# Qualification score threshold

Set confidence-based thresholds for automatic vs. manual review routing of classified items.

Grade: A — A clean typed decision \(yes/no, a pick from a list, or a level on a scale\) that is concrete, repeats routinely, and has meaningful value.. Score: 4.37.

Vertical: Cross-industry.

Function: Agents & dev.

Status: Seen in the wild.

Volume: routine.

Value: major.

Risk: moderate.

Evidence: described plan.

Flags: check-fit.

- [Source](https://innfactory.ai/en/blog/jev-system-one-model-classifier-not-llm/)
- [Vertical](/verticals/cross_industry/)
- [Function](/functions/agents_dev/)
- [Security alert categorization system](/use-cases/security-alert-categorization-system/)
- [Cross-domain: sensitive-data leak guard on LLM prompts](/use-cases/cross-domain-sensitive-data-leak-guard-on-llm-prompts/)
- [Phishing triage](/use-cases/phishing-triage/)
- [Keystroke-level sensitive-text guard](/use-cases/keystroke-level-sensitive-text-guard/)
- [Confidential message detector](/use-cases/confidential-message-detector/)
- [PII in free text](/use-cases/pii-in-free-text/)