Compare IRI DarkShield vs. LLM Capsule in 2026

LLM Capsule

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Description

IRI DarkShield uses several search techniques to find, and multiple data masking functions to de-identify, sensitive data in semi- and unstructured data sources enterprise-wide. You can use the search results to provide, remove, or fix PII simultaneously or separately to comply with GDPR data portability and erasure provisions. DarkShield jobs are configured, logged, and run from IRI Workbench or a restful RPC (web services) API to encrypt, redact, blur, etc., the PII it discovers in: * NoSQL & RDBs * PDFs * Parquet * JSON, XML & CSV * Excel & Word * BMP, DICOM, GIF, JPG & TIFF using pattern or dictionary matches, fuzzy search, named entity recognition, path filters, or image area bounding boxes. DarkShield search data can display in its own interactive dashboard, or in SIEM software analytic and visualization platforms like Datadog or Splunk ES. A Splunk Adaptive Response Framework or Phantom Playbook can also act on it. IRI DarkShield is a breakthrough in unstructured data hiding technology, speed, usability and affordability. DarkShield consolidates, multi-threads, the search, extraction and remediation of PII in multiple formats and folders on your network and in the cloud, on Windows, Linux, and macOS.

Description

LLM Capsule allows businesses to effectively utilize AI and LLMs—such as ChatGPT, Claude, and Gemini—on sensitive corporate data while safeguarding the original information from exposure. In contrast to conventional masking or redaction methods that compromise context and diminish the utility of AI, LLM Capsule alters and encapsulates data to maintain its structure, relationships, and business significance for precise AI processing. This solution not only safeguards personally identifiable information (PII) but also protects vital business contexts—including contracts, project codes, clinical terminology, source code, and more—through customizable policies. The Capsule technology guarantees that only secure, context-rich data is transmitted to both internal and external AI models, with the original data being automatically reinstated upon retrieval. Organizations can meet the most rigorous compliance requirements, such as N2SF and ISO/IEC 27001, while also ensuring complete auditability and flexible deployment options, whether in the cloud or on-premises. By using LLM Capsule, teams are empowered to drive innovation through AI while preserving the critical context necessary for effective decision-making.