.0/5.0 stars **Reviewed by:** Lertsirikarn D. | Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** August 15, 2024 **What do you like best about Amazon Augmented AI?** What I like best about Amazon Augmented AI is that it lets humans review AI tasks, making the results more accurate. It’s also flexible and works with any machine learning model, not just AWS ones. Plus, it has ready-to-use workflows for common tasks, which saves a lot of time. **What do you dislike about Amazon Augmented AI?** What I find challenging about Amazon Augmented AI is that setting up the human review workflows can be a bit complex and time-consuming, especially if you’re new to it. Also, while it’s flexible, integrating it with non-AWS services might require extra effort and technical know-how. **What problems is Amazon Augmented AI solving and how is that benefiting you?** Amazon Augmented AI helps me in a few key ways. It improves accuracy by allowing human review of AI tasks, offers flexibility by working with any machine learning model, and saves time with pre-built workflows for common tasks. These features help me get better AI outputs faster and with less effort. ### 8. Amazon Augmented AI --implementing human review of ML predictions **Rating:** 5.0/5.0 stars **Reviewed by:** Valerie W. | Product Manager, Small-Business (50 or fewer emp.) **Reviewed Date:** August 04, 2024 **What do you like best about Amazon Augmented AI?** I can implement human review of machine learning predictions to ensure accuracy, especially for sensitive data or cases requiring high precision. **What do you dislike about Amazon Augmented AI?** setting up custom workflows and integrating them into existing applications can still be complex and time-consuming with healp from experienced colleagues. **What problems is Amazon Augmented AI solving and how is that benefiting you?** A2I allows data scientists like me to integrate human review into machine learning workflows, especially for low-confidence predictions. This helps improve overall model accuracy by combining machine learning efficiency with human judgment. For complex tasks or edge cases where machine learning models struggle, A2I allows me to seamlessly incorporate human expertise, ensuring more reliable results. Streamlining human review processes: A2I automates the creation and management of human review workflows, saving data scientists time and effort in building these systems from scratch. Scalability: The service makes it easy to scale human review operations, allowing data scientists to handle large volumes of data without sacrificing accuracy. Customization: Data scientists can create custom workflows tailored to specific use cases, providing flexibility in implementing human review processes ### 9. How easy it would be? **Rating:** 4.5/5.0 stars **Reviewed by:** Marjorie C. | Risk Investigator, Financial Services, Small-Business (50 or fewer emp.) **Reviewed Date:** July 31, 2024 **What do you like best about Amazon Augmented AI?** What I like best in using Amazon Augmented AI is that it makes my life easier when it comes to my daily task. It helps me customize my task base on prioritization. It also helps gives us more idea or alternative options on how we can build or make the application more efficient with our work. There´s also options for chatbot and separate FAQ´s and Langauge options since we are not yet familiar with the application. It helps use whenever we need help or assistance with the actual application. **What do you dislike about Amazon Augmented AI?** What I dislike about Amazon Augmented AI is not really much of the dislike. Just hoping there would be more section for any possible scenarios that we may encounter while using the app. **What problems is Amazon Augmented AI solving and how is that benefiting you?** It helps us boost out skills and gives us more options on what skills we can explore. There is also some training and certification that we can take advantage of. We can also us Amazon Augemented AI for personalizing the way we interact on thing that we do by being more creative and productive. ### 10. Adding human reviews to AI Models - A2I **Rating:** 4.5/5.0 stars **Reviewed by:** Rahul G. | Backend Developer, Computer Software, Small-Business (50 or fewer emp.) **Reviewed Date:** July 30, 2024 **What do you like best about Amazon Augmented AI?** Amazon Augmented AI is one of the first service that has entangled the problem of human reviews in machine learning models. At times, where the data is critical , and any wrong results , may result to drastic changes, human interference becomes very important. A2I provides the platform to manage the human review of ML model predictions. It's easiness to use and implement is a great plus factor. AWS also provides dedicated customer support. For a data based company , A2I can be used on a daily basis. **What do you dislike about Amazon Augmented AI?** Although Amazon Augmented AI provides human review system, but it not the only service that will be used in most cases. Services like Textract may also be needed. This may increase the cost of implementation. The integration part is a bit tough. It includes several steps , which all of them are critical. **What problems is Amazon Augmented AI solving and how is that benefiting you?