# Constella Intelligence API vs ZeroFox Comparison
---
## AI Generated Summary
- **G2 reviewers report** that ZeroFox excels in delivering actionable external threat intelligence, combining AI-driven monitoring with human analyst validation, which users find particularly impactful for their security needs.
- **Users say** that Constella Intelligence API offers a wide range of threat detection capabilities, including phishing and identity threats, making it a versatile tool for organizations looking to proactively mitigate cyber risks.
- **Reviewers mention** that ZeroFox's customization options are a standout feature, allowing users to set specific keywords for monitoring, which enhances the relevance of alerts and improves overall user experience.
- **According to verified reviews** , while Constella Intelligence API is praised for its ease of integration and implementation, some users feel that it lacks the depth of actionable insights that ZeroFox provides, particularly in dark web monitoring.
- **Users highlight** that ZeroFox's real-time alerts and deep web monitoring capabilities are particularly effective, with many noting that the platform delivers true positive alerts that help them stay ahead of potential threats.
- **G2 reviewers indicate** that while both products have strong support ratings, ZeroFox's quality of support is slightly higher, with users appreciating the responsiveness and expertise of the support team when addressing their concerns.



| | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 12 | 134 | 
| **Largest Market Segment** | Mid-Market (50.0% of reviews) | Enterprise (51.7% of reviews) | 
| **Entry Level Price** | No pricing available | Contact Us Per Year | 

---
## Top Pros & Cons

### Constella Intelligence API


Cons:
- Lack of Features (1 reviews)
- Not User-Friendly (1 reviews)

### ZeroFox

Pros:
- Ease of Use (36 reviews)
- Protection (32 reviews)

Cons:
- Inefficient Alerts (24 reviews)
- False Alarms (16 reviews)

---
## Ratings Comparison
| Rating | Constella Intelligence API | ZeroFox | 
|---|---|---|
  | **Meets Requirements** | 9.1 (11 reviews) | 8.6 (106 reviews) | 
  | **Ease of Use** | 8.3 (11 reviews) | 8.7 (108 reviews) | 
  | **Ease of Setup** | 8.3 (7 reviews) | 8.8 (86 reviews) | 
  | **Ease of Admin** | Not enough data | 8.9 (46 reviews) | 
  | **Quality of Support** | 8.2 (11 reviews) | 8.9 (106 reviews) | 
  | **Has the product been a good partner in doing business?** | Not enough data | 9.3 (45 reviews) | 
  | **Product Direction (% positive)** | 8.9 (11 reviews) | 9.2 (104 reviews) | 

---
## Pricing

### Constella Intelligence API

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### ZeroFox

#### Entry-Level Pricing

Plan: Foundation Bundle 

Price: Contact Us Per Year

Description: Get industry-leading brand protection and remediation of external threats. Complete visibility across the surface, deep, and dark web with timely, transparent takedowns means increased confidence and trust in your brand. 

Key Features:
- Brand Protection (2)
- Domain Protection (10)
- Takedowns (250/yr)

[Learn more about ZeroFox](https://www.g2.com/products/zerofox/reviews)

#### Free Trial

No

---
## Features Comparison By Category

### Fraud Detection

| Product | Score | Reviews |
|---|---|---|
| **Constella Intelligence API** | N/A | N/A |
| **ZeroFox** | 8.0/10 | 41 |

#### Detection

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Payment Verification** | Not enough data | Feature Not Available | 
| **Bot Mitigation** | Not enough data | 7.5 (32 reviews) | 
| **Real-Time Monitoring** | Not enough data | 8.5 (36 reviews) | 
| **Alerts** | Not enough data | 8.6 (40 reviews) | 

#### Analysis 

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **ID Analytics** | Not enough data | Feature Not Available | 
| **Intelligence Reporting** | Not enough data | 8.1 (32 reviews) | 
| **Incident Reports** | Not enough data | 8.3 (31 reviews) | 

#### Administration

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Fraud Markers** | Not enough data | Feature Not Available | 
| **Transaction Scoring** | Not enough data | Feature Not Available | 
| **Blacklisting** | Not enough data | Feature Not Available | 

