{"product_id":"screen-german-job-ads-for-agg-risk-with-groq-data-tables","title":"Screen German Job Ads for AGG Risk with Groq \u0026 Data Tables","description":"\u003ch3\u003eScreen German Job Ads for AGG Risk—using Groq, AGG Rule Tables, and Clear Verdicts\u003c\/h3\u003e\n\u003cp\u003eThis n8n workflow automatically reviews a German job title and job ad text for potential AGG discrimination wording. It combines deterministic checks from an AGG terms data table with Groq-based language flagging, then outputs a clear “LIKELY CLEAR” result or a “REVIEW” verdict with a 0–100 risk score—plus a detailed screening log in an n8n Data Table.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this workflow does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eCollect inputs via an n8n Form:\u003c\/strong\u003e receives a job title and the full job ad text.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eApplies your screening policy:\u003c\/strong\u003e uses a configurable review threshold and a maximum points cap for model contribution.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eLoads AGG wording rules from an n8n Data Table:\u003c\/strong\u003e deterministically scans the ad for matching phrases and flags relevant risks.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eChecks gender marker presence:\u003c\/strong\u003e adds a warning if a gender marker like “(m\/w\/d)” is missing.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eUses Groq to identify risky phrasing:\u003c\/strong\u003e sends the ad text to a Groq Chat Model to find potentially discriminatory wording verbatim, the protected ground, a brief reason, and a neutral rewrite suggestion—along with a confidence score.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eGenerates a combined verdict:\u003c\/strong\u003e merges rule-based flags with a capped, confidence-weighted model contribution to produce \u003cstrong\u003eLIKELY CLEAR\u003c\/strong\u003e, \u003cstrong\u003eREVIEW\u003c\/strong\u003e, or \u003cstrong\u003eVIOLATION RISK\u003c\/strong\u003e, plus a 0–100 risk score.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eLogs results to an n8n Data Table:\u003c\/strong\u003e stores verdict, score, matched phrases, model confidence, and the threshold used.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eShows an outcome page:\u003c\/strong\u003e a detailed review page with flagged passages when needed, or a short confirmation page when likely clear.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eHR operations and SaaS teams screening job ads before publication to reduce AGG wording risk.\u003c\/li\u003e\n  \u003cli\u003eAutomation engineers building compliant content review pipelines in n8n.\u003c\/li\u003e\n  \u003cli\u003eRecruiting platforms generating postings from templates and running AGG risk checks automatically.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003en8n nodes:\u003c\/strong\u003e \u003cem\u003eif\u003c\/em\u003e, \u003cem\u003eset\u003c\/em\u003e, \u003cem\u003ecode\u003c\/em\u003e, \u003cem\u003eform\u003c\/em\u003e, \u003cem\u003edata table\u003c\/em\u003e, and \u003cem\u003esticky note\u003c\/em\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eIntegrations:\u003c\/strong\u003e \u003cstrong\u003eGroq API\u003c\/strong\u003e via a \u003cstrong\u003eGroq Chat Model\u003c\/strong\u003e node (requires Groq API credential selection).\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eData:\u003c\/strong\u003e an n8n Data Table for “AGG term rules” (used by the “Load AGG Term Rules” step) and an additional screening log Data Table.\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"N8N Commerce","offers":[{"title":"Default Title","offer_id":45905438277811,"sku":"N8N-18678","price":31.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0749\/6279\/6723\/files\/4KJNjUSf508Ai8-dkLdGa_HeoQ7TRz.png?v=1787822167","url":"https:\/\/buyflowscripts.com\/products\/screen-german-job-ads-for-agg-risk-with-groq-data-tables","provider":"N8N Commerce","version":"1.0","type":"link"}