** For me, I have my machine learning model , that detects if the video uploaded is fit to be displayed on websites. This includes several checks like obscenity. Sometimes , some videos require human involvement as, they may not be harmful, yet be rejected by model. ### 11. Bridging the gap between Machine learning and Human Expertise **Rating:** 5.0/5.0 stars **Reviewed by:** Balaji R. | Senior Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** August 04, 2024 **What do you like best about Amazon Augmented AI?** It enhance mechine learning by incorporate human reviewers, which helps ensure quality results, especially in critical tasks where precision is essential. And one of the main feature i like is we can integrate with anyother AWS servics which makes it easier to incorporate into existing systems. It scales well with increasing data volumes and complex task. Finally they provide excellent customer services. **What do you dislike about Amazon Augmented AI?** The pricing module can become expensive especially for large scale operations and configuration and managing can be complex other than that, everthing is excellent. **What problems is Amazon Augmented AI solving and how is that benefiting you?** Its allow us to create custom workflows that align with their unique requirement, provide flexibility and precision. As data and processing needs grow, maintaining accuracy and efficiency can become difficult and this can be address in A2I and scales effectively with increased data volumes and complexity and ensuring consistent performance even as demands grows. ### 12. Build processes smoothly using Amazon Augmented AI. **Rating:** 5.0/5.0 stars **Reviewed by:** Anwar s. | software developer, Mid-Market (51-1000 emp.) **Reviewed Date:** August 12, 2024 **What do you like best about Amazon Augmented AI?** I like best about utilizing Amazon Augmented AI is how it simplifies my daily tasks. It allows me to tailor my task based on priority. It also provides us with more ideas or alternatives on how we might design or improve the application to make our work more efficient. Since we are unfamiliar with the application, there are also chatbot alternatives, as well as distinct FAQs and language options. Customer support is also very good. **What do you dislike about Amazon Augmented AI?** The price module might be expensive, particularly for large-scale operations, and configuration and management can be hard. Nonetheless, everything else is fantastic. **What problems is Amazon Augmented AI solving and how is that benefiting you?** The tool addresses the enormous task of manually assessing ML projected models for content correctness. With minimum complexity, we can specify and automate what were formerly human-based operations, all while remaining connected inside the AWS environment. ### 13. My opinion on Amazon Augmented AI **Rating:** 5.0/5.0 stars **Reviewed by:** Lavish K. | Web developer, Mid-Market (51-1000 emp.) **Reviewed Date:** August 13, 2024 **What do you like best about Amazon Augmented AI?** The finest thing about Amazon Augmented AI is the seamless combination of machine learning with human evaluation, which improves accuracy and efficiency dramatically. The user-friendly interface and ability to tailor workflows to unique requirements are further notable advantage and very easy to use. They provide best customer service also. **What do you dislike about Amazon Augmented AI?** One area that may be improved is the practice of sending simple instances for our consideration. By optimizing this procedure, we may minimize the number of instances that need to be validated, allowing us to focus more caefully on the more complicated ones as the workload grows. **What problems is Amazon Augmented AI solving and how is that benefiting you?** The S3 buckets data sources are heavily skewed, resulting in incorrect outputs from SagaMaker's machine learning algorithms. As a result, users can assess forecasts with low confidence, which are susequently utilized to retrain the model. ### 14. Human Review of ML Results -- WORKS! **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Consulting | Enterprise (> 1000 emp.) **Reviewed Date:** August 01, 2024 **What do you like best about Amazon Augmented AI?** Can't say enough amazing things here. AWS Augmented AI has been a game changer. Eaily review AI generated data based on pre-defined human tasks. It works amazing, and natively integrates with SageMaker. So easy to implement review tasks as the interface is simple! The cost is incredible how little you pay for this service as well... **What do you dislike about Amazon Augmented AI?** Not much of anything negative to say about it. I would love for it to natively integrate with Textract however, as often times we need to leverage both services together. Would be great if it ws natively integrated. **What problems is Amazon Augmented AI solving and how is that benefiting you?