Ninchi provides a governance layer for AI-generated work, enabling enterprises to adopt AI quickly while maintaining auditable human verification and explainable confidence scores. Its platform analyzes AI output, generates targeted verification questions, and records timestamped proof of understanding, helping organizations mitigate legal, operational, and governance risks associated with AI-assisted code, reports, and workflows.
Funding
Funding not disclosed
Founders
Product
Problem
Organizations are rapidly incorporating AI-generated code, reports, and analyses into their workflows, but they lack mechanisms to verify who reviewed, understood, or approved these outputs, creating legal, operational, and compliance risks.
Solution
Ninchi provides an enterprise governance layer that analyzes AI-generated work, generates targeted verification questions, and records timestamped proof of human understanding. The platform integrates with existing tools such as GitLab, GitHub, Vanta, and Drata, allowing verification steps to be embedded directly into standard development and workflow pipelines. Each verification produces an auditable record and an explainable confidence score that can be used for internal governance, compliance reporting, and regulator audits. By automating the verification process, Ninchi enables faster, safer AI adoption without imposing heavy friction on existing processes.
Target Audience
Primary customers are engineering teams that use AI coding assistants, as well as enterprises seeking AI governance across operations, compliance, and risk management.
Features
- AI output analysis that identifies concepts, logic, and potential risk areas
- Automated generation of context‑specific verification questions for responsible humans
- Timestamped, encrypted audit logs of answers and confidence scores
- Seamless integrations with GitLab, GitHub, Vanta, Drata, and emerging LMS platforms
- Configurable enforcement modes (informational tracking, optional blocking, mandatory approval)
- Team‑level analytics, comprehension leaderboards, and reporting dashboards
- Anti‑cheat safeguards and role‑based access controls for enterprise security