# Limina Reviews **Vendor:** Limina **Category:** [Data De-Identification Tools](https://www.g2.com/categories/data-de-identification) **Average Rating:** 4.6/5.0 **Total Reviews:** 22 ## About Limina Limina is an enterprise de-identification platform that detects and removes PII, PHI, and PCI from unstructured data without stripping the context that makes it valuable. Unlike pattern-matching tools that over-redact, Limina uses context-aware machine learning to identify sensitive information the way a trained human would. That's why it achieves less than half the error rate of AWS Comprehend, Google DLP, and Microsoft Presidio on real-world data. What Limina Detects 50+ entity types across PII, PHI, and PCI — names, SSNs, credit card numbers, medical conditions, medications, passport numbers, and international variants — across 52 languages including English, French, German, Spanish, Japanese, and Mandarin. How It's Deployed Limina deploys as a self-hosted container via REST API. Your data is processed entirely within your own infrastructure—never transmitted to Limina or any third party. Available as a CPU version for standard deployments or a GPU version for real-time and high-throughput workloads. Synthetic Data Generation Limina can replace detected PII with synthetic data that fits the surrounding context, preserving the statistical and linguistic integrity of your dataset for downstream AI training, analytics, and partner sharing. Limina's models are built and maintained by a team of linguists, data annotators, and privacy experts, and updated continuously to reflect evolving global privacy regulations. Get Started Try the text demo: https://docs.getlimina.ai/demo/text Try the file demo: https://docs.getlimina.ai/demo/file Get a free API key: https://portal.getlimina.ai/ ## Limina Reviews ### 1. Private-AI raises the bar on data protection **Rating:** 5.0/5.0 stars **Reviewed by:** Alicia D. | Senior Manager, Compliance Reporting, Enterprise (> 1000 emp.) **Reviewed Date:** March 07, 2024 **What do you like best about Limina?** Private-AI offers outstanding products and services that prioritize user privacy and data security. Their commitment to protecting sensitive information while providing cutting-edge solutions is commendable. Private-AI's products, such as their very own, ‘Private ChatGPT’, empower users to leverage advanced technologies without compromising their privacy, making them a trusted partner for individuals and businesses alike. With a focus on innovation and integrity, Private-AI sets a high standard in the industry, earning my enthusiastic recommendation. **What do you dislike about Limina?** I can't think of anything. I quite enjoy using Private-AI's very own Private ChatGPT. **What problems is Limina solving and how is that benefiting you?** Reduces risk of private information being shared ### 2. 3. lines.of.code. **Rating:** 5.0/5.0 stars **Reviewed by:** Jennifer A. | Small-Business (50 or fewer emp.) **Reviewed Date:** January 18, 2024 **What do you like best about Limina?** Let's start with the big things; accuracy, ease of use/implementation and instant anonymization of PII!!! **What do you dislike about Limina?** That I didn't event this myself. It is an elegant and simple solution that does exactly what is supposed to do. **What problems is Limina solving and how is that benefiting you?** PrivacyAI enables any organization to become a privacy first organization. ### 3. Private AI promotes fairness, accountability, and responsible AI practices. **Rating:** 5.0/5.0 stars **Reviewed by:** Parvej K. | SDE, Mid-Market (51-1000 emp.) **Reviewed Date:** June 04, 2023 **What do you like best about Limina?** Ethical Considerations, Compliance with Regulations, Trust and Transparency, Data Privacy, Confidentiality It's important to note that the concept of private AI is continuously evolving, and various techniques and approaches are being developed to address privacy concerns while still enabling the benefits of AI. **What do you dislike about Limina?** Limited access to data, Trade-off between, privacy and utility, Complexity and computational, requirements Potential for misuse It's worth noting that these concerns are not necessarily inherent to private AI itself but rather challenges that need to be addressed in the development and deployment of personal AI systems. **What problems is Limina solving and how is that benefiting you?