#### Agentic AI - Fraud Detection

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Cross-system Integration** | Not enough data | 7.5 (20 reviews) | 
| **Adaptive Learning** | Not enough data | 7.5 (20 reviews) | 
| **Decision Making** | Not enough data | 7.8 (21 reviews) | 

### Brand Protection

| Product | Score | Reviews |
|---|---|---|
| **Constella Intelligence API** | N/A | N/A |
| **ZeroFox** | 7.9/10 | 60 |

#### Identification

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Reseller Database** | Not enough data | Feature Not Available | 
| **Monitoring** | Not enough data | 8.1 (54 reviews) | 
| **Violations** | Not enough data | 8.2 (51 reviews) | 

#### Enforcement

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Communication** | Not enough data | 7.9 (54 reviews) | 
| **Plans** | Not enough data | 7.5 (51 reviews) | 
| **Track** | Not enough data | 7.8 (53 reviews) | 

### Risk-Based Vulnerability Management

| Product | Score | Reviews |
|---|---|---|
| **Constella Intelligence API** | N/A | N/A |
| **ZeroFox** | 8.4/10 | 14 |

#### Risk Analysis

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Risk Scoring** | Not enough data | 9.2 (14 reviews) | 
| **Reporting** | Not enough data | 9.0 (12 reviews) | 
| **Risk-Prioritization** | Not enough data | 9.0 (13 reviews) | 

#### Vulnerability Assesment

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Vulnerability Scanning** | Not enough data | Feature Not Available | 
| **Vulnerability Intelligence** | Not enough data | 8.8 (12 reviews) | 
| **Contextual Data** | Not enough data | 8.0 (10 reviews) | 
| **Dashboards** | Not enough data | 9.0 (12 reviews) | 

#### Automation

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Automated Remediation** | Not enough data | 8.0 (10 reviews) | 
| **Workflow Automation** | Not enough data | 8.5 (10 reviews) | 
| **Security Testing** | Not enough data | 8.2 (10 reviews) | 
| **Test Automation** | Not enough data | 8.2 (10 reviews) | 

### Dark Web Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Constella Intelligence API** | 8.6/10 | 11 |
| **ZeroFox** | 8.5/10 | 55 |

#### Functionality

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Monitoring - Deep Web** | 8.8 (11 reviews) | 8.7 (51 reviews) | 
| **Monitoring - Dark Web** | 9.2 (10 reviews) | 8.8 (51 reviews) | 
| **Analysis** | 8.2 (11 reviews) | 8.4 (48 reviews) | 
| **Ticketing** | 7.7 (11 reviews) | 7.8 (45 reviews) | 
| **Simple Search** | 8.3 (11 reviews) | 8.1 (49 reviews) | 
| **Leak Source** | 8.9 (11 reviews) | 8.3 (47 reviews) | 
| **Centralized Dashboard** | 8.9 (11 reviews) | 8.8 (48 reviews) | 
| **Real-Time Alerts** | 8.6 (11 reviews) | 8.7 (45 reviews) | 

### Disinformation Detection Tools

| Product | Score | Reviews |
|---|---|---|
| **Constella Intelligence API** | N/A | N/A |
| **ZeroFox** | 8.2/10 | 10 |

#### Functionality

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Detection** | Not enough data | 8.5 (10 reviews) | 
| **Media type** | Not enough data | 7.8 (10 reviews) | 

### Digital Risk Protection (DRP) Platforms

| Product | Score | Reviews |
|---|---|---|
| **Constella Intelligence API** | N/A | N/A |
| **ZeroFox** | 8.9/10 | 17 |

#### Vulnerability Management - Digital Risk Protection (DRP) Platforms

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Vulnerability Assessment** | Not enough data | 8.6 (11 reviews) | 
| **Digital Footprint Mapping** | Not enough data | 8.6 (11 reviews) | 
| **Fraud Detection** | Not enough data | 9.4 (16 reviews) | 
| **Data Leak Detection** | Not enough data | 9.2 (14 reviews) | 
| **Anti-Counterfeiting** | Not enough data | 8.9 (11 reviews) | 
| **Brand Protection** | Not enough data | 9.8 (15 reviews) | 

