{"product_id":"gaeb-x83-tender-to-sku-matching-with-flinq-extract-rerank","title":"GAEB X83 Tender-to-SKU Matching with Flinq Extract \u0026 Rerank","description":"\u003ch3\u003eGAEB X83 Tender-to-SKU Matching with flinq.ai Extract \u0026amp; Rerank (n8n Workflow)\u003c\/h3\u003e\n\u003cp\u003eTurn a GAEB X83 tender (LV) into actionable product mappings: this n8n workflow extracts tender positions using \u003cstrong\u003eflinq.ai\u003c\/strong\u003e, then reranks your catalog to return the \u003cstrong\u003ebest-matching SKU\u003c\/strong\u003e and a \u003cstrong\u003erelevance score\u003c\/strong\u003e for each position.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this workflow does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eRun on demand:\u003c\/strong\u003e the workflow starts when you manually execute it in n8n.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eLoad a product catalog:\u003c\/strong\u003e it downloads a sample catalog CSV and parses catalog items into records.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003ePrepare matching inputs:\u003c\/strong\u003e it builds catalog “document texts” (name + description) while keeping the corresponding SKU list for lookup.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eExtract GAEB X83 structure:\u003c\/strong\u003e it downloads a sample GAEB X83 LV file and sends it to \u003ccode\u003ehttps:\/\/api.flinq.ai\/v1\/extract\u003c\/code\u003e to extract the tender structure.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eFlatten into positions:\u003c\/strong\u003e it converts the extracted tender tree into individual positions including \u003cstrong\u003equantity\u003c\/strong\u003e, \u003cstrong\u003eunit\u003c\/strong\u003e, and combined short\/long text.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eRerank per position:\u003c\/strong\u003e for each position, it calls \u003ccode\u003ehttps:\/\/api.flinq.ai\/v1\/rerank\u003c\/code\u003e (paced to one request every 2 seconds) to find the \u003cstrong\u003etop 3\u003c\/strong\u003e matching catalog entries.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eSelect best match \u0026amp; score:\u003c\/strong\u003e it outputs position details plus the matched SKU and a rounded relevance score.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eAutomate \u003cstrong\u003etender procurement\u003c\/strong\u003e workflows by mapping GAEB X83 positions to your internal SKUs.\u003c\/li\u003e\n  \u003cli\u003eSpeed up catalog validation by spotting which catalog items best match each tender line.\u003c\/li\u003e\n  \u003cli\u003eProvide a repeatable pipeline for SaaS operators comparing tender text against product catalogs using relevance scoring.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eflinq.ai integrations:\u003c\/strong\u003e HTTP requests to \u003ccode\u003e\/v1\/extract\u003c\/code\u003e and \u003ccode\u003e\/v1\/rerank\u003c\/code\u003e with \u003ccode\u003eAuthorization: Bearer \u0026lt;your_key\u0026gt;\u003c\/code\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003en8n nodes used:\u003c\/strong\u003e \u003cem\u003emanual trigger\u003c\/em\u003e, \u003cem\u003eHTTP request\u003c\/em\u003e, \u003cem\u003ecode\u003c\/em\u003e, \u003cem\u003esticky note\u003c\/em\u003e, and \u003cem\u003eextract from file\u003c\/em\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eHeaders:\u003c\/strong\u003e keep a custom \u003cstrong\u003eUser-Agent\u003c\/strong\u003e on the file-download requests (catalog + LV) if the host rejects n8n’s default agent.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eRate pacing:\u003c\/strong\u003e rerank requests are spaced (one every 2 seconds); adjust pacing if your flinq.ai rate limits require it.\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"N8N Commerce","offers":[{"title":"Default Title","offer_id":45764320755891,"sku":"N8N-17858","price":75.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0749\/6279\/6723\/files\/Jy_BfpKiSJUEHVAWF0IY6_NZES2hXC.png?v=1786007236","url":"https:\/\/buyflowscripts.com\/products\/gaeb-x83-tender-to-sku-matching-with-flinq-extract-rerank","provider":"N8N Commerce","version":"1.0","type":"link"}