** Protecting sensitive data: Private AI helps safeguard sensitive data by implementing techniques such as differential privacy, federated learning, and secure multi-party computation. These methods allow data to remain private and secure while enabling the training of AI models. By preventing unauthorized access to personal information, Private AI enhances data protection and minimizes the risk of privacy breaches. Preserving individual privacy: Private AI ensures that individual privacy is respected by enabling data owners to contribute their information for AI applications without revealing personal details. Techniques like federated learning allow training models on decentralized data, ensuring that sensitive information remains on users' devices. This protects personal privacy and reduces concerns about data misuse. Promoting ethical AI practices: Privacy is an integral part of ethical AI. Private AI fosters responsible and ethical AI practices by providing mechanisms to incorporate privacy protection into AI systems. It encourages transparency, fairness, and accountability while ensuring that AI applications are aligned with privacy regulations and guidelines. Encouraging data sharing and collaboration: Data sharing is crucial for advancing AI research and applications. Private AI facilitates secure data sharing and collaboration between organizations without exposing sensitive information. By enabling secure collaborations, Private AI encourages the pooling of knowledge and resources, leading to improved AI models and advancements in various domains. Building trust and user adoption: Privacy concerns can hinder user trust and adoption of AI technologies. Private AI addresses these concerns by prioritizing privacy protection. When users feel confident that their data is secure and their privacy is respected, they are more likely to embrace AI solutions, leading to wider adoption and utilization of AI-driven technologies. ### 4. Preserving Confidentiality : An Evalution of Power AI **Rating:** 4.5/5.0 stars **Reviewed by:** Amruta P. | Frontend Web Developer, Small-Business (50 or fewer emp.) **Reviewed Date:** June 03, 2023 **What do you like best about Limina?** There are several aspects of Private AI which I like. They are: Privacy Protection Ethical Considerations Data Ownership and Control Collaborative Learning Versatility and Utility **What do you dislike about Limina?** As Private AI has advantages, It has a few disadvantages too. They are: - Balancing privacy and performance can be complex, and achieving optimal results may require careful optimization and trade-offs. - It limits its accessibility for organizations and individuals lacking the necessary expertise. - It limits direct access to individual-level data. - It emphasizes privacy; it's crucial to consider security. **What problems is Limina solving and how is that benefiting you?** One of the key problems that Private AI aims to solve is the privacy protection. It helps to build trust and confidence in AI systems. It also allows data analysis without exposing the raw data ensuring that sensitive information remains protected. It also recongnizes the importance of data ownership and control.It promotes trust, confidentialit, and ethical use of data,leading to enhanced privacy protection, more secure collaborations, and responsible for AI devlopment. ### 5. Really innovative idea !!! **Rating:** 5.0/5.0 stars **Reviewed by:** AMAN S. | Mid-Market (51-1000 emp.) **Reviewed Date:** May 31, 2023 **What do you like best about Limina?** The private ai is very useful in personal privacy of the people's because now days our personal data is very precious thing in it world it easily protect our data from hackers and all. **What do you dislike about Limina?** The dislike about this product is that if it is hacked our whole data is unprotected and all the data socialize which is very bad for a person and also there is some glitch in its site . **What problems is Limina solving and how is that benefiting you?** It solve my various problems like it is protect from all scammers and hackkers who stole our data and it also provide full privacy for our data and it is easy to use to new user. ### 6. Best data security out there **Rating:** 5.0/5.0 stars **Reviewed by:** Gener C. | R2R Process Specialist, Mid-Market (51-1000 emp.) **Reviewed Date:** May 26, 2023 **What do you like best about Limina?** Data Privacy: Private AI focuses on protecting sensitive user data. By employing techniques such as federated learning or differential privacy, it allows organizations to train AI models without directly accessing or exposing individual data. This enhances privacy and reduces the risk of data breaches or unauthorized access. **What do you dislike about Limina?** It's quite pricey but that's knit-picking because of the amazing things that this can do on your data. **What problems is Limina solving and how is that benefiting you?** Confidentiality: Private AI ensures that personal or confidential information remains secure during data processing. It enables individuals and organizations to share data for analysis or collaboration while preserving the privacy of sensitive information. ### 7. Best software for businesses to preserve **Rating:** 4.0/5.0 stars **Reviewed by:** Anish M. | Executive Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** July 19, 2023 **What do you like best about Limina?