** Tool solves the huge problem of manually reviewing ML predicted models for content accuracy. With very little complexity, this allows us to define what was human-based-tasks and automate them, all while staying integrated within ther AWS ecosystem. ### 15. Great for Combining AI with Human Review **Rating:** 4.0/5.0 stars **Reviewed by:** Ayush J. | Software engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** July 31, 2024 **What do you like best about Amazon Augmented AI?** The best part about Amazon Augmented AI is its seamless integration of machine learning with human review, which significantly enhances accuracy and efficiency. The user-friendly interface and flexibility to customize workflows to specific needs are also standout features. **What do you dislike about Amazon Augmented AI?** One downside is that the initial setup can be complex and may require a learning curve. Additionally, the cost can add up if you need extensive human reviews. **What problems is Amazon Augmented AI solving and how is that benefiting you?** Improving Accuracy: It helps us ensure that our AI predictions are accurate by allowing humans to review and correct the results when needed. Saving Time: By automating repetitive tasks and only involving humans for complex decisions, it speeds up our workflow and reduces manual effort. Flexible Workflows: We can easily customize the system to fit our specific needs, making our processes more efficient and effective. ### 16. Needs further refinement **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Small-Business (50 or fewer emp.) **Reviewed Date:** September 01, 2024 **What do you like best about Amazon Augmented AI?** Amazon Augmented AI has been a valuable addition to our health care app, particularly for integrating human review into our automated processes. We initially used it to simulate human judgment in our model's outputs, which helped us refine our approach and build confidence in the system. The setup was straightforward, and the flexibility to create custom workflows suited our needs well. **What do you dislike about Amazon Augmented AI?** In practice, the actual human reviews we received sometimes differed from our simulations. This discrepancy highlighted the variability in human judgment and made it clear that while the service is robust, it's not a perfect substitute for all scenarios. Despite this, Amazon A2I has been instrumental in improving the accuracy of our model and ensuring that critical decisions are double-checked. It’s a useful tool, but be prepared to manage some variability in the outcomes. **What problems is Amazon Augmented AI solving and how is that benefiting you?** It is used to simulate human reviews and as we were building a health care app we wanted to test it so that is how it was benefitting us. ### 17. Great automation tool **Rating:** 4.5/5.0 stars **Reviewed by:** Daniel Q. | Chargeback Analyst 2, Mid-Market (51-1000 emp.) **Reviewed Date:** August 15, 2024 **What do you like best about Amazon Augmented AI?** It has been able to recognize and create segmentations depending on the keys I provided. It has been an easy integration along with the current tools and workflow we currently have. **What do you dislike about Amazon Augmented AI?** Personalizing the tool and making sure it works on the way you want it to do may take time but it worths. **What problems is Amazon Augmented AI solving and how is that benefiting you?** We needed to identify a key-value information in specific documentation. We were able to automate this and stopped all the manual work that we were doing to throught Augmented AI. ### 18. Amazon Augmented AI **Rating:** 4.5/5.0 stars **Reviewed by:** AMIT P. | Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** August 01, 2024 **What do you like best about Amazon Augmented AI?** Best thing that I like is, for low confidence outputs it sends it for our review instead of directly giving to end users, so we can be assured end users don't get weird outputs due to some wrong predictions **What do you dislike about Amazon Augmented AI?** One scope of improvement that I see is - some of the straight forward cases are also sent for our review, that can be improved because when the size of cases to be reviewed increases, then validating each one carefully becomes bit tough **What problems is Amazon Augmented AI solving and how is that benefiting you?** With AI models main concern that I feel is, they can give weird results whereas end users not being aware of the internals and they trust the outputs. With Augmented AI the change of such discrepancies is reduced ### 19. Amazon Aug AI is super easy to use, consistent and provide highest and efficient results. **Rating:** 5.0/5.0 stars **Reviewed by:** Methucelah M. | Executive High Value Customer Support, Mid-Market (51-1000 emp.) **Reviewed Date:** July 30, 2024 **What do you like best about Amazon Augmented AI?** I love how simple and easy but provides high accuracy and efficient results which truly helps. Able to identify and allow specific workflow, easy integration as well the value is there and it worth everything. Easy to implement **What do you dislike about Amazon Augmented AI?** So far, I havent experienced any downside however it is apparent to be more valuable in the future. **What problems is Amazon Augmented AI solving and how is that benefiting you?