# Singular vs fraud0 Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Singular excels in its reporting capabilities, with users appreciating how it simplifies install, click, and revenue attributions. This ease of use is a significant advantage for teams looking to streamline their analytics processes.
- **Users say** that fraud0 stands out for its real-time bot detection and seamless integration, which significantly enhances ad campaign efficiency. Reviewers highlight its ability to effectively eliminate fraudulent traffic, making it a strong contender for those prioritizing fraud prevention.
- **According to verified reviews** , Singular has a larger user base, reflected in its total number of reviews. This suggests a broader range of experiences, with many users praising its comprehensive fraud management suite, which has helped them reduce fraud significantly.
- **Reviewers mention** that while fraud0 has a higher star rating, its smaller number of reviews may limit the reliability of this score. However, users consistently highlight its user-friendly interface and powerful insights, which help combat ad fraud effectively.
- **G2 reviewers note** that Singular&#39;s implementation process is generally straightforward, but some users have reported challenges in matching specific workflow needs. In contrast, fraud0 users appreciate its intuitive design, which makes monitoring campaigns quick and easy.
- **Users say** that while Singular offers a free entry-level price, fraud0&#39;s premium features are often seen as worth the investment due to their effectiveness in providing actionable insights and robust fraud detection capabilities.



| | Singular | fraud0 | 
|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.9 out of 5 | 
| **Total Reviews** | 509 | 66 | 
| **Largest Market Segment** | Mid-Market (53.8% of reviews) | Small-Business (49.2% of reviews) | 
| **Entry Level Price** | Free | No pricing available | 

---
## Top Pros & Cons

### Singular

Pros:
- Customer Support (80 reviews)
- Ease of Use (64 reviews)

Cons:
- Poor Interface Design (18 reviews)
- Poor UI (18 reviews)

### fraud0

Pros:
- Insights (4 reviews)
- Click Fraud Prevention (2 reviews)


---
## Ratings Comparison
| Rating | Singular | fraud0 | 
|---|---|---|
  | **Meets Requirements** | 8.8 (419 reviews) | 9.6 (44 reviews) | 
  | **Ease of Use** | 8.7 (426 reviews) | 9.7 (44 reviews) | 
  | **Ease of Setup** | 8.4 (270 reviews) | 9.4 (27 reviews) | 
  | **Ease of Admin** | 8.9 (179 reviews) | 9.6 (23 reviews) | 
  | **Quality of Support** | 9.4 (417 reviews) | 9.8 (44 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.2 (185 reviews) | 9.8 (22 reviews) | 
  | **Product Direction (% positive)** | 9.1 (400 reviews) | 9.7 (43 reviews) | 

---
## Pricing

### Singular

#### Entry-Level Pricing

Plan: Free

Price: Free

Description: Ideal for teams in the early stages of building their customer bases and user journeys who need a holistic data collection, standardization and measurement tool.

Key Features:
- 15,000 paid conversions
- Best-in-class Mobile Attribution
- Superior ROI Analytics

[Browse all 3 editions](https://www.g2.com/products/singular/pricing)

#### Free Trial

Yes

### fraud0

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Mobile App Analytics

| Product | Score | Reviews |
|---|---|---|
| **Singular** | 8.4/10 | 205 |
| **fraud0** | N/A | N/A |

#### User Identification

| Feature | Singular | fraud0 | 
|---|---|---|
| **Demographics** | Feature Not Available | Not enough data | 
| **User Segmentation** | 8.3 (164 reviews) | Not enough data | 
| **Geolocation** | 8.6 (165 reviews) | Not enough data | 

#### Tracking &amp; Reporting

| Feature | Singular | fraud0 | 
|---|---|---|
| **Custom Event Tracking** | 9.0 (182 reviews) | Not enough data | 
| **Real-Time Insights** | 8.0 (172 reviews) | Not enough data | 
| **Attribution** | 8.9 (185 reviews) | Not enough data | 
| **Dashboard** | 8.6 (189 reviews) | Not enough data | 
| **User Path Tracking** | 8.1 (129 reviews) | Not enough data | 
| **User Activity History** | 8.0 (113 reviews) | Not enough data | 