** This software helps use to store our personal data such as images, videos text messages etc which is quite impressive from other AI and softwares. Even with lots of competition and competitors this software has every features that should be available on any software. **What do you dislike about Limina?** This software helps us to create privacy for our data even our personal data which can be texts, images videos etc. This allows our businesses to use the privacy with our database. **What problems is Limina solving and how is that benefiting you?** By designing our principals we can implement this software for our use as privacy. This software has helped use in many activities such as creating anonymizing and minimizing the collection of data. ### 8. Incorporating privacy-enhancing technologies and principles **Rating:** 4.0/5.0 stars **Reviewed by:** Prasanth V. | System Engineer , Information Technology and Services, Mid-Market (51-1000 emp.) **Reviewed Date:** May 22, 2023 **What do you like best about Limina?** Private AI emphasizes the need for secure infrastructure to protect AI systems from unauthorized access, data breaches, or other security threats. Robust security measures, including encryption, access controls, and secure communication protocols, are implemented to safeguard the data and models involved in AI processes. **What do you dislike about Limina?** Privacy-preserving techniques used in Private AI can introduce new security risks. Adversarial attacks, where malicious actors try to exploit vulnerabilities in the privacy-enhancing methods, could compromise the confidentiality of sensitive data or undermine the integrity of AI models. Ensuring robust security measures becomes crucial in order to mitigate such risks. **What problems is Limina solving and how is that benefiting you?** Private AI is solving several problems related to privacy and data protection in the field of artificial intelligence. Here are some key problems that Private AI addresses and the resulting benefits ### 9. Private AI G2 **Rating:** 4.5/5.0 stars **Reviewed by:** Omkar P. | Senior Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** July 07, 2023 **What do you like best about Limina?** Artificial intelligence is the future and growth to humans in perspective to enrich fine experience using private AI .it is revolution to an technology an Private AI has all its components well defined. **What do you dislike about Limina?** Mostly nothing but what I think more about the increasing demand in user interface which can be improved as time passes and betterment for non technical gigs to interact with it. **What problems is Limina solving and how is that benefiting you?** Private AI is helping me in various aspects very it be my day to day work or office space .its been making a big difference in my personal life as well . All thanks to it . ### 10. Hands down the best text PII removal product **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.) **Reviewed Date:** July 11, 2022 **What do you like best about Limina?** I'm so happy that I found PrivateAI, it's difficult to find a highlight because there are so many: Accuracy I tested a few other solutions like spaCy and Google DLP but the comparison is not even close. Private AI was able to detect difficult cases like lowercased names which other tools have great difficulties with. Design PrivateAI ships as a docker container which you can easily set up in your own cluster, no need to send your data to a third party. Such a setup is IMHO a perfect fit and a must for privacy-focused developer tools! Languages They support 30+ languages and all of them with the best accuracy out of all tested tools. The multilingual model they offer was better than language-specific models from spaCy. Support Stellar support with quick reaction times and amazing team **What do you dislike about Limina?** No complaints as long as they keep on adding new languages and awesome features! **Recommendations to others considering Limina:** Try the interactive web demo on their page and see if it works on your data! **What problems is Limina solving and how is that benefiting you?** They remove personally identifiable information (PII) from text comments which allows us to help our clients stay GDPR compliant when analyzing customer feedback through our cloud-based SaaS ### 11. A good private AI **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer & Network Security | Small-Business (50 or fewer emp.) **Reviewed Date:** June 13, 2023 **What do you like best about Limina?** I used private gpt and I found it really good as it helps to secure privacy while using AI to retrieve answers. The sign up was easy and hassle free and I started using immediately. **What do you dislike about Limina?