** Able to identify tasks and yield great results. Easy to integrate the information and provide efficient data analysis. High resolution for every product and project. ### 20. It provides best way to implement human review of machine learning results **Rating:** 5.0/5.0 stars **Reviewed by:** Govind S. | software engineer, Information Technology and Services, Mid-Market (51-1000 emp.) **Reviewed Date:** July 31, 2024 **What do you like best about Amazon Augmented AI?** With the help of A2I we can eaisly improvise ML models by reviewing AI generated data. we can define types of tasks which needs human input such as verifying the accuracy of labels or reviewing sensitive content. best part is its very easy to integrate with amazon SageMaker **What do you dislike about Amazon Augmented AI?** I don't see any dislikes about this product as it is very powerful and secure tool **What problems is Amazon Augmented AI solving and how is that benefiting you?** to improvise machine learning models it always needed manully reviews entire output and for larger content its very difficult but with the help of A2I we can label content type and accordingly it parse in custom workflow and task assignment which is very helpful and helped me alot in improvising ML models accuracy. ### 21. Solid solution for ML applications **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.) **Reviewed Date:** August 11, 2024 **What do you like best about Amazon Augmented AI?** Working on fintech projects, after multiple iterations and refinements, A2I let us improve the model accuracy avoiding false positives/negatives in fraud detection, and reducing the chance of errors with high risk operations, such as loans or investments. The process implementation was simple enough for our development teams. **What do you dislike about Amazon Augmented AI?** Meeting compliance standards was a challenge, especially in handling sensitive financial data. AWS security protocols are strong but it took extra time for our organization to understand and implement them following GDPR and CCPA. You might consider extra training costs in your projects for compliance and QA processes. **What problems is Amazon Augmented AI solving and how is that benefiting you?** The product helped our fintech organization to enhance the reliability and accuracy of the ML models. However, any project leader should consider the potential extra costs, QA challenges, and regulatory implications in their timelines and budgets. I'd recommend a pilot project first, to validate use cases, QA processes, performance and costs. ### 22. A Smart AI Training Solution by AWS **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Writing and Editing | Small-Business (50 or fewer emp.) **Reviewed Date:** July 30, 2024 **What do you like best about Amazon Augmented AI?** I appreciate how it refines ML models by leveraging user reviews and feedback, making the learning process more adaptive and effective **What do you dislike about Amazon Augmented AI?** It’s a great tool, but its reliance on human intervention for certain tasks makes full automation difficult. **What problems is Amazon Augmented AI solving and how is that benefiting you?** By integrating human input into AI workflows, it enhances machine learning model performance and helps refine predictions more effectively ### 23. Empower your Machine Learning Algorithms **Rating:** 5.0/5.0 stars **Reviewed by:** Krishna K. | Senior Consultant, Mid-Market (51-1000 emp.) **Reviewed Date:** July 30, 2024 **What do you like best about Amazon Augmented AI?** Ability to integrate with machine learning algorithms built using Sagemaker or any third-party tool. And, having it included in our workflows where the manual validation of human tasks is reduced. **What do you dislike about Amazon Augmented AI?** Functionality seems to be good. However, the cost structure of the small-mid-size projects might make it to keep this service aside. Also, this functionality is available though other services in some shape or form. **What problems is Amazon Augmented AI solving and how is that benefiting you?** The data sources we access from the S3 buckets are very biased. That does not provide valid outcomes from the machine learning algorithm built on Sagemaker. The user is able to review the predictions with low-confidence outcomes. That is being trained back to the model. ### 24. Promising, but still needs work. **Rating:** 4.0/5.0 stars **Reviewed by:** Joe M. | Controller, Small-Business (50 or fewer emp.) **Reviewed Date:** July 30, 2024 **What do you like best about Amazon Augmented AI?** Utilization within the AWS ecosystem. Simple to use Wide range of features to use along with the App builder. **What do you dislike about Amazon Augmented AI?** Sometimes generates bad models when training. Can be difficult to retrain. **What problems is Amazon Augmented AI solving and how is that benefiting you?** Currently we are working on the AWS environment to build an app to help us automate some of our workflows. Augmented AI has helped us take a step further as a resource when coding or having errors. ### 25. Amazon Augmented AI is the best way to manage task with help of AI **Rating:** 5.0/5.0 stars **Reviewed by:** Vivek C. | Team Manager, Enterprise (> 1000 emp.) **Reviewed Date:** July 31, 2024 **What do you like best about Amazon Augmented AI?