#### Metrics

| Feature | Singular | fraud0 | 
|---|---|---|
| **Engagement** | 8.4 (150 reviews) | Not enough data | 
| **Exit Tracking** | Feature Not Available | Not enough data | 
| **Retention** | 8.3 (151 reviews) | Not enough data | 
| **Return** | 8.3 (144 reviews) | Not enough data | 
| **Conversions** | 8.9 (158 reviews) | Not enough data | 

### Creative Management Platforms

| Product | Score | Reviews |
|---|---|---|
| **Singular** | 5.6/10 | 8 |
| **fraud0** | N/A | N/A |

#### Authoring Tools

| Feature | Singular | fraud0 | 
|---|---|---|
| **Ad Templates** | 5.4 (8 reviews) | Not enough data | 
| **HTML5 Authoring** | 5.2 (8 reviews) | Not enough data | 
| **Automated Ad Creation** | 4.5 (7 reviews) | Not enough data | 
| **Lanugage Translation** | 5.7 (7 reviews) | Not enough data | 

#### Agentic AI - Creative Management Platforms

| Feature | Singular | fraud0 | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

#### Testing Tools

| Feature | Singular | fraud0 | 
|---|---|---|
| **Dynamic Versioning** | 6.7 (8 reviews) | Not enough data | 
| **A/B Testing ** | 6.3 (8 reviews) | Not enough data | 

#### Publishing Tools

| Feature | Singular | fraud0 | 
|---|---|---|
| **Demand Side Platform Built-in** | 5.4 (8 reviews) | Not enough data | 
| **Demand Side Platform Integration** | 6.9 (8 reviews) | Not enough data | 
| **Campaign Scheduling** | 4.3 (7 reviews) | Not enough data | 

### Click Fraud

| Product | Score | Reviews |
|---|---|---|
| **Singular** | 8.1/10 | 50 |
| **fraud0** | 9.5/10 | 19 |

#### Trading

| Feature | Singular | fraud0 | 
|---|---|---|
| **Keyword Tracking** | 7.2 (40 reviews) | 9.4 (17 reviews) | 
| **Refund Management** | 7.4 (31 reviews) | 9.5 (17 reviews) | 
| **Integrations** | 8.7 (46 reviews) | 9.4 (17 reviews) | 

#### Threat Detection

| Feature | Singular | fraud0 | 
|---|---|---|
| **Account Alerts** | 7.9 (40 reviews) | 9.5 (17 reviews) | 
| **Threat Detection** | 8.3 (38 reviews) | 9.6 (19 reviews) | 
| **IP Address Monitoring** | 8.1 (37 reviews) | 9.5 (16 reviews) | 
| **Rules** | 8.4 (36 reviews) | 9.5 (16 reviews) | 

#### Blocking

| Feature | Singular | fraud0 | 
|---|---|---|
| **Manual IP Blocking** | 8.2 (34 reviews) | 9.8 (14 reviews) | 
| **Automated IP Blocking** | 8.2 (37 reviews) | 9.4 (15 reviews) | 
| **Cross-Campaign Blocking** | 8.2 (34 reviews) | 9.4 (18 reviews) | 

#### Agentic AI - Click Fraud

| Feature | Singular | fraud0 | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Singular** | 8.7/10 | 84 |
| **fraud0** | N/A | N/A |

#### Management

| Feature | Singular | fraud0 | 
|---|---|---|
| **Reporting** | 8.7 (79 reviews) | Not enough data | 
| **Auditing** | 8.3 (72 reviews) | Not enough data | 

#### Functionality

| Feature | Singular | fraud0 | 
|---|---|---|
| **Extraction** | 8.7 (69 reviews) | Not enough data | 
| **Transformation** | 8.4 (65 reviews) | Not enough data | 
| **Loading** | 8.5 (70 reviews) | Not enough data | 
| **Automation** | 8.9 (67 reviews) | Not enough data | 
| **Scalability** | 8.9 (68 reviews) | Not enough data | 

