Datasets:

deindexing-services
/

deindexing-automation-benchmarks

id int64 1 20	brand stringlengths 8 18	workflow stringclasses 6 values	deindex_score int64 80 90	removal_rate_score int64 78 84	review_issue_score int64 82 90	reputation_score int64 76 82	platform_coverage_score int64 82 90	workflow_score int64 80 84	overall_automation_index int64 81 85	priority_action stringclasses 2 values	google_search_score int64 80 90	bing_search_score int64 78 84	review_platforms_score int64 82 90	social_platforms_score int64 80 84	removal_type stringclasses 7 values	industry stringlengths 5 21	notes stringlengths 18 28
1	SaaS Brand	search-deindex	88	82	84	78	90	84	84	Reputation	88	82	84	84	Negative Search	Technology	Negative press deindexed
2	Restaurant	review-removal	84	80	88	76	82	82	82	Reputation	84	80	88	82	Fake Reviews	Food & Beverage	Coordinated review attack
3	Personal Brand	content-removal	86	84	82	80	84	82	83	Reputation	86	84	82	82	Defamatory Content	Personal Brand	Defamatory article removal
4	E-commerce	platform-removal	82	80	84	78	86	80	82	Reputation	82	80	84	80	Product Listing	Retail	Counterfeit listing removal
5	Law Firm	search-deindex	90	84	82	80	88	84	85	Reputation	90	84	82	84	Negative Search	Legal	Court record deindexing
6	Healthcare Clinic	review-removal	84	80	90	76	82	82	82	Reputation	84	80	90	82	Fake Reviews	Healthcare	Review attack managed
7	Tech Startup	content-removal	86	82	84	80	86	82	83	Reputation	86	82	84	82	Defamatory Content	Technology	Forum post removal
8	Creator Brand	full-workflow	84	80	86	78	84	82	82	Reputation	84	80	86	82	Multiple Types	Creator Economy	Full reputation workflow
9	Hospitality	review-removal	82	80	88	76	82	80	81	Reputation	82	80	88	80	Fake Reviews	Hospitality	Negative review cluster
10	Financial Services	search-deindex	90	82	82	80	88	84	84	Reputation	90	82	82	84	Negative Search	Finance	Outdated negative content
11	Education Platform	content-removal	86	82	84	80	84	82	83	Reputation	86	82	84	82	Defamatory Content	EdTech	Wikipedia false claim
12	Real Estate	platform-removal	84	80	82	78	86	82	82	Reputation	84	80	82	82	Listing Issue	Real Estate	False property listing
13	Beauty Brand	review-removal	82	80	86	78	82	80	81	Reputation	82	80	86	80	Fake Reviews	Beauty	Competitor review attack
14	Insurance Brand	search-deindex	88	82	82	80	86	82	83	Reputation	88	82	82	82	Negative Search	Insurance	Old claims ranking
15	Nonprofit	reputation-workflow	80	78	82	82	82	80	81	Removal Rate	80	78	82	80	Reputation Event	Nonprofit	Crisis reputation workflow
16	Digital Agency	content-removal	86	82	84	80	84	82	83	Reputation	86	82	84	82	Defamatory Content	Marketing	False client review removed
17	Retail Brand	review-removal	84	80	86	78	82	80	82	Reputation	84	80	86	80	Fake Reviews	Retail	Multi-platform review attack
18	Professional Brand	search-deindex	88	82	82	80	88	84	84	Reputation	88	82	82	84	Negative Search	Professional Services	LinkedIn negative post
19	B2B Consultancy	full-workflow	84	80	82	80	86	82	82	Reputation	84	80	82	82	Multiple Types	Consulting	Full deindexing workflow
20	Tech Agency	reputation-workflow	86	82	84	82	84	82	83	Reputation	86	82	84	82	Reputation Event	Technology	Reputation recovery workflow

Deindexing Automation Engine Benchmarks

Benchmark dataset of 20 deindexing automation cases with individual scores for deindex strength, removal rate, review issue handling, reputation health, platform coverage, and workflow efficiency across major removal types and industries.

Built by Deindexing.Services.

Dataset Description

This dataset contains benchmark data for the Deindexing Automation Engine — an automation engine for managing search deindexing, content removal requests, review issues, and online reputation workflows across major platforms.

Columns

Column	Type	Description
id	integer	Case ID
brand	string	Brand or individual name
workflow	string	Deindexing workflow type
deindex_score	integer	Deindexing request strength score (0-100)
removal_rate_score	integer	Content removal approval rate (0-100)
review_issue_score	integer	Review dispute strength score (0-100)
reputation_score	integer	Online reputation health score (0-100)
platform_coverage_score	integer	Platform removal channel coverage (0-100)
workflow_score	integer	Automation workflow efficiency score (0-100)
overall_automation_index	integer	Overall automation index (0-100)
priority_action	string	Lowest scoring signal to act on first
google_search_score	integer	Google Search channel score
bing_search_score	integer	Bing Search channel score
review_platforms_score	integer	Review platforms channel score
social_platforms_score	integer	Social platforms channel score
removal_type	string	Primary content removal type
industry	string	Industry category
notes	string	Workflow notes

Workflow Types

Workflow	Description
search-deindex	Search engine deindexing request automation
content-removal	Content removal request submission and tracking
review-removal	Fake review and review attack dispute workflows
reputation-workflow	Online reputation monitoring and intervention
platform-removal	Platform-specific content removal workflows
full-workflow	Complete deindexing and reputation automation

Score Interpretation

Score	Status	Action
0-30	Critical	Immediate deindexing intervention required
31-60	At Risk	Significant workflow improvements needed
61-80	Healthy	On track — optimise and expand workflows
81-100	Excellent	Strong automation — scale deindexing coverage

Usage

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

Citation

Deindexing.Services. (2026). Deindexing Automation Engine. Zenodo. https://doi.org/10.5281/zenodo.22671557

Links

Platform	URL
Website	https://deindexing.services
GitHub	https://github.com/deindexing-services/deindexing-automation-engine
NPM	https://npmjs.com/package/@deindexing-services/deindexing-automation-engine
PyPI	https://pypi.org/project/deindexing-automation-engine
Zenodo	https://doi.org/10.5281/zenodo.22671557
Kaggle	https://www.kaggle.com/datasets/deindexingservices/deindexing-automation-benchmarks
Medium	https://medium.com/@deindexing-services
Quora	https://www.quora.com/profile/Deindexing-Services
Pinterest	https://www.pinterest.com/deindexingservies/

License

MIT — Deindexing.Services

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9.34 kB