#### Incident Response Digital Risk Protection (DRP) Platforms

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Threat Remediation** | Not enough data | 9.4 (13 reviews) | 
| **Automated Reponses** | Not enough data | 8.9 (11 reviews) | 
| **Incident Response Capabilities** | Not enough data | 8.7 (9 reviews) | 

#### Reporting and Analytics - Digital Risk Protection (DRP) Platforms

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Threat Trends Analysis** | Not enough data | 8.7 (10 reviews) | 
| **Risk Assessment Reports** | Not enough data | 8.3 (10 reviews) | 
| **Customizable Dashboards** | Not enough data | 8.8 (8 reviews) | 

### Threat Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Constella Intelligence API** | N/A | N/A |
| **ZeroFox** | 8.1/10 | 64 |

#### Orchestration

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Asset Management** | Not enough data | Feature Not Available | 
| **Security Workflow Automation** | Not enough data | 8.4 (42 reviews) | 
| **Deployment** | Not enough data | 8.4 (37 reviews) | 
| **Sandboxing** | Not enough data | 7.8 (33 reviews) | 

#### Information

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Proactive Alerts** | Not enough data | 8.9 (58 reviews) | 
| **Malware Detection** | Not enough data | 7.9 (33 reviews) | 
| **Intelligence Reports** | Not enough data | 8.3 (42 reviews) | 

#### Personalization

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Endpoint Intelligence** | Not enough data | Feature Not Available | 
| **Security Validation** | Not enough data | 8.4 (35 reviews) | 
| **Dynamic/Code Analysis** | Not enough data | 6.9 (31 reviews) | 

#### Generative AI

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **AI Text Summarization** | Not enough data | 7.5 (32 reviews) | 
| **Generate Attack Scenarios** | Not enough data | 8.2 (11 reviews) | 
| **Generate Threat Detection Rules** | Not enough data | 8.5 (11 reviews) | 
| **Generate Threat Summaries** | Not enough data | 9.1 (11 reviews) | 

#### Agentic AI - Threat Intelligence

| Feature | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 7.4 (18 reviews) | 
| **Multi-step Planning** | Not enough data | 7.6 (19 reviews) | 
| **Proactive Assistance** | Not enough data | 7.5 (19 reviews) | 
| **Decision Making** | Not enough data | 7.7 (19 reviews) | 

---
## Categories
**Shared Categories (1):** [Dark Web Monitoring Tools](https://www.g2.com/categories/dark-web-monitoring)


**Unique to ZeroFox (6):** [ Disinformation Detection Tools](https://www.g2.com/categories/disinformation-detection-tools), [Risk-Based Vulnerability Management Software](https://www.g2.com/categories/risk-based-vulnerability-management), [Brand Protection Software](https://www.g2.com/categories/brand-protection), [Fraud Detection Software](https://www.g2.com/categories/fraud-detection), [Threat Intelligence Software](https://www.g2.com/categories/threat-intelligence), [Digital Risk Protection (DRP) Platforms](https://www.g2.com/categories/digital-risk-protection-drp-platforms)


---
## Reviewer Demographics

### By Company Size

| Segment | Constella Intelligence API | ZeroFox | 
|---|---|---|
| **Small-Business** | 25.0% | 16.9% | 
| **Mid-Market** | 50.0% | 31.4% | 
| **Enterprise** | 25.0% | 51.7% | 

### By Industry

#### Constella Intelligence API

- **Information Technology and Services:** 33.3%
- **Computer Software:** 25.0%
- **Public Safety:** 8.3%
- **Internet:** 8.3%
- **Human Resources:** 8.3%
- **Higher Education:** 8.3%
- **Automotive:** 8.3%