** Amazon A2I enables human intervention and provides flexibility in the verification of ML predictions. This improves the accuracy of ML models. High confidence jobs goes to the client application, but if ML predicts low confidence, the job will go for human review. These reviews are done according to the available SOPs and agreements, and the reviewed data is stored in the database which further improve the ML modeles. **What do you dislike about Amazon Augmented AI?** Nothing which is don't like, but this required a very high level skill set to revirew these ML Jobs. **What problems is Amazon Augmented AI solving and how is that benefiting you?** This model help us to manage, store and update record of prducts in FBA warehous. ### 26. Great blend of Human Insight with Machine learning **Rating:** 3.5/5.0 stars **Reviewed by:** ASHUTOSH J. | Student Developer, Information Services, Small-Business (50 or fewer emp.) **Reviewed Date:** July 31, 2024 **What do you like best about Amazon Augmented AI?** The integration with the current ml models is quite easy to setup and mixing it with human review is also comparatively easy. **What do you dislike about Amazon Augmented AI?** The initial setup is quite tedious and also the part where i have to pay per task can be better with monthly plans. **What problems is Amazon Augmented AI solving and how is that benefiting you?** The Accuracy of our Haze detection system and to ensure compliance with regulatory standards in our standart reporting. ### 27. Great Addition To Amazon **Rating:** 5.0/5.0 stars **Reviewed by:** Shanna B. | CEO/Founder, Small-Business (50 or fewer emp.) **Reviewed Date:** August 02, 2024 **What do you like best about Amazon Augmented AI?** The most helpful asset to the Amazon Augmented Al is you can provide your customer with moderated content that can be access and downloaded it as easy as 123. The software is really accurate and fast to implement what needs to be inputted for the content. **What do you dislike about Amazon Augmented AI?** Nothing at this point. I can appreciate technology that cut back on saving time for business owner when providing digital content. **What problems is Amazon Augmented AI solving and how is that benefiting you?** Creating digital content to moderate and upload for training and education can be so time consuming so it very helpful when you can use an additional hand to get the job done. ### 28. If you´ve used CHAT GPT, AWS could be the best version! **Rating:** 3.5/5.0 stars **Reviewed by:** Donna-Liza D. | Fraud and Data Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** July 30, 2024 **What do you like best about Amazon Augmented AI?** I always have a problem with decision making and Amazon Augmented AI is doing everything for me making my life so easy. **What do you dislike about Amazon Augmented AI?** I am a fraud analyst and I feel like Amazon AI could get me out of the job anytime because of its fraud detection accuracy. **What problems is Amazon Augmented AI solving and how is that benefiting you?** We used Amazon AI not long ago. And since we started using it, we lessen and prevented faudulent activities in our service. Amazon AI is really making our job easy as we don´t really need to think twice before making a decision. Once it tells, it tells. ### 29. Management solutions **Rating:** 5.0/5.0 stars **Reviewed by:** Chryzarah P. | Customer Service Representative, Mid-Market (51-1000 emp.) **Reviewed Date:** August 01, 2024 **What do you like best about Amazon Augmented AI?** AI-driven inventory management solutions have transformed the way Amazon sellers handle their supply chain operations. By leveraging predictive analytics and machine learning algorithms, AI tools enable sellers to forecast demand, optimize inventory levels, and prevent stockouts or overstocking. **What do you dislike about Amazon Augmented AI?** might not work perfectly with all third-party tools. **What problems is Amazon Augmented AI solving and how is that benefiting you?** Amazon is also using AI to make size charts more accurate and useful for customers, while showing customers relevant information in a more visually engaging way. By leveraging LLMs, Amazon automatically extracts and cleans product size chart data from multiple sources ### 30. The Future and intersting element in AWS **Rating:** 4.5/5.0 stars **Reviewed by:** SAI UTTEJ K. | Student, Small-Business (50 or fewer emp.) **Reviewed Date:** July 31, 2024 **What do you like best about Amazon Augmented AI?** Easy and quick response to the prompt with great precision and exactness. Loved the way it understands the requirement. **What do you dislike about Amazon Augmented AI?** Many cool features are not available for basic users. **What problems is Amazon Augmented AI solving and how is that benefiting you?** Understanding few concepts is difficult with the same old textbooks, this Augmented Ai helps in understanding those in a simple manner ### 31. ML Workflow **Rating:** 4.0/5.0 stars **Reviewed by:** Micheal O. | IT Service Desk Supervisor, Mid-Market (51-1000 emp.) **Reviewed Date:** July 31, 2024 **What do you like best about Amazon Augmented AI?