# IPQS vs Sift Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Sift excels in user experience, with many praising its **intuitive interface** and seamless integration with various applications. Users appreciate how easy it is to navigate and input information, which significantly enhances their workflow.
- **Users say** that while both Sift and IPQS have similar star ratings, Sift&#39;s overall G2 Score is notably higher, indicating a stronger level of satisfaction among its users. This is reflected in the volume of recent reviews, where Sift received 42 compared to IPQS&#39;s single review, suggesting a more active and engaged user base.
- **Reviewers mention** that Sift&#39;s implementation process is particularly smooth, with users highlighting the **easy initial setup** that allows for quick onboarding. In contrast, IPQS, while effective, does not receive the same level of praise for setup ease, which may pose challenges for new users.
- **According to verified reviews** , Sift&#39;s real-time monitoring capabilities are highly regarded, with users noting the effectiveness of its fraud detection features. They appreciate the ability to view fraud reports and verify scores easily, which is crucial for maintaining security in transactions.
- **Users highlight** that IPQS shines in its detailed IP metrics and reputation status features, making it a valuable tool for detecting VPNs and proxies. However, some users feel that Sift&#39;s broader range of fraud detection tools provides a more comprehensive solution for e-commerce businesses.
- **Reviewers note** that while both products offer quality support, Sift&#39;s overall support experience is slightly less favorable compared to IPQS. Users of IPQS have reported a more positive partnership experience, indicating that they feel more supported in their fraud prevention efforts.



| | IPQS | Sift | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 113 | 610 | 
| **Largest Market Segment** | Small-Business (63.7% of reviews) | Mid-Market (56.8% of reviews) | 
| **Entry Level Price** | No pricing available | $$ | 

---
## Top Pros & Cons

### IPQS

Pros:
- Accuracy (8 reviews)
- Accuracy of Information (8 reviews)

Cons:
- Expensive (7 reviews)
- Slow Loading (5 reviews)

### Sift

Pros:
- Ease of Use (71 reviews)
- Fraud Prevention (71 reviews)

Cons:
- Inaccuracy (29 reviews)
- Lack of Clarity (20 reviews)

---
## Ratings Comparison
| Rating | IPQS | Sift | 
|---|---|---|
  | **Meets Requirements** | 9.1 (112 reviews) | 9.0 (550 reviews) | 
  | **Ease of Use** | 9.2 (112 reviews) | 9.0 (561 reviews) | 
  | **Ease of Setup** | 8.9 (85 reviews) | 9.0 (387 reviews) | 
  | **Ease of Admin** | 9.1 (77 reviews) | 9.0 (193 reviews) | 
  | **Quality of Support** | 9.1 (108 reviews) | 9.0 (502 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.3 (77 reviews) | 8.9 (191 reviews) | 
  | **Product Direction (% positive)** | 9.3 (111 reviews) | 9.4 (534 reviews) | 

---
## Pricing

### IPQS

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Sift

#### Entry-Level Pricing

Plan: Volume-based pricing

Price: $$

Description: Volume-based pricing.


[Learn more about Sift](https://www.g2.com/products/sift-s-ai-powered-fraud-decisioning-platform-sift/reviews)

#### Free Trial

No

---
## Features Comparison By Category

### Fraud Detection

| Product | Score | Reviews |
|---|---|---|
| **IPQS** | 8.9/10 | 87 |
| **Sift** | 8.8/10 | 475 |

#### Detection

| Feature | IPQS | Sift | 
|---|---|---|
| **Payment Verification** | 9.1 (75 reviews) | Feature Not Available | 
| **Bot Mitigation** | 9.0 (59 reviews) | Feature Not Available | 
| **Real-Time Monitoring** | 8.7 (82 reviews) | 9.0 (427 reviews) | 
| **Alerts** | 8.8 (75 reviews) | 8.8 (413 reviews) | 

#### Analysis 

| Feature | IPQS | Sift | 
|---|---|---|
| **ID Analytics** | 8.7 (78 reviews) | 8.9 (416 reviews) | 
| **Intelligence Reporting** | 8.6 (79 reviews) | 8.9 (417 reviews) | 
| **Incident Reports** | 8.7 (75 reviews) | 8.7 (407 reviews) | 

#### Administration

| Feature | IPQS | Sift | 
|---|---|---|
| **Fraud Markers** | 9.2 (83 reviews) | 9.1 (416 reviews) | 
| **Transaction Scoring** | 8.7 (74 reviews) | 8.9 (419 reviews) | 
| **Blacklisting** | 9.0 (75 reviews) | 8.8 (413 reviews) | 

#### Agentic AI - Fraud Detection

| Feature | IPQS | Sift | 
|---|---|---|
| **Cross-system Integration** | Not enough data | 8.7 (83 reviews) | 
| **Adaptive Learning** | Not enough data | 8.7 (77 reviews) | 
| **Decision Making** | Not enough data | 9.0 (83 reviews) | 

