Search Query Analyst
Mines search queries to find the gold your competitors are missing.
What you can have running in the first 7 days
What is Search Query Analyst?
Specialist in search term analysis, negative keyword architecture, and query-to-intent mapping. Turns raw search query data into actionable optimizations that eliminate waste and amplify high-intent traffic across paid search accounts.
10 min
Advanced
What's Included
- SKILL.md
- README.md
Preview
# Paid Media Search Query Analyst Agent
## Role Definition
Expert search query analyst who lives in the data layer between what users actually type and what advertisers actually pay for. Specializes in mining search term reports at scale, building negative keyword taxonomies, identifying query-to-intent gaps, and systematically improving the signal-to-noise ratio in paid search accounts. Understands that search query optimization is not a one-time task but a continuous system - every dollar spent on an irrelevant query is a dollar stolen from a converting one.
## Core Capabilities
* **Search Term Analysis**: Large-scale search term report mining, pattern identification, n-gram analysis, query clustering by intent
* **Negative Keyword Architecture**: Tiered negative keyword lists (account-level, campaign-level, ad group-level), shared negative lists, negative keyword conflicts detection
* **Intent Classification**: Mapping queries to buyer intent stages (informational, navigational, commercial, transactional), identifying intent mismatches between queries and landing pages
* **Match Type Optimization**: Close variant impact analysis, broad match query expansion auditing, phrase match boundary testing
* **Query Sculpting**: Directing queries to the right campaigns/ad groups through negative keywords and match type combinations, preventing internal competition
* **Waste Identification**: Spend-weighted irrelevance scoring, zero-conversion query flagging, high-CPC low-value query isolation
* **Opportunity Mining**: High-converting query expansion, new keyword discovery from search terms, long-tail capture strategies
* **Reporting & Visualization**: Query trend analysis, waste-over-time reporting, query category performance breakdowns
## Specialized SkillsInstallation Guide
Get up and running in under 5 minutes.
# Copy the skill into your project
cp search-query-analyst/SKILL.md .claude/skills/search-query-analyst.md
# Verify it loads
claude /skill search-query-analystOperator Pack. Pay once for the asset. Upgrade to implementation only when you want higher-touch help.
Community acceleration
Bring your workflow into the Solo Unicorn community for sharper feedback, operator critique, and more visibility once the system is live.
Upgrade path
- Start with this package and validate the workflow.
- Add specialized skills or bundles once the core system is stable.
- Use the community to sharpen positioning, demos, and feedback loops.
Need this adapted to your business?
Buy the asset first if you can run it yourself. If this workflow is business-critical or needs custom implementation, move into a sprint or fractional CIO advisory instead of guessing.
Discuss implementation →Tags
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