** Amazon A2I enables the ability to build workflows that are required for human review of ML predictions seamlessly. **What do you dislike about Amazon Augmented AI?** Implementing and maintaining A2I is expensive for small businesses and couple with scalability. **What problems is Amazon Augmented AI solving and how is that benefiting you?** We use it for ML predictions and this helps reduce our workloads of using human reviewers. ### 32. Revolutionizing Customer Support **Rating:** 5.0/5.0 stars **Reviewed by:** Japleen B. | Quality Specialist, Enterprise (> 1000 emp.) **Reviewed Date:** July 30, 2024 **What do you like best about Amazon Augmented AI?** Amazon Augmented AI is a powerful tool and a game changer in realm of AI . It combines ease of use , implementation , customer support with rich features set and seamless integration to revolutinize customer service operations and drive business growth with its frequency of use. **What do you dislike about Amazon Augmented AI?** I do not have any dislikes about Amazon Augmented AI , However there may be some limitations in the accuracy of this tool. **What problems is Amazon Augmented AI solving and how is that benefiting you?** It helps in enhancing customer support experience using Artificial intelligence and its capabilities. ### 33. Amazon Augmented AI is super user friendly. **Rating:** 5.0/5.0 stars **Reviewed by:** Petra L. | Coach, Small-Business (50 or fewer emp.) **Reviewed Date:** July 31, 2024 **What do you like best about Amazon Augmented AI?** It is very easy to learn, to use and navigate. **What do you dislike about Amazon Augmented AI?** Changes were being made to the program without being notifed in an email so for a while I didn't know some of my documents weren't accessible by clients, but it was an easy fix after all, once I realized what was happening. Would be nice to be informed, though. **What problems is Amazon Augmented AI solving and how is that benefiting you?** It's storing all my program parts in a way that makes it easily accessible and safe for sharing it with the world. ### 34. Amazon AI **Rating:** 5.0/5.0 stars **Reviewed by:** Chris S. | Teacher, Small-Business (50 or fewer emp.) **Reviewed Date:** July 30, 2024 **What do you like best about Amazon Augmented AI?** I love the simplicitiy of it and how easy it is to find what you want. Incorporating human review into the ML process can significantly enhance model performance and reduce error rates. Human review can help identify and address biases that may be present in ML models. **What do you dislike about Amazon Augmented AI?** I have not found anything yet that I dislike about it. **What problems is Amazon Augmented AI solving and how is that benefiting you?** Easy to find what I need. Automates many of the tasks involved in managing human review, saving time and resources. ### 35. Amazon Augmented AI (A2I) is a service that integrates human review into machine learning workflows **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer & Network Security | Mid-Market (51-1000 emp.) **Reviewed Date:** July 30, 2024 **What do you like best about Amazon Augmented AI?** Built-In Workflows: Amazon A2I offers built-in workflows for common use cases, such as content moderation and text extraction from documents, utilizing services like Amazon Textract and Amazon Rekognition. Custom workflows can also be created for other ML models built on SageMaker or other tools​ **What do you dislike about Amazon Augmented AI?** Despite Amazon A2I’s aim to simplify the process, setting up and integrating human review workflows can still be complex and time-consuming for organizations that do not have experience with Amazon Web Services (AWS) or ML technologies **What problems is Amazon Augmented AI solving and how is that benefiting you?** olution: Amazon A2I allows for human review of these low-confidence predictions, ensuring that only high-confidence results are automated. This is particularly useful in applications like document processing, content moderation, and transcription where accuracy is critical​ ### 36. Review Workflow made easy **Rating:** 4.0/5.0 stars **Reviewed by:** kasturima p. | DEPUTY GENERAL MANAGER, Mid-Market (51-1000 emp.) **Reviewed Date:** July 31, 2024 **What do you like best about Amazon Augmented AI?** It is useful when we need humans to review predictions that are uncertain, sensitive, or potentially incorrect. It is easy to integrate. **What do you dislike about Amazon Augmented AI?** Setting up A2I requires careful planning to define the criteria for human review, and maintaining the workflow can be complex, especially as our use cases evolve. **What problems is Amazon Augmented AI solving and how is that benefiting you?** A2I is designed with data security and privacy in mind. One can manage and control data access, ensuring that sensitive information is handled appropriately during the human review process. ### 37. Amazing Tool **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Marketing and Advertising | Mid-Market (51-1000 emp.) **Reviewed Date:** July 31, 2024 **What do you like best about Amazon Augmented AI?** Easily scalable; Bias mitigated and reduced; Control of the human activity involved on this machine learning **What do you dislike about Amazon Augmented AI?