** The User Interface for Private AI products could be improved. I used private gpt and I didn't find the UI to be very good. It was a really badic ui devoid of any options. **What problems is Limina solving and how is that benefiting you?** Private AI helps to protect our data which is a major risk nowadays while using AI tools. I could recommend this product to enterprises as it masks user data effectively. ### 12. Rising Artificial Intelligence for the new decades. **Rating:** 5.0/5.0 stars **Reviewed by:** Sagar G. | Programmer Analyst Trainee, Enterprise (> 1000 emp.) **Reviewed Date:** July 06, 2023 **What do you like best about Limina?** It's best to detect the multi different languages (approx 40). high-level encryption provided by the cloud for the data. Highest accuracy and provide the best solution logically. **What do you dislike about Limina?** As an AI, it doesn't have emotions, so think practically, don't get habitual because it will bound your thinking capacity. **What problems is Limina solving and how is that benefiting you?** There are so many fields that are taking place in AI industry, some are mentioned below : Healthcare. News Anchoring. Wildlife Conservation. Learning and Training. Transportation. Renewable Energy Sector. Research and Development. Logistics and Operations. ### 13. Artificial intelligence is very useful now a days **Rating:** 5.0/5.0 stars **Reviewed by:** Sk M. | Sales Manager, Small-Business (50 or fewer emp.) **Reviewed Date:** May 26, 2023 **What do you like best about Limina?** Artificial intelligence most of privacy and security system i like the most and new thinks and development of digital influence i appreciate to Ai and thanks for being with us. **What do you dislike about Limina?** This is beneficial for all soo i think it's will be more helpful for any software Engineers and seems softer developers should used advance user interface i want to congratulations to ai. **What problems is Limina solving and how is that benefiting you?** To store data in cloud drive and computing operations and analysis the frequently and secure with high security in data system before we used the artificial intelligence we do some domains now we can hire private domains thanks ai. ### 14. Data Privacy **Rating:** 4.5/5.0 stars **Reviewed by:** jai . | Senior software developer, Small-Business (50 or fewer emp.) **Reviewed Date:** May 27, 2023 **What do you like best about Limina?** it helps to protect sensitive data and preserve privacy as AI collect so much of personal data for processing **What do you dislike about Limina?** Privacy-preserving techniques in private AI, such as secure multi-party computation or homomorphic encryption, can introduce additional computational overhead. These techniques can be computationally intensive, requiring more resources, time, and energy to perform AI tasks compared to traditional methods. This can impact the efficiency and scalability of AI systems **What problems is Limina solving and how is that benefiting you?** Private AI promotes transparency in the use of AI systems by providing clear explanations of how data is processed and used ### 15. Data Discovery and Machine learning models are quite helpful **Rating:** 3.5/5.0 stars **Reviewed by:** Sunku T. | Software Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** May 26, 2023 **What do you like best about Limina?** UI and privacy protecion.and it allows multiple file formats **What do you dislike about Limina?** less documentation. a few videos on usage will be helpful also **What problems is Limina solving and how is that benefiting you?** Helped us in Latency and throughput and also through AI model we have got better observations ### 16. Promising Solution for Data Privacy and Security **Rating:** 5.0/5.0 stars **Reviewed by:** Arshab C. | Digital marketer, Small-Business (50 or fewer emp.) **Reviewed Date:** March 07, 2023 **What do you like best about Limina?** The best thing about Private AI is that it provides a way to leverage the benefits of AI without compromising the privacy of individuals whose data is being used. **What do you dislike about Limina?** One downside of Private AI is that it is still a relatively new and developing field. As a result, there are still some challenges and limitations to this technology. **What problems is Limina solving and how is that benefiting you?** Private AI techniques such as homomorphic encryption and differential privacy are fascinating and have the potential to revolutionize the field of data science. These methods enable data to be used for training AI models without exposing sensitive information to unauthorized parties. ### 17. AI Review **Rating:** 3.5/5.0 stars **Reviewed by:** Swabhiman D. | Information Technology Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** May 31, 2023 **What do you like best about Limina?