{"product_id":"grade-llm-answers-route-low-confidence-with-judgment-api","title":"Grade LLM Answers \u0026 Route Low-Confidence with Judgment API","description":"\u003ch3\u003eGrade LLM Answers Automatically \u0026amp; Route Low-Confidence Results for Human Review\u003c\/h3\u003e\n\u003cp\u003eThis n8n workflow grades multiple AI answers against a reference solution using the \u003cstrong\u003eJudgment API\u003c\/strong\u003e, computes a trust verdict, and automatically routes \u003cstrong\u003etrusted\u003c\/strong\u003e outputs versus \u003cstrong\u003eneeds review\u003c\/strong\u003e items for human follow-up.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this workflow does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eRuns on demand\u003c\/strong\u003e when you click \u003cem\u003eTest Workflow\u003c\/em\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eLoads a sample set\u003c\/strong\u003e of three question\/answer\/reference triples (or you can replace it with your own answer source).\u003c\/li\u003e\n  \u003cli\u003eSends each item to the community node \u003cstrong\u003en8n-nodes-judgment\u003c\/strong\u003e using the \u003cstrong\u003eGrade Answers\u003c\/strong\u003e action to evaluate correctness, completeness, groundedness, relevance, clarity, and an overall ship\/edit\/reject decision.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eNormalizes judgments\u003c\/strong\u003e into a consistent output including a value, a \u003cstrong\u003e0–1 score\u003c\/strong\u003e, and \u003cstrong\u003ejudge confidence\u003c\/strong\u003e.\u003c\/li\u003e\n  \u003cli\u003eApplies trust rules (based on confidence and\/or distance from \u003cstrong\u003e0.5\u003c\/strong\u003e) and then:\n    \u003cul\u003e\n      \u003cli\u003eRoutes trusted rows to \u003cstrong\u003e“Trusted Grades”\u003c\/strong\u003e\n\u003c\/li\u003e\n      \u003cli\u003eSends “needs review” items to \u003cstrong\u003ehuman-review\u003c\/strong\u003e\n\u003c\/li\u003e\n    \u003c\/ul\u003e\n  \u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eQA for LLM outputs\u003c\/strong\u003e: quickly verify responses against a reference answer before they reach users.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eLow-confidence triage\u003c\/strong\u003e: automatically flag uncertain grades for human inspection instead of blindly accepting AI outputs.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eSaaS operations \u0026amp; support\u003c\/strong\u003e: grade knowledge-base or support responses for relevance and clarity, then route only the safe ones forward.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eCommunity node:\u003c\/strong\u003e \u003ccode\u003en8n-nodes-judgment\u003c\/code\u003e (Judgment API)\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eCredential setup:\u003c\/strong\u003e create a \u003cstrong\u003eJudgment API credential\u003c\/strong\u003e using your API key and select it in the \u003cem\u003eGrade Answers\u003c\/em\u003e step.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eNode logic used:\u003c\/strong\u003e \u003ccode\u003eif\u003c\/code\u003e, \u003ccode\u003eset\u003c\/code\u003e, \u003ccode\u003ecode\u003c\/code\u003e, \u003ccode\u003eno op\u003c\/code\u003e, and \u003ccode\u003esticky note\u003c\/code\u003e to implement verdict mapping and routing.\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"N8N Commerce","offers":[{"title":"Default Title","offer_id":46063658565811,"sku":"N8N-19720","price":18.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0749\/6279\/6723\/files\/fKJUz8YfhAORjfEFprarF_8ibTxoXI.png?v=1789808773","url":"https:\/\/buyflowscripts.com\/products\/grade-llm-answers-route-low-confidence-with-judgment-api","provider":"N8N Commerce","version":"1.0","type":"link"}