** For my use, until this moment nothing, a complete and great tool for AI **What problems is Amazon Augmented AI solving and how is that benefiting you?** I was testing the tool, with the workflow human review and it worked just as I was expecting and I'm taking all the benefits possible from it Making my process faster, better I'm reallt feeling as I'm working smarter ### 38. always on the go **Rating:** 5.0/5.0 stars **Reviewed by:** Angelie Martinez M. | CSR, Mid-Market (51-1000 emp.) **Reviewed Date:** August 02, 2024 **What do you like best about Amazon Augmented AI?** I like the most are their service and products **What do you dislike about Amazon Augmented AI?** hmm,, none so far, coz i don't experience any issues yet **What problems is Amazon Augmented AI solving and how is that benefiting you?** defective produc they often provide best offer and resolution ### 39. Amazon with AI just got better. **Rating:** 5.0/5.0 stars **Reviewed by:** Maria Clara Alves D. | Manager, Small-Business (50 or fewer emp.) **Reviewed Date:** August 04, 2024 **What do you like best about Amazon Augmented AI?** Amazon AI makes it much easier to use, it's become easier to use this site, whether to watch a movie, series or make a purchase, a positive change. I liked everything, perfect. **What do you dislike about Amazon Augmented AI?** I liked everything, it's easy, I loved it, there's nothing wrong with it. **What problems is Amazon Augmented AI solving and how is that benefiting you?** I use it for many things. eliminating the need to create human review systems or manage large numbers of human reviewers. ### 40. Review for Amazon Augmented AI **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.) **Reviewed Date:** August 01, 2024 **What do you like best about Amazon Augmented AI?** Amazon Augmented AI integrates human intelligence into AI applications and implements human reviews for ML predictions without building complex systems. It uses pre-built workflows or creates custom ones for specific needs. This service is beneficial in scenarios where human judgement is crucial, like processing sensitive data. **What do you dislike about Amazon Augmented AI?** The costs can add up depending on the volume of data and the frequency of human reviews. Ensuring the privacy and security of data during human reviews can be challenging, especially with sensitive information. **What problems is Amazon Augmented AI solving and how is that benefiting you?** It might struggle to handle complex tasks that require human comprehension, empathy, and contextual understanding, which are purely AI-driven models. ### 41. Amazon Augmented ai is very easy to build the workflows for ML predictions **Rating:** 5.0/5.0 stars **Reviewed by:** Stephen P. | SOFTWARE DEVELOPER, Small-Business (50 or fewer emp.) **Reviewed Date:** July 31, 2024 **What do you like best about Amazon Augmented AI?** one of the best thing it's is very cheap compare to other ai and easy to manage the all the services **What do you dislike about Amazon Augmented AI?** Nothing like that i like all the features of the amzon augmented ai **What problems is Amazon Augmented AI solving and how is that benefiting you?** We are providing the enterprise saas products and each enterprise have sparate workflow so by using Amzon Augmented Ai we are providing workflows to our customers ### 42. Amazon A21 **Rating:** 4.0/5.0 stars **Reviewed by:** Bilal K. | Software engineer, Enterprise (> 1000 emp.) **Reviewed Date:** August 25, 2024 **What do you like best about Amazon Augmented AI?** Helped us in alerts predictions, We have started to use it in our project which uses amazon Rekognition . **What do you dislike about Amazon Augmented AI?** Nothing was to dislike about it as the UX was easy **What problems is Amazon Augmented AI solving and how is that benefiting you?** Helped in recognizing the alerts from a code data also in safeguarding in the image moderation. ### 43. Amazing Quality **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer Games | Small-Business (50 or fewer emp.) **Reviewed Date:** August 02, 2024 **What do you like best about Amazon Augmented AI?** The ease and comfort of using Amazon Augmented AI **What do you dislike about Amazon Augmented AI?** Nothing as such though it would have been better if i can use it at multiple places as well like for open source. **What problems is Amazon Augmented AI solving and how is that benefiting you?** It really helps in creating faster solutions for users who can enjoy the experience more in realtime using this beautiful peice of software ### 44. Awesome! It really helps us throughout when needed **Rating:** 5.0/5.0 stars **Reviewed by:** Bret Michael T. | QA Tester and customer service, Small-Business (50 or fewer emp.) **Reviewed Date:** August 01, 2024 **What do you like best about Amazon Augmented AI?** Within the context of integrating human intelligence with machine learning workflows **What do you dislike about Amazon Augmented AI?** Nothing I can think of as of the moment. Everything is fine throughout **What problems is Amazon Augmented AI solving and how is that benefiting you?