--- title: Highlighter Reviews meta_title: 'Highlighter Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter reviews by the users' company size, role or industry to find out how Highlighter works for a business like yours. aggregate_rating: rating_value: 4.3 review_count: 7 scale: '5' date_modified: '2026-07-12' parent_category: name: Analytics Tools & Software url: https://www.g2.com/categories/analytics-tools-software --- # Highlighter Reviews **Vendor:** Silverpond **Category:** [Other Analytics Software](https://www.g2.com/categories/other-analytics) **Average Rating:** 4.3/5.0 **Total Reviews:** 7 ## About Highlighter Highlighter is an advanced Enterprise Perception System that seamlessly integrates human expertise with artificial intelligence to analyze and interpret complex data. Designed for operational efficiency, it enables organizations to capture, process, and assess diverse data types—including images, videos, and text—in real-time, transforming raw information into actionable insights. Key Features and Functionality: - Unified Data Management: Consolidates various data sources into a single platform, allowing for comprehensive analysis and streamlined workflows. - Customizable Assessments: Enables users to design and configure learning tasks for both humans and AI agents, facilitating tailored evaluations without the need for coding. - Real-Time Collaboration: Supports simultaneous input from multiple users and AI agents, enhancing teamwork and knowledge sharing across the enterprise. - Scalable Cloud Architecture: Offers flexible deployment options, including on-premises, cloud, and hybrid models, ensuring compatibility with existing systems and scalability to meet organizational needs. - Enhanced Security Measures: Employs robust security protocols, including ISO/IEC 27001 certification, to protect sensitive information and maintain system integrity. Primary Value and Problem Solved: Highlighter addresses the challenge of managing and interpreting vast amounts of perception data within enterprises. By unifying human and AI capabilities, it reduces manual processing times by up to 95%, accelerates AI model training by up to 93%, and decreases data collection needs by up to 40%. This leads to faster, data-driven decision-making, optimized resource management, and significant cost savings, ultimately enhancing operational performance and reducing downtime. ## Highlighter Pros & Cons **What users like:** - Users love the **ease of use** of Highlighter, making it a delightful addition to their tech tools. (1 reviews) - Users find Highlighter to be **user-friendly and easy to use** , greatly enhancing their tech experience. (1 reviews) **What users dislike:** - Users suggest that **poor UI** hampers usability, calling for enhancements in design and interaction tools. (1 reviews) - Users suggest that **UI design improvements** and better interaction tools are needed for a more seamless experience. (1 reviews) ## Highlighter Reviews ### 1. Effortless Highlighting and AI Insights That Supercharge Research **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Oil & Energy | Mid-Market (51-1000 emp.) **Reviewed Date:** April 16, 2026 **What do you like best about Highlighter?** The best thing about this Highlighter platform is that it stands out in how effortlessly it can capture and organise important information from the content. Rather than manually going through the long texts, it very efficiently helps me by highlighting the key pointers and also structuring them in a way I can easily recall them in an instance. Their interface simplicity, combined with powerful action AI-oriented insights make my research and content analysis very effective. **What do you dislike about Highlighter?** Though their core functionality is very strong, this platform still needs deeper customisation options to be present. For example, having complete control over how highlights are categorised and exported will do the job. Also, their integrations with other third-party tools will enhance the overall workflow efficiency. **What problems is Highlighter solving and how is that benefiting you?** Highlighter AI helps me by solving the problem of handling information overload and hassle. Rather than spending hours reading and extracting all the insights present in a document manually, this platform helps me identify the key points, and in doing so, it saves me a significant amount of time and effort. This is very useful for research, analysis and content creation. Overall, it helps me in focusing on decision-making rather than in data collection. ### 2. How Silverpond's Highlighter Makes AI Models Easier to Understand" **Rating:** 4.5/5.0 stars **Reviewed by:** Megha P. | Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** August 27, 2024 **What do you like best about Highlighter?** The best thing about Silverpond's Highlighter, in my opinion, is how easily it can be used to improve the interpretability of AI models. It makes my task of comprehending and visualizing machine learning models easier, particularly in field which im working in . It is easier for developers and non-experts to trust and enhance AI systems because of the tool's capacity to highlight important aspects that the model concentrates on. **What do you dislike about Highlighter?** One thing i noticed about Silverpond's Highlighter is that there aren't always a lot of customizing choices. Which makes my work to a limit like Users who require more sophisticated or specialized representations may find the tool to be a little limited. **What problems is Highlighter solving and how is that benefiting you?