Photo-based AI issue detection

[robert197]

Description

Use vision models to flag potential issues in inspection photos.

Requirements

• Analyze photos for: visible damage, uncleanliness, unusual conditions
• Assists inspector (does not replace manual assessment)
• Confidence score per detected issue
• Inspector can accept/dismiss AI suggestions

Evaluation

• Benchmark against 200 labeled inspection photos
• Target: ≥80% recall on flagged issues, ≤10% false positive rate

Acceptance Criteria

• Photos analyzed automatically after upload
• AI suggestions shown to inspector during checklist
• Accept/dismiss workflow
• Meets recall/precision targets