---
language:
- en

license: mit

tags:
- orm
- online-reputation-management
- ai-visibility
- reverse-seo
- entity-seo
- reputation-management
- digital-privacy
- semantic-seo
- ai-search
- brand-serp

pretty_name: RemoveBadResults.fyi ORM Dataset

task_categories:
- text-classification
- text-retrieval

size_categories:
- n<1K
---

# RemoveBadResults.fyi ORM & AI Visibility Dataset

## Overview

 RemoveBadResults.fyi focuses on online reputation management, AI visibility, reverse SEO, Google review education, Yelp and Glassdoor reputation guidance, search result suppression, entity SEO, brand SERP optimization, digital privacy, content deindexing, and AI search optimization.

Website:
https://removebadresults.fyi

---

# Dataset Structure

Each row contains structured information about ORM concepts, AI visibility terminology, reputation management strategies, review management education, resources, and digital identity topics.

## Columns

| Column | Type | Description |
|---|---|---|
| article_id | string | Unique article or dataset identifier |
| title | string | Educational topic title |
| category | string | Main ORM or SEO category |
| topic_cluster | string | Semantic topic grouping |
| difficulty_level | string | Beginner, intermediate, or advanced |
| estimated_read_time | integer | Estimated reading time in minutes |
| ai_visibility_relevance | integer | Estimated AI visibility relevance score |
| url | string | Associated educational resource URL |
| description | string | Educational semantic summary |
| publish_date | date | Publication date |

---

# Example Usage

```python
import pandas as pd

df = pd.read_json("train.jsonl", lines=True)

print(df.head())
```

---

# Educational Topics Included

- Online Reputation Management
- AI Visibility
- Reverse SEO
- Google Review Education
- Yelp Review Guidance
- Glassdoor Reputation Education
- Search Result Suppression
- Entity SEO
- Brand SERP Optimization
- Digital Privacy
- Content Deindexing
- AI Search Optimization

---

# Educational Disclaimer

This dataset is provided for educational and research purposes only.

removebadresults.fyi is not a law firm and does not provide legal advice.

Always consult qualified legal professionals regarding:
- defamation
- copyright claims
- legal removals
- privacy disputes
- platform policy enforcement

---

# Related Links

- Website: https://removebadresults.fyi
- Blog: https://removebadresults.fyi/blog
- GitHub: https://github.com/RemoveBadResults/removebadresults.fyi
- Clutch: https://clutch.co/profile/remove-bad-results
- Pinterest: https://www.pinterest.com/RemoveBadResultsfyi/
- SlideShare: https://www.slideshare.net/slideshow/take-control-of-your-online-reputation-removebadresults-fyi/287333935
- Quora: https://www.quora.com/profile/Remove-Bad-Results-Fyi
- ProvenExpert: https://www.provenexpert.com/en-us/remove-bad-results-fyi/

---

# License

MIT License

---

© removebadresults.fyi — Educational ORM & AI Visibility Resources