AIVerify

AI Verification Toolkit — Coming Soon

A comprehensive toolkit to validate AI outputs for accuracy, safety, and compliance.

What This Package Is

AIVerify is an upcoming utility package designed to help developers:

• Detect hallucinations in LLM-generated content
• Verify factual accuracy against source documents
• Monitor model drift across deployments and versions
• Score output reliability for production systems
• Alert on consistency degradation in LLM pipelines

This package is being developed by Haiec as part of a broader AI governance infrastructure.

Why This Namespace Exists

The aiverify namespace is reserved to provide developers with essential AI verification tools. As AI systems become critical infrastructure, validating their outputs is non-negotiable.

This package will provide:

• Hallucination scoring algorithms
• Source-grounded verification
• Temporal drift analysis
• Confidence calibration utilities
• Integration with popular LLM frameworks (LangChain, LlamaIndex)
• Real-time monitoring hooks

Installation

npm install aiverify

Placeholder Example

const aiverify = require('aiverify');

// Check package status
console.log(aiverify.version);  // '0.0.1'
console.log(aiverify.status);   // 'placeholder'

// Verify AI output (placeholder)
const result = aiverify.detectHallucination(
  'AI generated this output',
  'Original source context'
);
console.log(result.message);

// Detect drift (placeholder)
const driftResult = aiverify.detectDrift([
  'output from day 1',
  'output from day 2',
  'output from day 3'
]);
console.log(driftResult.message);

Roadmap

• [ ] Hallucination detection engine
• [ ] Source-grounded verification
• [ ] Semantic drift scoring
• [ ] Confidence calibration
• [ ] LangChain integration
• [ ] LlamaIndex integration
• [ ] Real-time monitoring API
• [ ] Alerting webhooks
• [ ] Dashboard visualization hooks

License

MIT © 2025 Haiec

Contact

For early access or partnership inquiries, reach out to the Haiec team.