### Click Fraud

| Product | Score | Reviews |
|---|---|---|
| **IPQS** | 8.8/10 | 22 |
| **Sift** | N/A | N/A |

#### Trading

| Feature | IPQS | Sift | 
|---|---|---|
| **Keyword Tracking** | 8.4 (15 reviews) | Not enough data | 
| **Refund Management** | 8.7 (15 reviews) | Not enough data | 
| **Integrations** | 8.9 (18 reviews) | Not enough data | 

#### Threat Detection

| Feature | IPQS | Sift | 
|---|---|---|
| **Account Alerts** | 8.8 (15 reviews) | Not enough data | 
| **Threat Detection** | 8.9 (18 reviews) | Not enough data | 
| **IP Address Monitoring** | 9.1 (22 reviews) | Not enough data | 
| **Rules** | Feature Not Available | Not enough data | 

#### Blocking

| Feature | IPQS | Sift | 
|---|---|---|
| **Manual IP Blocking** | 8.8 (17 reviews) | Not enough data | 
| **Automated IP Blocking** | 8.9 (20 reviews) | Not enough data | 
| **Cross-Campaign Blocking** | 8.3 (15 reviews) | Not enough data | 

#### Agentic AI - Click Fraud

| Feature | IPQS | Sift | 
|---|---|---|
| **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 | 

### Risk-Based Authentication (RBA)

| Product | Score | Reviews |
|---|---|---|
| **IPQS** | N/A | N/A |
| **Sift** | 9.0/10 | 193 |

#### Administration

| Feature | IPQS | Sift | 
|---|---|---|
| **Bi-Directional Identity Synchronization** | Not enough data | Feature Not Available | 
| **Policy Management** | Not enough data | 8.9 (174 reviews) | 
| **Cloud Directory** | Not enough data | Feature Not Available | 
| **Application Integrations** | Not enough data | 9.1 (72 reviews) | 

### Email Verification

| Product | Score | Reviews |
|---|---|---|
| **IPQS** | 7.5/10 | 14 |
| **Sift** | N/A | N/A |

#### Generative AI

| Feature | IPQS | Sift | 
|---|---|---|
| **AI Text Generation** | 7.7 (14 reviews) | Not enough data | 
| **AI Text-to-Speech** | 7.3 (14 reviews) | Not enough data | 

#### Agentic AI - Email Verification

| Feature | IPQS | Sift | 
|---|---|---|
| **Decision Making** | Not enough data | Not enough data | 

### Phone Verification

| Product | Score | Reviews |
|---|---|---|
| **IPQS** | 8.7/10 | 17 |
| **Sift** | N/A | N/A |

#### Platform Basics - Phone Verification

| Feature | IPQS | Sift | 
|---|---|---|
| **Accuracy** | 8.8 (17 reviews) | Not enough data | 
| **Call Screening** | 8.2 (17 reviews) | Not enough data | 
| **Scalability** | 8.6 (17 reviews) | Not enough data | 
| **Security Measures** | 8.6 (17 reviews) | Not enough data | 
| **Reliable Delivery** | 8.8 (17 reviews) | Not enough data | 
| **Customizable Workflows** | 8.8 (17 reviews) | Not enough data | 

#### Additional Features - Phone Verification

| Feature | IPQS | Sift | 
|---|---|---|
| **Integration Abilities** | 8.7 (17 reviews) | Not enough data | 
| **Compliance with Regulations** | 8.8 (17 reviews) | Not enough data | 
| **Reporting and Analytics** | 9.3 (17 reviews) | Not enough data | 

#### Agentic AI - Phone Verification

| Feature | IPQS | Sift | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 

### Accounting &amp; Finance

| Product | Score | Reviews |
|---|---|---|
| **IPQS** | N/A | N/A |
| **Sift** | N/A | N/A |

#### Agentic AI - Accounting &amp; Finance

| Feature | IPQS | Sift | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 

### Financial Fraud Prevention

| Product | Score | Reviews |
|---|---|---|
| **IPQS** | N/A | N/A |
| **Sift** | 8.9/10 | 23 |

#### Transaction Monitoring - Financial Fraud Prevention

| Feature | IPQS | Sift | 
|---|---|---|
| **Payment monitoring** | Not enough data | 9.1 (18 reviews) | 
| **Real-time risk monitoring** | Not enough data | 9.2 (21 reviews) | 
| **Threshold Management** | Not enough data | 9.0 (16 reviews) | 

#### Identity &amp; Authentication - Financial Fraud Prevention

| Feature | IPQS | Sift | 
|---|---|---|
| **Identity Verification** | Not enough data | 8.9 (19 reviews) | 
| **MFA** | Not enough data | 9.2 (16 reviews) | 