### Mobile Attribution

| Product | Score | Reviews |
|---|---|---|
| **Singular** | 8.2/10 | 240 |
| **fraud0** | N/A | N/A |

#### Platform Basics

| Feature | Singular | fraud0 | 
|---|---|---|
| **Attribution Windows** | 8.9 (220 reviews) | Not enough data | 
| **Retargeting Attribution** | 8.5 (191 reviews) | Not enough data | 
| **Validation Rules** | 8.6 (185 reviews) | Not enough data | 
| **Cross-platform attribution** | 8.8 (191 reviews) | Not enough data | 
| **Fraud Detection** | 8.5 (189 reviews) | Not enough data | 
| **Post-Fraud Attribution** | 8.5 (166 reviews) | Not enough data | 

#### Platform Data

| Feature | Singular | fraud0 | 
|---|---|---|
| **Uninstall Metrics** | 8.1 (184 reviews) | Not enough data | 
| **Retention Metrics** | 8.4 (198 reviews) | Not enough data | 
| **Analytics Dashboard** | 8.7 (220 reviews) | Not enough data | 
| **Cross-channel insights** | 8.6 (200 reviews) | Not enough data | 
| **Custom Dashboards** | 8.7 (196 reviews) | Not enough data | 
| **Data Segmentation** | 8.6 (186 reviews) | Not enough data | 

#### Agentic AI - Value Selling Tools

| Feature | Singular | fraud0 | 
|---|---|---|
| **Autonomous Task Execution** | 7.5 (26 reviews) | Not enough data | 
| **Cross-system Integration** | 7.6 (28 reviews) | Not enough data | 
| **Adaptive Learning** | 7.1 (26 reviews) | Not enough data | 
| **Natural Language Interaction** | 7.3 (25 reviews) | Not enough data | 
| **Proactive Assistance** | 7.2 (27 reviews) | Not enough data | 
| **Decision Making** | 7.9 (28 reviews) | Not enough data | 

### Marketing Analytics

| Product | Score | Reviews |
|---|---|---|
| **Singular** | 8.0/10 | 291 |
| **fraud0** | N/A | N/A |

#### Marketing Operations

| Feature | Singular | fraud0 | 
|---|---|---|
| **ROI Tracking** | 8.6 (247 reviews) ✓ Verified | Not enough data | 
| **Data Collection** | 8.9 (266 reviews) ✓ Verified | Not enough data | 
| **Customer Insights** | 7.8 (219 reviews) ✓ Verified | Not enough data | 
| **Multi-User Access** | 9.1 (245 reviews) ✓ Verified | Not enough data | 
| **Spend Management** | 8.6 (210 reviews) | Not enough data | 
| **White Label** | Feature Not Available | Not enough data | 

#### Campaign Activity

| Feature | Singular | fraud0 | 
|---|---|---|
| **Campaign Insights** | 8.7 (254 reviews) ✓ Verified | Not enough data | 
| **Reports and Dashboards** | 8.7 (274 reviews) ✓ Verified | Not enough data | 
| **Campaign Stickiness** | 8.0 (211 reviews) ✓ Verified | Not enough data | 
| **Multichannel Tracking** | 8.7 (236 reviews) ✓ Verified | Not enough data | 
| **Brand Optimization** | 7.6 (200 reviews) ✓ Verified | Not enough data | 
| **Predictive Analytics** | 6.9 (184 reviews) | Not enough data | 

#### Agentic AI - Marketing Analytics

| Feature | Singular | fraud0 | 
|---|---|---|
| **Autonomous Task Execution** | 6.0 (24 reviews) | Not enough data | 
| **Cross-system Integration** | 7.4 (30 reviews) | Not enough data | 
| **Proactive Assistance** | 6.5 (24 reviews) | Not enough data | 

### API Management

| Product | Score | Reviews |
|---|---|---|
| **Singular** | 8.3/10 | 33 |
| **fraud0** | N/A | N/A |

