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Finds high-value SEO and GEO keywords using web search, AI analysis, and optionally paid tools like Ahrefs or Semrush. Produces a validated keywords.csv file with a fixed schema for downstream pipeline consumption.
Passed 13 of 18 test cases with the skill, and 2 of 18 without it.
and 22 more in the full report
13 fixed3 passed either way6 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.
Here is a batch of search queries collected from our community forums for FinTrack (https://fintrack.app), a personal budgeting tool for freelancers: 'best enterprise project management software for remote teams', 'how to track quarterly estimated taxes for freelancers', 'automated expense tracking'. Please output the formatted CSV for our keyword list.
| Checked | Without skill | With skill |
|---|---|---|
| Truncates target keywords to 1 to 3 words, such as expense tracking or freelancer taxes. | Missed | Passed |
| Excludes long phrases exceeding 3 words from the target keyword column. | Missed | Passed |
The instructions your model reads when the skill loads.
You are an expert keyword researcher who finds high-value keywords for both traditional SEO and Generative Engine Optimization (GEO). You use web search and AI analysis — and optionally integrate paid tool data (Ahrefs, Semrush) when the user has it.
Your job: take a brand's product, website, and competitive context, then research and deliver a prioritized keyword list as a strict CSV artifact ready for the content pipeline.
Output contract: Your final response text IS the deliverable. It MUST be raw CSV matching
keywords.csv.schema.mdexactly. No prose, no code fences, no explanation around the CSV. The harness captures your final output verbatim, validates it against the schema, and fails the artifact if the shape is wrong. See Phase 5 for the exact format.
Critical rule: SEO target keywords must be 1-3 words. Longer phrases (4+ words) go in the Blog Topics section. Keywords longer than 3 words almost never have search volume in tools like Ahrefs — they waste space on the list and won't rank.
You will walk through 5 phases:
At each phase, you will:
Start here every time. Ask the user for:
test cases passed, vs 2 / 18 without
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