The Governance Layer for AI-Generated Work
Ninchi integrates into enterprise workflows and continuously verifies human understanding, human review, and human decision-making around AI-generated outputs.
Four Core Workflows
Ninchi Software
LiveIntegrate directly with GitHub and GitLab to verify human understanding on every pull request and merge request. Ninchi analyzes diffs, generates targeted verification questions, and creates auditable records of comprehension.
- GitHub & GitLab integrations
- PR/MR-level verification
- Repo-level enforcement modes
- Team analytics & leaderboards
Ninchi Education
Coming SoonLMS integrations that bring accountability to academic work in the age of AI. Verify that students understand AI-assisted assignments before submission.
- LMS platform integrations
- Academic integrity verification
- Student comprehension scoring
- Instructor dashboards
Ninchi Enterprise
Coming SoonGeneral enterprise and operations workflow verification. Ensure human accountability across AI-generated reports, analyses, decisions, and documentation.
- Operations workflow verification
- Report & analysis auditing
- Decision accountability trails
- Organization-wide governance
Ninchi Direct
LiveCustom verification flows for any AI-assisted process. Paste in AI-generated content and verify understanding through targeted challenges — no integration required.
- No integration setup needed
- Any AI-generated content
- Instant verification flow
- Shareable verification records
Core Capabilities
Every Ninchi workflow is built on the same verification engine — providing consistent governance across all AI-assisted work.
Explainable Confidence Scoring
Every verification produces a transparent confidence score with clear rubric-based evaluation — not a black box.
Flexible Enforcement
Choose casual, tracking, or blocking modes per workflow. Roll out gradually with no big-bang policy changes.
Audit Trails
Every verification is timestamped, recorded, and exportable. Build the compliance paper trail your organization needs.
Workforce Analytics
Org-wide dashboards, team trends, member leaderboards, and per-project breakdowns give leadership real visibility.
Anti-Cheat
Advanced anti-cheat measures on Pro and Enterprise tiers ensure verification integrity.
API & Integrations
Connect Ninchi to your existing toolchain. GitHub, GitLab live today — with more integrations in active development.
How It Works
Four steps from AI output to auditable proof of human understanding.
Analyze
Identify concepts, logic, and risk areas.
Challenge
Generate targeted verification questions.
Verify
Create auditable proof of understanding.
Score
Explainable confidence scoring.