Search Relevance and Ranking QA Planner
Plan search-quality testing with query sets, expected results, ranking judgments, filters, synonyms, permissions, zero results, and regression metrics.
Search Relevance and Ranking QA Planner is a free AI skill for testing & quality checks. Plan search-quality testing with query sets, expected results, ranking judgments, filters, synonyms, permissions, zero results, and regression metrics. It works with Claude, ChatGPT and is ready to use out of the box.
About this skill
Plan search-quality testing with query sets, expected results, ranking judgments, filters, synonyms, permissions, zero results, and regression metrics. It applies a structured workflow, labels assumptions, and produces implementation-ready guidance with ownership, controls, edge cases, and validation.
What it does
The skill analyzes goals, users, evidence, workflows, dependencies, constraints, and risks; converts them into a practical operating model; and produces explicit rules, responsibilities, exceptions, controls, tests, and rollout guidance.
What is included
- QA context
- Query-set design
- Relevance judgment rules
- Expected-result sets
- Ranking tests
- Synonym and typo tests
- Filter and permission tests
- Zero-result behavior
How to use it
1. Download the search-relevance-and-ranking-qa-planner-SKILL.md file 2. Upload it to your AI, operational, or project workspace 3. Provide the current process, users, goals, evidence, and constraints 4. Add ownership, approval, risk, and implementation requirements 5. Use the output for design, review, testing, or rollout
Examples
Create QA for search across skills, prompts, articles, categories, and tools using exact, broad, misspelled, and multi-intent queries.
A complete professional deliverable with context, decisions, ownership, workflows, edge cases, risks, controls, validation criteria, and an implementation roadmap.
FAQ
What is this skill for?
Will it invent facts or results?
Can it improve an existing process?
Does it include edge cases?
Can it assign ownership?
How is this different from generic advice?
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