Search Volume Estimator — Estimate relative volume from clickstream/GSC data.
Install
pip install -r requirements.txtRun
python search_volume_estimator.py --helpExport
Add --output report.xlsx to save results as a spreadsheet.
| Flag | Description |
|---|---|
--input required | Input |
--output | Output |
--ctr-model | Ctr model. Options: conservative,moderate,aggressive |
python search_volume_estimator.py --helpRun before creating content. Use the output to plan which terms to target, group into clusters, and prioritize by difficulty. Export to XLSX and share with your content team.
Deliver keyword research as a paid service. Run the tool on a client's niche, export results, and present clusters as a content roadmap. Charge $100-300 per research package.
Analyze what keywords competitors rank for that you're missing. Feed the output into your content calendar to close gaps systematically.
Combine with other tools for a complete workflow:
Requires: numpy, pandas. All included in requirements.txt.
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AAIO Inc — aaioinc.com/tools/search_volume_estimator/