Features
A reusable certification engine for SC-900 and beyond
Built around official domains, OCR-normalized banks, adaptive remediation, and provider-agnostic AI orchestration.
Adaptive exams
Weak-topic weighting, domain balancing, and memorization checks.
OCR question bank
PDF, image OCR, DOCX, TXT, and CSV ingestion with audit reports.
AI rewrites
Claude-first question rewriting while preserving the tested concept.
Analytics
Readiness, heatmaps, confidence, retry lift, and timing trends.
Admin tooling
Deduplication, embeddings rebuilds, moderation, and audit logs.
Self-hosted
Docker Compose deployment for Coolify with private data stores.