Knostic vs ModelOp

Knostic provides need-to-know access controls for enterprise AI assistants such as Microsoft Copilot, Glean, and Gemini. The platform discovers shadow AI usage, enforces knowledge-layer policies at request time, and produces audit logs that document who accessed what data through which AI system. Headquartered in Herndon, Virginia, Knostic was founded in 2023 and serves regulated industries that need to adopt LLMs without exposing sensitive internal data.

ModelOp provides a centralized platform for managing the full AI lifecycle, from intake to retirement, for ML, GenAI, Agentic AI, and vendor models. It offers a single system of record for AI inventory, automates policy enforcement and workflows, enables continuous monitoring for risks like bias and drift, and generates audit-ready reports. Targeted at complex regulated enterprises, it integrates with existing systems to accelerate AI deployment while ensuring compliance and control across teams. Distinct from MLOps tools or GRC systems, ModelOp orchestrates governance end-to-end, supporting internal and third-party AI at scale.