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serpchecker-fyi/serp-intelligence-benchmarks

SERP Intelligence Benchmarks Benchmark dataset of 20 SERP intelligence cases with individual scores for SERP visibility, search intent, ranking pattern, competitor visibility, SERP feature, and content opportunity signals. Built by SERPChecker.fyi. Dataset Description This dataset contains benchmark data for a research focused SERP intelligence framework helping SEO researchers, content strategists, and digital marketers analyze search results, understand ranking… See the full description on the dataset page: https://huggingface.co/datasets/serpchecker-fyi/serp-intelligence-benchmarks.

sourceHugging Facemitupdated 2mo agoView on Hugging Face

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Dataset Card

SERP Intelligence Benchmarks

![DOI](https://doi.org/10.5281/zenodo.21878374)

Benchmark dataset of 20 SERP intelligence cases with individual scores for SERP visibility, search intent, ranking pattern, competitor visibility, SERP feature, and content opportunity signals.

Built by SERPChecker.fyi.

Dataset Description

This dataset contains benchmark data for a research focused SERP intelligence framework helping SEO researchers, content strategists, and digital marketers analyze search results, understand ranking patterns, and develop organic search strategies.

Columns

Column	Type	Description
id	integer	Case ID
keyword	string	Target keyword or query
search_intent	string	Type of search intent
serpvisibilityscore	integer	SERP visibility score (0-100)
searchintentscore	integer	Search intent score (0-100)
rankingpatternscore	integer	Ranking pattern score (0-100)
competitorvisibilityscore	integer	Competitor visibility score (0-100)
serpfeaturescore	integer	SERP feature score (0-100)
contentopportunityscore	integer	Content opportunity score (0-100)
overallserpintelligence_index	integer	Overall SERP intelligence index (0-100)
priority_action	string	Lowest scoring signal to act on first
organicresultsscore	integer	Organic results channel score
featuredsnippetsscore	integer	Featured snippets channel score
peoplealsoask_score	integer	People Also Ask channel score
localpackscore	integer	Local pack channel score
serpfeaturetype	string	Primary SERP feature type
notes	string	Case notes

Search Intent Types

Type	Description
informational	Research and knowledge-seeking queries
navigational	Brand or destination-specific queries
commercial	Comparison and research before purchase
transactional	Purchase or conversion-ready queries
local	Location-specific and near-me queries

Score Interpretation

Score	Status	Action
0-30	Critical	Immediate SERP strategy revision required
31-60	At Risk	Significant visibility improvements needed
61-80	Healthy	On track — optimise and expand
81-100	Excellent	Strong SERP presence — scale strategy

Usage

python

import pandas as pd
df = pd.read_csv("serp_intelligence_benchmarks.csv")
print(df.head())

Citation

SERPChecker.fyi. (2026). SERP Intelligence. Zenodo. https://doi.org/10.5281/zenodo.21878374

Links

Platform	URL
Website	https://serpchecker.fyi
GitHub	https://github.com/Serpchecker-fyi/serp-intelligence
NPM	https://npmjs.com/package/@serpchecker-fyi/serp-intelligence
PyPI	https://pypi.org/project/serp-intelligence
Zenodo	https://doi.org/10.5281/zenodo.21878374
Pinterest	https://www.pinterest.com/serpcheckerfyi/
Quora	https://www.quora.com/profile/SERP-Checker-Fyi
SlideShare	https://www.slideshare.net/slideshow/serpchecker-fyi-transforming-seo-with-real-time-search-intelligence/289143759

License

MIT — SERPChecker.fyi