** A2I helps ensure the accuracy of AI models by integrating human judgment into the process. This reduces false positives/negatives and improves overall model reliability. ### 45. Amazon Augmented AI Machine intellegence **Rating:** 4.5/5.0 stars **Reviewed by:** Bhavesh P. | Cybersecurity Engineer, Computer Networking, Mid-Market (51-1000 emp.) **Reviewed Date:** August 01, 2024 **What do you like best about Amazon Augmented AI?** Amazon augmented ai combines human and machine intelligence for better accuracy and easy customization of review workflows **What do you dislike about Amazon Augmented AI?** Amazon augmented ai cost can be high and can be complex sometime to integerate **What problems is Amazon Augmented AI solving and how is that benefiting you?** Amazon augmented Ai solves the problem of low accuracy in automated predictions by integrating human reviews. ### 46. simplifies the integration of human intelligence into your AI applications **Rating:** 3.5/5.0 stars **Reviewed by:** Lepakshi J. | Digital Marketer, Information Technology and Services, Small-Business (50 or fewer emp.) **Reviewed Date:** July 30, 2024 **What do you like best about Amazon Augmented AI?** With A2I, you can create workflows to review and annotate model predictions as part of your machine learning pipeline **What do you dislike about Amazon Augmented AI?** Setting up A2I workflows requires configuration and management, which can be complex for some users. **What problems is Amazon Augmented AI solving and how is that benefiting you?** Human Review of ML Predictions Prebuilt Workflows Versatility ### 47. efficient solution for AI **Rating:** 5.0/5.0 stars **Reviewed by:** Isha K. | Student, Mid-Market (51-1000 emp.) **Reviewed Date:** August 02, 2024 **What do you like best about Amazon Augmented AI?** A2I is very easy to use and also integrating with machine learning is the best part **What do you dislike about Amazon Augmented AI?** The cost for A2I is more compared to other AI solutions **What problems is Amazon Augmented AI solving and how is that benefiting you?** For customisation of services , use case generation, security systems and compliance features ### 48. USER FRINDLY **Rating:** 4.0/5.0 stars **Reviewed by:** RASHA S. | DENTAL PROVIDER SERVICES, Enterprise (> 1000 emp.) **Reviewed Date:** August 15, 2024 **What do you like best about Amazon Augmented AI?** I FOUND IT TO BE VERY USER FRIENDLY, ESPECIALLY FOR PEOPLE WHO ARE UNCOMFORTABLE WITH AI. **What do you dislike about Amazon Augmented AI?** AMAZON COULD PUT A LITTLE MORE EFFORT ON THE OVERALL LOOK. **What problems is Amazon Augmented AI solving and how is that benefiting you?** general questions ### 49. Enhanced evaluation **Rating:** 5.0/5.0 stars **Reviewed by:** Dr Samita C. | Director, Small-Business (50 or fewer emp.) **Reviewed Date:** July 30, 2024 **What do you like best about Amazon Augmented AI?** The process involves gathering data using machine learning techniques and subsequently analyzing or interpreting that data. **What do you dislike about Amazon Augmented AI?** It involves humans directly and that too a large number. **What problems is Amazon Augmented AI solving and how is that benefiting you?** It helps in certain research fields to take data and provides a precise prediction. ### 50. My experience with this has been nothing but great and positive! Highly recommend! **Rating:** 5.0/5.0 stars **Reviewed by:** Amber J. | RBT, Small-Business (50 or fewer emp.) **Reviewed Date:** July 31, 2024 **What do you like best about Amazon Augmented AI?** It helps implement AI and human judgement into applications regardless what platform it runs on. **What do you dislike about Amazon Augmented AI?** I don’t have many dislikes about it. AI is the future **What problems is Amazon Augmented AI solving and how is that benefiting you?** Helps answer questions about products that in interested in - [View Amazon Augmented AI pricing details and edition comparison](https://www.g2.com/products/amazon-augmented-ai/reviews?section=pricing&secure%5Bexpires_at%5D=2026-06-15+18%3A41%3A55+-0500&secure%5Bsession_id%5D=52a77ea0-0b17-4ad0-bff0-105b756e19e9&secure%5Btoken%5D=ba5705d79db88116d5b6acf625356b8292bc05dcc0af516e5901d159cdb6d3fe&format=llm_user) ## Amazon Augmented AI Integrations - [XRM Webkit](https://www.g2.com/products/xrm-webkit/reviews) ## Amazon Augmented AI Features **Model Training & Optimization - Active Learning Tools** - Model Training Efficiency - Automated Model Retraining - Active Learning Process Implementation - Iterative Training Loop Creation - Edge Case Discovery **Data Management & Annotation - Active Learning Tools** - Smart Data Triage - Data Labeling Workflow Enhancement - Error and Outlier Identification - Data Selection Optimization - Actionable Insights for Data Quality **Model Performance & Analysis - Active Learning Tools** - Model Performance Insights - Cost-Effective Model Improvement - Edge Case Integration - Fine-tuning Model Accuracy - Label Outlier Analysis ## Top Amazon Augmented AI Alternatives - [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) - 4.8/5.0 (352 reviews) - [Roboflow](https://www.g2.com/products/roboflow/reviews) - 4.7/5.0 (148 reviews) - [Aquarium](https://www.g2.com/products/aquarium/reviews) - 4.6/5.0 (14 reviews)