AI-Powered Question Engineering and Exam Preparation Infrastructure
AM-AI combines authoring workflows, duplicate detection, review pipelines, encryption, approved question banks, and exam-delivery integration into one multi-tenant system.
What AM-AI Authoring Manager Does
AM-AI goes beyond simple exam delivery. Question creation, review, duplicate control, approved-bank governance, and secure packet preparation are built into the platform as core capabilities.
AM-AI supports organizations that need rigorous question engineering, quality control, and governance over their assessment content pipeline.
What AM-AI covers
FAQ
Questions buyers commonly ask
AM-AI is Tutelage's AI-powered question authoring and management system. It provides structured workflows for question creation, AI-assisted duplicate detection, review pipelines (draft to AI review to content review to approved), encrypted content storage, approved question bank governance, and secure exam packet preparation.
AM-AI uses both local similarity matching and AI-powered detection engines to identify duplicate or near-duplicate questions. It operates with tiered thresholds: exact duplicates are flagged, high-similarity items get guidance alerts, and lower-similarity items are noted as inspiration matches. This prevents question bank bloat and ensures content uniqueness.
An approved question bank is a governed repository of questions that have passed through the full review pipeline: draft creation, AI review, content review, and formal approval. Questions in the approved bank are separated from draft content and can only be moved there through the structured workflow, ensuring quality and auditability.
Yes. AM-AI supports a multi-stage review pipeline where AI review handles automated checks (duplicates, quality signals, metadata completeness) and human content reviewers handle subject-matter accuracy and pedagogical quality. Both steps are part of the same draft-to-approved workflow with per-author permissions.
AM-AI prepares transport-encrypted test packets from approved question banks. These packets integrate with SentinelExamOS for secure delivery via web, iOS, and Android. The server-authoritative exam logic ensures content integrity from authoring through delivery, with fraud detection and proctoring hooks built into the pipeline.