#### API Construction

| Feature | Singular | fraud0 | 
|---|---|---|
| **API Testing** | 8.1 (30 reviews) | Not enough data | 
| **Data Security** | 8.2 (29 reviews) | Not enough data | 
| **Orchestration** | 8.9 (31 reviews) | Not enough data | 
| **Scalability** | 8.6 (32 reviews) | Not enough data | 

#### API Management

| Feature | Singular | fraud0 | 
|---|---|---|
| **Traffic Control** | 8.2 (29 reviews) | Not enough data | 
| **Logs/Documentation** | 8.3 (29 reviews) | Not enough data | 
| **API Monitoring** | 8.0 (30 reviews) | Not enough data | 
| **Monetization** | 7.8 (28 reviews) | Not enough data | 
| **Gateway** | 7.9 (28 reviews) | Not enough data | 

#### Data Integration

| Feature | Singular | fraud0 | 
|---|---|---|
| **App Integration** | 9.0 (28 reviews) | Not enough data | 
| **Data Transformation** | 8.9 (28 reviews) | Not enough data | 
| **Plugins** | 8.0 (26 reviews) | Not enough data | 

### Smart Link

| Product | Score | Reviews |
|---|---|---|
| **Singular** | 8.4/10 | 10 |
| **fraud0** | N/A | N/A |

#### Audience Targeting

| Feature | Singular | fraud0 | 
|---|---|---|
| **Geographic Targeting** | 5.4 (8 reviews) | Not enough data | 
| **Device/OS Targeting** | 8.1 (8 reviews) | Not enough data | 
| **Retargeting** | 7.7 (8 reviews) | Not enough data | 

#### Analytics

| Feature | Singular | fraud0 | 
|---|---|---|
| **Digital Analytics** | 9.8 (8 reviews) | Not enough data | 
| **Attribution** | 9.5 (10 reviews) | Not enough data | 
| **Data Sharing and Exporting** | 9.8 (7 reviews) | Not enough data | 

#### Agentic AI - Business Continuity Management

| Feature | Singular | fraud0 | 
|---|---|---|
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 

### Mobile Analytics

| Product | Score | Reviews |
|---|---|---|
| **Singular** | 8.5/10 | 164 |
| **fraud0** | N/A | N/A |

#### Metrics

| Feature | Singular | fraud0 | 
|---|---|---|
| **Engagement** | 8.4 (150 reviews) | Not enough data | 
| **Exit Tracking** | Feature Not Available | Not enough data | 
| **Retention** | 8.3 (151 reviews) | Not enough data | 
| **Return** | 8.3 (144 reviews) | Not enough data | 
| **Conversions** | 8.9 (158 reviews) | Not enough data | 

---
## Categories
**Shared Categories (1):** [Click Fraud Software](https://www.g2.com/categories/click-fraud)

**Unique to Singular (7):** [Mobile Attribution Platforms](https://www.g2.com/categories/mobile-attribution), [Creative Management Platforms](https://www.g2.com/categories/creative-management-platforms), [ETL Tools](https://www.g2.com/categories/etl-tools), [API Management Tools](https://www.g2.com/categories/api-management), [Marketing Analytics Software](https://www.g2.com/categories/marketing-analytics), [Mobile App Analytics Tools](https://www.g2.com/categories/mobile-app-analytics), [Smart Link Software](https://www.g2.com/categories/smart-link)



---
## Reviewer Demographics

### By Company Size

| Segment | Singular | fraud0 | 
|---|---|---|
| **Small-Business** | 26.7% | 49.2% | 
| **Mid-Market** | 53.8% | 40.0% | 
| **Enterprise** | 19.5% | 10.8% | 

### By Industry

#### Singular

- **Computer Games:** 25.6%
- **Financial Services:** 11.3%
- **Marketing and Advertising:** 10.8%
- **Entertainment:** 9.8%
- **Retail:** 5.2%
- **Gambling &amp; Casinos:** 3.8%
- **Information Technology and Services:** 3.5%
- **Computer Software:** 2.5%
- **Health, Wellness and Fitness:** 2.3%
- **Consumer Services:** 1.9%
- **Other:** 23.3%

