LLM Capsule vs. IRI DarkShield

IRI DarkShield

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What is LLM Capsule?

LLM Capsule enables organizations to harness the power of AI and large language models—like ChatGPT, Claude, and Gemini—while ensuring that sensitive corporate data remains protected from unauthorized access. Unlike traditional methods of data masking or redaction that often strip away essential context and limit the effectiveness of AI, LLM Capsule enhances and encapsulates data to preserve its inherent structure, relationships, and business relevance for accurate AI analysis. This innovative solution not only secures personally identifiable information (PII) but also shields crucial business contexts—such as contracts, project identifiers, clinical terminologies, and source code—through adaptable policies that cater to specific needs. The Capsule technology ensures that only secure, contextually rich information is shared with both internal and external AI systems, while the original data is seamlessly restored upon access. Organizations can confidently comply with stringent regulations, including N2SF and ISO/IEC 27001, all while benefiting from complete audit capabilities and adaptable deployment choices, whether in a cloud environment or on-site. By leveraging LLM Capsule, teams are not just protected; they are equipped to foster innovation through AI, maintaining the essential context that informs effective decision-making processes, ultimately leading to enhanced organizational growth.

What is IRI DarkShield?

IRI DarkShield employs a variety of search methodologies and numerous data masking techniques to anonymize sensitive information across both semi-structured and unstructured data sources throughout an organization. The outputs of these searches can be utilized to either provide, eliminate, or rectify personally identifiable information (PII), allowing for compliance with GDPR requirements regarding data portability and the right to be forgotten, either individually or in tandem. Configurations, logging, and execution of DarkShield tasks can be managed through IRI Workbench or a RESTful RPC (web services) API, enabling encryption, redaction, blurring, and other modifications to the identified PII across diverse formats including: * NoSQL and relational databases * PDF documents * Parquet files * JSON, XML, and CSV formats * Microsoft Excel and Word documents * Image files such as BMP, DICOM, GIF, JPG, and TIFF This process utilizes techniques such as pattern recognition, dictionary matching, fuzzy searching, named entity identification, path filtering, and bounding box analysis for images. Furthermore, the search results from DarkShield can be visualized in its own interactive dashboard or integrated into analytic and visualization tools like Datadog or Splunk ES for enhanced monitoring. Moreover, tools like the Splunk Adaptive Response Framework or Phantom Playbook can automate responses based on this data. IRI DarkShield represents a significant advancement in the field of unstructured data protection, offering remarkable speed, user-friendliness, and cost-effectiveness. This innovative solution streamlines, multi-threads, and consolidates the search, extraction, and remediation of PII across various formats and directories, whether on local networks or cloud environments, and is compatible with Windows, Linux, and macOS systems. By simplifying the management of sensitive data, DarkShield empowers organizations to better safeguard their information assets.