** It's really a good solution for our daily activities and processing of the data. You can get all the possibile answer of your questions. You can get multiple answers for your single project. **What do you dislike about Limina?** It will harm our thinking capacity. So this the one thing I personally don't like about the Private AI. **What problems is Limina solving and how is that benefiting you?** You can get answers to your all day to day activities. ### 18. Private AI is developing privacy preserving machine learning **Rating:** 5.0/5.0 stars **Reviewed by:** SwarnaLatha S. | Pega Senior Developer, Mid-Market (51-1000 emp.) **Reviewed Date:** May 24, 2023 **What do you like best about Limina?** Private AI is cutting edge technology is the best in the world at finding ,redacting and generating synthetic PII with semi and unstructured data sets **What do you dislike about Limina?** Nothing to dislike about Private AI and did not find any disadvantage about private AI **What problems is Limina solving and how is that benefiting you?** To achieve accuracy out of the box with no third party processing required. ### 19. Private AI for New Generation **Rating:** 3.5/5.0 stars **Reviewed by:** Akhila V. | Associate Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** March 17, 2023 **What do you like best about Limina?** It can detect private information in 40+ languages. Homomorphic encryption stores the data in the cloud with high-level encryption. Hides personal information at a significant level. **What do you dislike about Limina?** It is easy to use but some technical and analyticals skills are very much required to work with this. A little bit on the costlier side. Accuracy can be enhanced. **What problems is Limina solving and how is that benefiting you?** The improvement of data encryption and masking private information helps a lot to control data breach. Adding new languages into the data identification list helps users across the world to use it in a more efficient manner. ### 20. Good **Rating:** 5.0/5.0 stars **Reviewed by:** Vijay R N. | ServiceNow Developer, Mid-Market (51-1000 emp.) **Reviewed Date:** May 23, 2023 **What do you like best about Limina?** Good in learning, good in know more about AI as future applications will be bulit by AI **What do you dislike about Limina?** Nothing to dislike in Artificial intelligence **What problems is Limina solving and how is that benefiting you?** Giving automatic results based on the query ### 21. The best privacy product you could imagine. **Rating:** 5.0/5.0 stars **Reviewed by:** Quinn U. | CEO, Small-Business (50 or fewer emp.) **Reviewed Date:** June 24, 2022 **What do you like best about Limina?** Private AI's service is one of the highest accuracy, lightest weight, and most affordable of any we could find. I cannot recommend them enough. **What do you dislike about Limina?** I have no complaints, I honestly cannot think of a single one. **Recommendations to others considering Limina:** Look no further – the team behind this product are the industry experts in their space, and their product shows it. It is faster, easier to implement, and more affordable than any of the competitor products we've evaluated, and the customer service has continued to be top notch. **What problems is Limina solving and how is that benefiting you?** Private AI allows us to work with sensitive data, and sign customers with very high privacy standards. Without Private AI, it'd be difficult for our company to sell at all. ### 22. Fantastic multi-lingual de-identification tool **Rating:** 5.0/5.0 stars **Reviewed by:** Siavash K. | Manager of Data Science **Reviewed Date:** September 08, 2022 **What do you like best about Limina?** Highest accuracy (both precision and recall) of detecting names in The 4 languages I experimented with. **What do you dislike about Limina?** Missing a dielect of Persian I needed. It was still surprisingly good. **What problems is Limina solving and how is that benefiting you?** It expands the about of training data I can use. - [View Limina pricing details and edition comparison](https://www.g2.com/products/limina/reviews?section=pricing&secure%5Bexpires_at%5D=2026-05-17+06%3A29%3A22+-0500&secure%5Bsession_id%5D=f5ebe199-1807-4183-a013-f8edcd2bdbe3&secure%5Btoken%5D=38f436fbfde59f7a5e8adce3375c9ee3c3af3939b44eae87005da31b5b7cbe91&format=llm_user) ## Limina Features **Compliance** - GDPR compliant - CCPA compliant **Functionality** - Static pseudonymization - Dynamic pseudonymization - Batch de-identification **Connectivity** - Mobile SDK - Web services APIs ## Top Limina Alternatives - [Privacy1](https://www.g2.com/products/privacy1/reviews) - 4.4/5.0 (87 reviews) - [IBM InfoSphere Optim Data Privacy](https://www.g2.com/products/ibm-infosphere-optim-data-privacy/reviews) - 4.6/5.0 (47 reviews) - [VGS Platform](https://www.g2.com/products/very-good-security-vgs-platform/reviews) - 4.7/5.0 (46 reviews)