#### fraud0

- **Marketing and Advertising:** 13.8%
- **Information Technology and Services:** 12.3%
- **Computer Software:** 9.2%
- **Education Management:** 3.1%
- **E-Learning:** 3.1%
- **Consumer Services:** 3.1%
- **Environmental Services:** 3.1%
- **Consumer Electronics:** 3.1%
- **Human Resources:** 3.1%
- **Automotive:** 3.1%
- **Other:** 43.1%

---
## Alternatives

### Alternatives to Singular

- [AppsFlyer](https://www.g2.com/products/appsflyer/reviews) — 4.5/5 stars (713 reviews)
- [Kochava](https://www.g2.com/products/kochava/reviews) — 4.1/5 stars (136 reviews)
- [Adjust](https://www.g2.com/products/adjust/reviews) — 4.7/5 stars (707 reviews)
- [Branch](https://www.g2.com/products/branch/reviews) — 4.4/5 stars (453 reviews)
- [CleverTap](https://www.g2.com/products/clevertap/reviews) — 4.6/5 stars (651 reviews)
- [Mixpanel](https://www.g2.com/products/mixpanel/reviews) — 4.5/5 stars (1288 reviews)
- [Amplitude Analytics](https://www.g2.com/products/amplitude-analytics/reviews) — 4.5/5 stars (2870 reviews)
- [Google Analytics](https://www.g2.com/products/google-analytics/reviews) — 4.5/5 stars (6820 reviews)
- [MoEngage](https://www.g2.com/products/moengage/reviews) — 4.5/5 stars (523 reviews)
- [Supermetrics](https://www.g2.com/products/supermetrics/reviews) — 4.4/5 stars (822 reviews)

### Alternatives to fraud0

- [AppsFlyer](https://www.g2.com/products/appsflyer/reviews) — 4.5/5 stars (713 reviews)
- [Lunio](https://www.g2.com/products/lunio/reviews) — 4.6/5 stars (145 reviews)
- [Adjust](https://www.g2.com/products/adjust/reviews) — 4.7/5 stars (707 reviews)
- [ClickCease](https://www.g2.com/products/clickcease/reviews) — 4.6/5 stars (112 reviews)
- [CHEQ](https://www.g2.com/products/cheq/reviews) — 4.8/5 stars (64 reviews)
- [Kochava](https://www.g2.com/products/kochava/reviews) — 4.1/5 stars (136 reviews)
- [Trackier](https://www.g2.com/products/trackier/reviews) — 4.7/5 stars (127 reviews)
- [IPQS](https://www.g2.com/products/ipqs/reviews) — 4.6/5 stars (113 reviews)
- [ClickGUARD](https://www.g2.com/products/clickguard/reviews) — 4.7/5 stars (30 reviews)
- [ClickPatrol](https://www.g2.com/products/clickpatrol/reviews) — 4.9/5 stars (69 reviews)

---
## Top Discussions

### Singular

- Title: [What are the new features and preparations for the Cookieless future?](https://www.g2.com/discussions/what-are-the-new-features-and-preparations-for-the-cookieless-future) — 1 comment, 1 upvote
  > **Top comment:** "Yes it is possible to retrieve your stolen bitcoins. I never believed in bitcoin recovery because I was made to understand that it is not possible. But..."
- Title: [What is the benchmark you usually define for Install Validation fraud percentage with your affilliate partners?](https://www.g2.com/discussions/what-is-the-benchmark-you-usually-define-for-install-validation-fraud-percentage-with-your-affilliate-partners) — 1 comment, 1 upvote *(includes official response)*
  > **Top comment:** "Fraud is constantly evolving and it&#39;s highly dependant on the markets in which your business operates. Our customer success team advises their customers on..."
- Title: [How can Singular help on media planning and forecast?](https://www.g2.com/discussions/15555-how-can-singular-help-on-media-planning-and-forecast) — 1 comment, 1 upvote *(includes official response)*
  > **Top comment:** "Singular provides marketers with visibility into True ROI for marketing campaigns so you can make better decisions about which media sources are driving..."

### fraud0

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/singular-vs-fraud0)

