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Who is Knostic?
Knostic is a private software company focused on enterprise controls for AI and data access, with offerings centered on need-to-know enforcement for generative AI and knowledge systems.
- Need-to-know access control for enterprise AI assistants and retrieval systems
- Policy enforcement for prompts, retrieval, and generated responses
- Integration with enterprise identity, permissions, and content repositories
- Controls for reducing unauthorized disclosure in LLM-based workflows
- Governance for internal knowledge access across AI-enabled applications
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More About Knostic
Knostic is positioned in enterprise environments as a control layer for organizations deploying generative AI against internal documents, collaboration platforms, and knowledge bases. Its core use case is to limit what an AI system can retrieve or reveal based on a need-to-know model, rather than relying only on broad user access or application-level guardrails. This is relevant where companies want employees to use AI assistants over internal data without exposing material that should remain restricted to narrower groups.
Its technology is associated with large language model workflows, retrieval-augmented generation, enterprise search, identity systems, and policy enforcement. In practice, that means mapping existing permissions, organizational roles, and contextual rules to AI interactions, including prompt handling, document retrieval, and response generation. In enterprise architecture terms, this places Knostic near the intersection of identity and access management, data security, and AI governance. It is used as an overlay to make AI outputs conform more closely to internal access policies.
Compared with general AI application platforms or model providers, Knostic is more narrowly focused on controlling data exposure in enterprise AI use. It also overlaps with parts of data loss prevention, identity security, and AI security, but its framing is centered on access decisions for knowledge delivered through LLM-based systems. That makes it relevant to organizations adopting internal copilots, chat interfaces for corporate content, and other AI applications that combine foundation models with proprietary data.
Within enterprise IT, Knostic fits most directly in AI governance and identity-aware data access for generative AI. Its active solution area is enterprise software for controlling how internal knowledge is exposed through AI systems, rather than model development, infrastructure, or general-purpose productivity software. This places it in the market for AI governance platforms and related security controls used to manage enterprise deployment of generative AI.
Our description of Knostic. Updated September 2026.
