Guides
Use Cases
Where a judgment-only model fits: moderation, scoring, triage, and filtering patterns.
Content Moderation with a Judgment-Only Model
Use Jev-style judgment calls to screen high-volume UGC: spam, toxicity, and policy flags — cheaply, at full throughput, with LLMs reserved for borderline cases.
Data Filtering with a Judgment-Only Model
Use Jev-style judgments as a data-quality gate: relevance filtering, dedup signals, retrieval scoring, and training-data curation — before expensive downstream stages ever see the data.
Email Triage with a Judgment-Only Model
Triage inbound email with Jev-style judgments: needs-reply yes/no, lane classification, and urgency scoring — so LLM-drafted responses are only generated for mail that deserves one.
Lead Scoring with a Judgment-Only Model
Score and route inbound leads with Jev-style judgments: ICP fit yes/no, tier classification, and 0–100 scoring — so sales and LLM-written outreach only touch leads worth the effort.
Sentiment Analysis with a Judgment-Only Model
Classify sentiment at scale with Jev-style judgments: polarity labels, aspect tagging, and intensity scores — cheap enough to cover every mention, with LLMs reserved for ambiguous cases.