Stop Vibe Coding.
Ship AI Code You Actually Understand.
Today, code is cheap, but understanding is expensive. Ninchi is a lightweight, gamified accountability layer that integrates into your Git workflow to ensure you and your team can explain, own, and maintain every line of AI-generated code.
Free to start · No credit card required
For developers sharpening their own craft and teams scaling AI-assisted work.
For Individual Developers
Keep your skills sharp. Prevent yourself from becoming cognitively dependent on AI. Prove to yourself and your clients that you are the expert in the driver's seat.
For Engineering Leaders
Eliminate 'rubber-stamp' PR merges. Protect your codebase from long-term maintainability collapse and CI churn without slowing down velocity.
GitLab
Vanta
Now official partners with GitLab, Vanta, and Drata — more partnerships on the way.
AI Adoption Is Scaling Faster Than Enterprise Controls
Organizations are increasingly shipping AI-assisted code, AI-generated reports, and AI-assisted workflows — without clear verification of who reviewed what, who understood what, or who approved what.
“When something goes wrong, companies need to know who knew what, and when.”
Every AI-Generated Output Creates Risk
Ninchi Creates Verifiable Human Accountability
From AI Output to Auditable Proof
Analyze
Identify concepts, logic, and risk areas in AI-generated work.
Challenge
Generate targeted verification questions for the human responsible.
Verify
Create auditable proof of understanding with timestamped records.
Score
Explainable confidence scoring across teams and organizations.
Accountability Without Heavy Friction
Faster AI Adoption
Organizations can safely move faster with confidence.
Reduced Liability
Verification reduces downstream legal and compliance risk.
Stronger Auditability
Detailed records of human understanding and approval at every step.
Workforce Analytics
First-ever layer of visibility into team comprehension and AI usage.
Explainable Accountability
Every verification produces a transparent, auditable confidence score.
“Compliance is not friction. It is acceleration infrastructure.”
Four Core Ninchi Workflows
Software
LiveGitHub and GitLab integrations for code verification.
Education
Coming SoonLMS integrations for academic integrity and learning accountability.
Enterprise
Coming SoonGeneral enterprise and operations workflow verification.
Direct
LiveCustom verification flows for any AI-assisted process.
Evidence You Can Inspect
The Ninchi Score is a transparent, difficulty-weighted evidence ratio over verified-understanding events. It records what a developer or team has demonstrated in Ninchi challenges, with artifact context and timestamps, so the conversation stays grounded in inspectable evidence.
“Demonstrated understanding and accountability, made visible as evidence you can inspect.”
Start free, scale with confidence
Free
$0 forever
- Casual verification mode
- Easy difficulty questions
- Personal dashboard
- Unlimited repos & members
Standard
$11/seat/month
- Casual, tracking & blocking modes
- Easy & medium difficulty
- Full org analytics & leaderboards
- Unlimited repos & members
Pro
$22/seat/month
- All Standard features
- Advanced anti-cheat
- Hard difficulty questions
- Teach Me — post-answer lessons
- Advanced verification & analytics
Enterprise
Custom pilots, dedicated hardware & databases, ZTNA (Zero Trust), SAML/SCIM, audit logs, and enterprise onboarding.
For enterprise AI accountability, auditability, and organization-wide analytics.
Help Define the Future of Accountable AI Work
Get product updates
New features, product insights, and early access — no spam, unsubscribe any time.