#### ZeroFox

- **Financial Services:** 26.4%
- **Banking:** 10.0%
- **Security and Investigations:** 6.4%
- **Food & Beverages:** 3.6%
- **Information Technology and Services:** 3.6%
- **Computer & Network Security:** 2.7%
- **Computer Software:** 2.7%
- **Hospital & Health Care:** 2.7%
- **Insurance:** 2.7%
- **Investment Management:** 2.7%
- **Other:** 36.4%

---
## Alternatives

### Alternatives to Constella Intelligence API

- [LastPass](https://www.g2.com/products/lastpass/reviews) — 4.5/5 stars (2051 reviews)
- [1Password](https://www.g2.com/products/1password/reviews) — 4.6/5 stars (1800 reviews)
- [Keeper Password Manager](https://www.g2.com/products/keeper-password-manager/reviews) — 4.6/5 stars (1197 reviews)
- [AlertMedia](https://www.g2.com/products/alertmedia/reviews) — 4.7/5 stars (530 reviews)
- [Progress WhatsUp Gold](https://www.g2.com/products/progress-whatsup-gold/reviews) — 4.4/5 stars (387 reviews)
- [usecure](https://www.g2.com/products/usecure/reviews) — 4.6/5 stars (330 reviews)
- [Recorded Future](https://www.g2.com/products/recorded-future/reviews) — 4.6/5 stars (230 reviews)
- [Check Point Exposure Management](https://www.g2.com/products/check-point-exposure-management/reviews) — 4.6/5 stars (169 reviews)
- [Cyble](https://www.g2.com/products/cyble/reviews) — 4.8/5 stars (145 reviews)
- [CloudSEK](https://www.g2.com/products/cloudsek/reviews) — 4.8/5 stars (138 reviews)

### Alternatives to ZeroFox

- [Recorded Future](https://www.g2.com/products/recorded-future/reviews) — 4.6/5 stars (230 reviews)
- [CrowdStrike Falcon Endpoint Protection Platform](https://www.g2.com/products/crowdstrike-falcon-endpoint-protection-platform/reviews) — 4.6/5 stars (429 reviews)
- [Keeper Password Manager](https://www.g2.com/products/keeper-password-manager/reviews) — 4.6/5 stars (1197 reviews)
- [LastPass](https://www.g2.com/products/lastpass/reviews) — 4.5/5 stars (2051 reviews)
- [1Password](https://www.g2.com/products/1password/reviews) — 4.6/5 stars (1800 reviews)
- [Cloudflare Application Security and Performance](https://www.g2.com/products/cloudflare-application-security-and-performance/reviews) — 4.5/5 stars (601 reviews)
- [Sift](https://www.g2.com/products/sift-s-ai-powered-fraud-decisioning-platform-sift/reviews) — 4.6/5 stars (610 reviews)
- [AlertMedia](https://www.g2.com/products/alertmedia/reviews) — 4.7/5 stars (530 reviews)
- [Progress WhatsUp Gold](https://www.g2.com/products/progress-whatsup-gold/reviews) — 4.4/5 stars (387 reviews)
- [CloudBees](https://www.g2.com/products/cloudbees/reviews) — 4.4/5 stars (621 reviews)

---
## Top Discussions

### Constella Intelligence API

No discussions available for this product.

### ZeroFox

- Title: [Who owns ZeroFox?](https://www.g2.com/discussions/who-owns-zerofox) — 1 comment *(includes official response)*
  > **Top comment:** "ZeroFox Holdings Inc is a publicly traded (https://www.nasdaq.com/market-activity/stocks/zfox) company [ZFOX]. For more information about ZeroFox's..."
- Title: [How much does ZeroFox cost?](https://www.g2.com/discussions/how-much-does-zerofox-cost) — 1 comment *(includes official response)*
  > **Top comment:** "ZeroFox's pricing model is designed to align with each customer's needs. All preliminary pricing information can be obtained by contacting ZeroFox. Final..."
- Title: [Is ZeroFox safe?](https://www.g2.com/discussions/is-zerofox-safe) — 1 comment *(includes official response)*
  > **Top comment:** "Privacy Policy Information: https://www.zerofox.com/privacy-policy/."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/constella-intelligence-api-vs-zerofox)