Özge Aykaç
She is a member of the AIMultiple DLP benchmark team and evaluates the effectiveness of the top DLP providers.
Latest Articles from Özge
IT Documentation Benchmark & Review in 2026
We evaluated the leading IT documentation platforms to assess their performance, features, and usability. Our benchmark measured document creation workflows, editor capabilities, search accuracy, and relationship management across real-world scenarios, including error code searches, PDF content indexing, and command syntax preservation. Benchmark findings *NinjaOne auto-saves drafts but doesn’t display them separately.
7 AI Transformation Strategies in 2026
AI transformation is the next phase of digital transformation. Businesses are willing to invest in AI technologies to stay ahead of competitors. Digital transformation is a prerequisite for companies to initiate their AI transformation, as digital data is essential for AI training, and digital processes are typically required to deploy AI solutions.
15 Best Data Loss Prevention (DLP) Software in 2026
Based on our DLP benchmark & features, here are the top data loss prevention tools.
Top 10 Free USB Blocking Software
Data loss prevention software uses USB blocking to prevent data breaches by blocking data exfiltration via USBs and removable storage devices. Control over peripheral devices, such as USBs, includes whitelisting and blacklisting, authorizing read-only access, and enforcing predefined policy rules.
Top 10 Sophos Competitors & Alternatives in 2026
Sophos is a popular player in the DLP software and cybersecurity markets. However, our analysis identified some shortcomings of its products. Based on our DLP benchmark of the top 6 DLP products, we identified the top Sophos competitors to assist businesses in finding the best DLP software.
Top 10 Microsoft Purview Alternatives
Though Microsoft Purview is a popular DLP software, it can be hard to use and provides limited policy customization options. We analyzed the top 6 DLP products across four dimensions to identify the top Microsoft Purview DLP alternatives.
Top 6 Device Control Software in 2026
Device control solutions are often offered alongside features like Data Loss Prevention (DLP) and Mobile Device Management (MDM) to address a wide range of security needs.
Top 20 Data Labeling Tools in 2026
Data labeling, the process of annotating raw data (such as images, text or audio), is essential for training ML models to perform tasks like classification and recognition. Here, we introduce top 20 data labeling tools. The top data labeling tools: Ranking: From most to least comprehensive.
Top 7 Red Teaming Tools in 2026
Red teaming is a critical component of modern cybersecurity strategies, simulating real-world attacks to expose vulnerabilities in systems, networks, and human processes. Choosing the right tool can make the difference between a surface-level test and a deep, realistic security assessment.
Top 10 Data Crowdsourcing Platforms in 2026
With the spread of AI tools like generative AI and chatbots, the demand for AI data services has also increased. One such service is data crowdsourcing platforms, which leverage large groups to gather data, enhancing collection efforts with fast, detailed insights.
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