Apple’s Preference Ranking Guidelines: Leaked doc reveals scoring system for AI-generated responses – Search Engine Land
Apple’s internal playbook for rating digital assistant responses has leaked — and it offers a rare inside look at how the company decides what makes an AI answer “good” or “harmful.”
The leaked 170-page document, obtained and reviewed exclusively by Search Engine Land, is titled Preference Ranking V3.3 Vendor, marked Apple Confidential – Internal Use Only, and dated Jan. 27.
It lays out the system used by human reviewers to score digital assistant replies. Responses are judged on categories such as truthfulness, harmfulness, conciseness, and overall user satisfaction.
The process isn’t just about checking facts. It’s designed to ensure AI-generated responses are helpful, safe, and feel natural to users.
Apple’s rules for rating AI responses
The document outlines a structured, multi-step workflow:
- User Request Evaluation: Raters first assess whether the user’s prompt is clear, appropriate, or potentially harmful.
- Single Response Rating: Each assistant reply gets scored…
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source: https://news.oneseocompany.com/2025/04/04/apples-preference-ranking-guidelines-leaked-doc-reveals-scoring-system-for-ai-generated-responses-search-engine-land_2025040460631.html
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