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Score draft content citability with GPT-4o-mini and Google Sheets

by Sara Soleymaniadapted from n8n official workflow galleryUpdated Aug 2026
RequiresCCodeGoogle SheetsGoogle SheetsHTTP RequestHTTP Request
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MaRun ScorerRead Drafts from SheetsRead Drafts fro…CoBuild Judge PayloadBuild Judge Pay…HRPost to OpenAI APIPost to OpenAI …CoCalculate ScoresAppend Scores to SheetsAppend Scores t…IfCheck Draft Text PresenceCheck Draft Tex…HRFetch Article PageFetch Article P…CoConvert HTML to TextConvert HTML to…123456789
1/5
STEPS · 9
Run manually by an operator

Quick overview This workflow manually scores draft content for AI citability using OpenAI GPT-4o-mini and logs detailed, evidence-backed results to Google Sheets, either from pasted draft text or by fetching and cleaning a provided page URL. How it works Starts when you run the workflow manually. The workflow reads drafts from the content tab of your Google Sheet (content_id, title, brand, target_query, draft_text). A Code node validates each row, computes word count, and builds the full judge payload. The complete anchored rubric lives in this node, so the entire scoring methodology is readable in one place. One HTTP call per draft sends the rubric and draft to gpt-4o-mini (temperature 0, JSON mode, retries with backoff). The rubric anchors describe what a 90, 70, 50, and 30 look like on each dimension, so the judge grades against fixed criteria. A second Code node parses the judge output, clamps each score to 0-100, computes the weighted composite (Answer Structure 40%, Entity Clarity 30%, Factual Density 30%), and assigns the verdict band: 80+ publish, 60-79 revise, below 60 rework.

Tags

n8nreference-onlygoogle-sheets
Connects
CCodesheetsGoogle SheetsWHTTP Request
CategoryGoogle Sheets
Triggermanual
Complexitycomplex
Nodes9
AddedJul 9, 2026

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