Datasets:

serpchecker-fyi
/

serp-intelligence-benchmarks

id int64 1 20	keyword stringlengths 9 32	search_intent stringclasses 5 values	serp_visibility_score int64 82 92	search_intent_score int64 78 88	ranking_pattern_score int64 80 90	competitor_visibility_score int64 74 84	serp_feature_score int64 84 94	content_opportunity_score int64 76 90	overall_serp_intelligence_index int64 79 89	priority_action stringclasses 1 value	organic_results_score int64 82 92	featured_snippets_score int64 84 94	people_also_ask_score int64 78 88	local_pack_score int64 74 84	serp_feature_type stringclasses 5 values	notes stringlengths 19 29
1	best project management software	commercial	88	84	86	80	90	84	85	Competitor Visibility	88	90	84	80	featured-snippet	High competition SaaS keyword
2	how to lose weight fast	informational	86	82	84	78	88	90	85	Competitor Visibility	86	88	82	78	people-also-ask	Health informational cluster
3	plumber near me	local	84	80	82	76	86	82	82	Competitor Visibility	84	86	80	76	local-pack	High intent local query
4	buy running shoes online	transactional	90	86	88	82	92	86	87	Competitor Visibility	90	92	86	82	shopping-results	E-commerce transactional
5	what is machine learning	informational	88	84	86	80	90	88	86	Competitor Visibility	88	90	84	80	featured-snippet	Technical informational query
6	gmail login	navigational	82	78	80	74	84	76	79	Competitor Visibility	82	84	78	74	knowledge-panel	Brand navigational query
7	best restaurants london	local	86	82	84	78	88	84	84	Competitor Visibility	86	88	82	78	local-pack	Local discovery query
8	digital marketing course	commercial	88	84	86	80	90	86	86	Competitor Visibility	88	90	84	80	featured-snippet	Education commercial query
9	iphone vs samsung	commercial	90	86	88	82	92	88	88	Competitor Visibility	90	92	86	82	people-also-ask	Product comparison query
10	how to start a podcast	informational	86	82	84	78	88	90	85	Competitor Visibility	86	88	82	78	featured-snippet	How-to informational query
11	seo tools	commercial	92	88	90	84	94	88	89	Competitor Visibility	92	94	88	84	featured-snippet	High competition SEO query
12	web hosting comparison	commercial	88	84	86	80	90	86	86	Competitor Visibility	88	90	84	80	featured-snippet	Hosting comparison query
13	python tutorial beginners	informational	86	82	84	78	88	90	85	Competitor Visibility	86	88	82	78	featured-snippet	Technical tutorial query
14	best coffee shops near me	local	84	80	82	76	86	82	82	Competitor Visibility	84	86	80	76	local-pack	Local discovery query
15	content marketing strategy	informational	88	84	86	80	90	88	86	Competitor Visibility	88	90	84	80	featured-snippet	B2B informational query
16	amazon prime benefits	navigational	84	80	82	76	86	80	81	Competitor Visibility	84	86	80	76	knowledge-panel	Brand informational query
17	keyword research tools	commercial	90	86	88	82	92	88	88	Competitor Visibility	90	92	86	82	featured-snippet	SEO tool comparison
18	how to make sourdough bread	informational	86	82	84	78	88	90	85	Competitor Visibility	86	88	82	78	featured-snippet	Recipe how-to query
19	crm software for small business	commercial	88	84	86	80	90	86	86	Competitor Visibility	88	90	84	80	featured-snippet	B2B commercial query
20	yoga classes near me	local	86	82	84	78	88	84	84	Competitor Visibility	86	88	82	78	local-pack	Local service query

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 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
serp_visibility_score	integer	SERP visibility score (0-100)
search_intent_score	integer	Search intent score (0-100)
ranking_pattern_score	integer	Ranking pattern score (0-100)
competitor_visibility_score	integer	Competitor visibility score (0-100)
serp_feature_score	integer	SERP feature score (0-100)
content_opportunity_score	integer	Content opportunity score (0-100)
overall_serp_intelligence_index	integer	Overall SERP intelligence index (0-100)
priority_action	string	Lowest scoring signal to act on first
organic_results_score	integer	Organic results channel score
featured_snippets_score	integer	Featured snippets channel score
people_also_ask_score	integer	People Also Ask channel score
local_pack_score	integer	Local pack channel score
serp_feature_type	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

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

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