#### Behavioral &amp; Analytics Detection - Financial Fraud Prevention

| Feature | IPQS | Sift | 
|---|---|---|
| **Behavioral Analytics** | Not enough data | 8.8 (18 reviews) | 
| **Bot Detection** | Not enough data | 8.6 (16 reviews) | 

#### Audit &amp; Compliance - Financial Fraud Prevention

| Feature | IPQS | Sift | 
|---|---|---|
| **Audit Trail** | Not enough data | 8.2 (15 reviews) | 
| **Reporting** | Not enough data | 8.7 (19 reviews) | 

### E-commerce Fraud Protection

| Product | Score | Reviews |
|---|---|---|
| **IPQS** | 9.3/10 | 29 |
| **Sift** | 8.8/10 | 283 |

#### Intelligence

| Feature | IPQS | Sift | 
|---|---|---|
| **Transaction Scoring** | 9.3 (25 reviews) | 8.9 (259 reviews) ✓ Verified | 
| **Risk Assessment** | 9.0 (28 reviews) | 9.0 (265 reviews) ✓ Verified | 
| **Intelligence Reporting** | 9.1 (26 reviews) | 8.8 (251 reviews) ✓ Verified | 
| **ID Analytics** | 9.7 (26 reviews) | 8.7 (252 reviews) ✓ Verified | 

#### Detection

| Feature | IPQS | Sift | 
|---|---|---|
| **Fraud Detection** | 9.5 (28 reviews) | 9.0 (264 reviews) ✓ Verified | 
| **Alerts** | 9.5 (26 reviews) | 8.6 (241 reviews) ✓ Verified | 
| **Real-Time Monitoring** | 9.5 (26 reviews) | 8.9 (257 reviews) ✓ Verified | 

#### Response

| Feature | IPQS | Sift | 
|---|---|---|
| **Device Tracking** | 9.5 (19 reviews) | 8.8 (258 reviews) ✓ Verified | 
| **Fraud Markers** | 9.2 (26 reviews) | 8.9 (255 reviews) ✓ Verified | 
| **Blacklisting** | 9.3 (25 reviews) | 8.8 (249 reviews) ✓ Verified | 
| **Bot Mitigation** | 8.9 (9 reviews) | 8.3 (227 reviews) | 

---
## Categories
**Shared Categories (2):** [E-commerce Fraud Protection Software](https://www.g2.com/categories/e-commerce-fraud-protection), [Fraud Detection Software](https://www.g2.com/categories/fraud-detection)

**Unique to IPQS (3):** [Phone Verification Software](https://www.g2.com/categories/phone-verification), [Email Verification Software](https://www.g2.com/categories/email-verification), [Click Fraud Software](https://www.g2.com/categories/click-fraud)

**Unique to Sift (2):** [Risk-Based Authentication Software](https://www.g2.com/categories/risk-based-authentication-rba), [Financial Fraud Prevention](https://www.g2.com/categories/financial-fraud-prevention)


---
## Reviewer Demographics

### By Company Size

| Segment | IPQS | Sift | 
|---|---|---|
| **Small-Business** | 63.7% | 16.0% | 
| **Mid-Market** | 23.9% | 56.8% | 
| **Enterprise** | 12.4% | 27.2% | 

### By Industry

#### IPQS

- **Apparel &amp; Fashion:** 17.7%
- **Information Technology and Services:** 17.7%
- **Computer Software:** 15.0%
- **Marketing and Advertising:** 11.5%
- **Computer &amp; Network Security:** 5.3%
- **Higher Education:** 3.5%
- **Financial Services:** 2.7%
- **Insurance:** 2.7%
- **Market Research:** 2.7%
- **Gambling &amp; Casinos:** 1.8%
- **Other:** 19.5%

#### Sift

- **Financial Services:** 35.4%
- **Information Technology and Services:** 5.8%
- **Consumer Services:** 5.5%
- **Apparel &amp; Fashion:** 4.4%
- **Leisure, Travel &amp; Tourism:** 3.4%
- **Retail:** 3.1%
- **Computer &amp; Network Security:** 2.6%
- **Internet:** 2.4%
- **Banking:** 2.4%
- **Security and Investigations:** 2.4%
- **Other:** 32.7%

---
## Alternatives

### Alternatives to IPQS

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### Alternatives to Sift

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- [SEON](https://www.g2.com/products/seon/reviews) — 4.6/5 stars (381 reviews)
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- [1Password](https://www.g2.com/products/1password/reviews) — 4.6/5 stars (1799 reviews)
- [Coupa](https://www.g2.com/products/coupa-software-coupa/reviews) — 4.2/5 stars (569 reviews)

---
## Top Discussions

### IPQS

No discussions available for this product.

### Sift

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/ipqs-vs-sift-s-ai-powered-fraud-decisioning-platform-sift)