** Highlighter addresses the problem of model interpretability, particularly in deep learning models used for tasks like computer vision. Highlighter solves this by visually showing which parts of an image the model is focusing on when making predictions. This makes my work very easy This benefits im getting by using highlighter is it provides transparency and insight into how their models are working. For my work, it helps in debugging and refining models by identifying areas where the model might be making incorrect or biased decisions. ### 3. Efficient Data Labeling with AI Assistance **Rating:** 4.0/5.0 stars **Reviewed by:** Siddharth N. | Data Associate & Project Management, Small-Business (50 or fewer emp.) **Reviewed Date:** September 01, 2024 **What do you like best about Highlighter?** I feel the time required for human data annotation is greatly reduced by Highlighter's AI-powered labeling. It is easy to check or edit the labels thanks to the exact pre-labeling capability and user-friendly interface. According to me machine learning programs greatly benefit from its efficiency in processing large datasets. **What do you dislike about Highlighter?** From my experiences for complex datasets, the pre-labeling procedure occasionally produces errors that still need to be corrected by hand. More customization possibilities for particular workflows or integrations with well-known machine learning systems would also be beneficial for the product. **What problems is Highlighter solving and how is that benefiting you?** For everyone data labeling is a long and laborious operation that is resolved by Highlighter. The majority of the data is automatically labeled by AI, which saves a ton of work for me. This will allow you to work more quickly and effectively by allowing you to concentrate on perfecting the labels rather than starting from scratch. ### 4. Digital highlighter is definitely promising **Rating:** 4.0/5.0 stars **Reviewed by:** Waranya S. | Customer Support Technician, Mid-Market (51-1000 emp.) **Reviewed Date:** September 06, 2024 **What do you like best about Highlighter?** I found it useful for having a function of a digital highlighter always in the hand on the tablet I had. It was so convenient to be able to highlight different documents and PDF files without having to use a highlighter pen. **What do you dislike about Highlighter?** I found that the most difficult aspect of examinations is probably the aspect of marking that I’ve come across. At other, highlighter smears itself producing thin or irregular line which might not cover the text properly. **What problems is Highlighter solving and how is that benefiting you?** A digital highlighter help to avoid the use of thick physical highlighters and the stains which they can produce. It should also solve the problem of organizing and handling the areas of the document under the highlight. ### 5. Product Review **Rating:** 4.5/5.0 stars **Reviewed by:** Gazal J. | SDE -1, Small-Business (50 or fewer emp.) **Reviewed Date:** October 24, 2024 **What do you like best about Highlighter?** Highlighter is a great app for those who want to enhance their tech experience. Its user friendly and easy to use. **What do you dislike about Highlighter?** Little bit tech improvements can be done like simple user interaction tools and UI designs improvements. **What problems is Highlighter solving and how is that benefiting you?** I mostly use it for writing tech blogs so it really helps me in writing good quality content. ### 6. Highlighter highlighting Human and AI **Rating:** 5.0/5.0 stars **Reviewed by:** Disha M. | Software Associate, Small-Business (50 or fewer emp.) **Reviewed Date:** September 06, 2024 **What do you like best about Highlighter?** It captures the sensor data rapidly and its operation ready whete it indulges human and the AI in real time ! **What do you dislike about Highlighter?** It even customizes assesments thats is a bit of dislike for every AI tool **What problems is Highlighter solving and how is that benefiting you?** It solves so many problems such as it transforms operations and it sees every single detail of the workflow filters it out and gives us the summary generated by AI thats upto point ### 7. Highlighter is pretty easy AI models period! **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Real Estate | Small-Business (50 or fewer emp.) **Reviewed Date:** September 10, 2024 **What do you like best about Highlighter?** Highlighter makes it easy to improve my AI models for my job. It makes visualization a bit easier as well. I was getting a lot of benefits from the software and the price was pretty affordable. **What do you dislike about Highlighter?** honestly the name is the worst part of the software because searching for help brings up the traditional highlighter and the stuff I want is buried. **What problems is Highlighter solving and how is that benefiting you?** Gaining insight into my ai models that I have already established. - [View Highlighter pricing details and edition comparison](https://www.g2.com/products/silverpond-highlighter/reviews?section=pricing&secure%5Bexpires_at%5D=2026-07-12+13%3A44%3A04+-0500&secure%5Bsession_id%5D=dab3c8ec-5171-4ccf-9d5b-6ab14cda9606&secure%5Btoken%5D=81a68cc39dfc920b8643e6ef5b13f76e2277c910fee27667be037f0c2160e06e&format=llm_user) ## Top Highlighter Alternatives - [SolarWinds Database Observability](https://www.g2.com/products/database-observability/reviews) - 4.5/5.0 (224 reviews) - [Azure Analysis Services](https://www.g2.com/products/azure-analysis-services/reviews) - 4.4/5.0 (152 reviews) - [Azure Monitor](https://www.g2.com/products/azure-monitor/reviews) - 4.3/5.0 (91 reviews)