Compare Liminal vs. ReadyRedact

Liminal gives regulated organizations a single governed environment for AI. Rather than securing models an organization has already deployed, Liminal supplies the access itself, so protection is applied before anything reaches a provider. Employees work with leading models from Anthropic, OpenAI, Google and others through one interface, with policy-based routing and no per-provider contracts. Adding a new model becomes a policy decision rather than an integration project, and teams are never stuck waiting for procurement to catch up with what the market released. Sensitive terms are identified within each prompt and masked, redacted, flagged or blocked according to rules defined by data category rather than by department. Masked values are restored in the response, which keeps output usable while regulated information stays inside the organization. Employees never have to sanitize inputs by hand, which is what makes the governed path the one they actually choose. Administrators see who used which model, what rules were applied and where violations occurred. That record is generated at the time of the interaction, so audit requests are answered from existing evidence instead of reconstruction after the fact. Activity can be fed into existing security tooling and reviewed alongside other events rather than in isolation. The platform connects to internal systems through MCP, so employees bring organizational context into their work without moving data into tools nobody is watching. Access follows permissions that already exist. Deployments run on single-tenant infrastructure with SSO and role-based permissions, serving banking and credit unions, insurance, healthcare, education, state and local government, and life sciences.

ReadyRedact is an innovative document redaction solution powered by artificial intelligence, crafted to assist businesses and organizations in adhering to various privacy regulations, including GDPR, CCPA, and HIPAA. By leveraging cutting-edge AI technology, it adeptly removes sensitive information from various document formats such as PDFs, JPEGs, TIFFs, and Microsoft Office files, thereby safeguarding the confidentiality of private data. The software streamlines the redaction process, effectively eliminating personal and confidential information to prevent risks related to identity theft, fraud, and legal disputes. Among its features are capabilities for bulk uploads, automated email integration, OCR-based search and redaction, as well as document annotations and project management tools that facilitate secure collaboration. Ensuring full compliance with privacy laws, ReadyRedact is particularly beneficial for sectors like law, healthcare, finance, and governmental organizations. Furthermore, the platform enables users to monitor edits, maintain comprehensive audit trails, and implement role-based access controls to strengthen data security. This multifaceted approach not only enhances operational efficiency but also provides peace of mind in managing sensitive information.