Long Tail Generator
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⚲ Keyword Research & SERP

Long-Tail Keyword Generator — Generate variations using NLP templates + embeddings.

v1.0 documentation

XLSX export
long_tail_generator.py65 lines4 paramsPython 3.8+
Quick start
1

Install

terminal
pip install -r requirements.txt
2

Run

terminal
python long_tail_generator.py --help
3

Export

Add --output report.xlsx to save results as a spreadsheet.

Parameters
FlagDescription
--seed requiredSeed
--alternativesAlternatives. Multiple values allowed
--use-embeddingsEnable use embeddings mode (flag, no value needed)
--outputOutput
help
python long_tail_generator.py --help
Use cases
Keyword strategy
Client research
Competitor intelligence

Run 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.

Dependencies

Requires: numpy, pandas, scikit-learn, sentence-transformers. All included in requirements.txt.

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AAIO Inc — aaioinc.com/tools/long_tail_generator/