Comet vs Rapid7 InsightAppSec comparison

Comet and Rapid7 are both solutions in the AI Observability category. Comet is ranked #12 with an average rating of 8.7, while Rapid7 is ranked #23 with an average rating of 7.5. Comet holds a 0.8% mindshare in AO, compared to Rapid7’s 0.6% mindshare. Additionally, 100% of Comet users are willing to recommend the solution, compared to 94% of Rapid7 users who would recommend it.

Comet

Read 9 Comet reviews

1,523 Views
929 Comparison Views

100% willing to recommend

Rapid7 InsightAppSec

Read 20 Rapid7 InsightAppSec reviews

3,288 Views
723 Comparison Views

94% willing to recommend

Comet

Rapid7 InsightAppSec

Comparison Buyer's Guide

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Executive Summary

We performed a comparison between Comet and Rapid7 InsightAppSec based on real PeerSpot user reviews.

Find out in this report how the two AI Observability solutions compare in terms of features, pricing, service and support, easy of deployment, and ROI.

To learn more, read our detailed Comet vs. Rapid7 InsightAppSec Report (Updated: June 2026).

Buyer's Guide

Comet vs. Rapid7 InsightAppSec

June 2026

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Helped 909,725 peers since 2012

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Categories and Ranking

Comet

Ranking in AI Observability

12th

Average Rating

8.6

Reviews Sentiment

5.9

Number of Reviews

Ranking in other categories

AIOps (10th)

Rapid7 InsightAppSec

Ranking in AI Observability

23rd

Average Rating

8.2

Reviews Sentiment

6.7

Number of Reviews

Ranking in other categories

Dynamic Application Security Testing (DAST) (5th)

Mindshare comparison

As of August 2026, in the AI Observability category, the mindshare of Comet is 0.8%, up from 0.1% compared to the previous year. The mindshare of Rapid7 InsightAppSec is 0.6%. It is calculated based on PeerSpot user engagement data.

AI Observability Mindshare Distribution
Product	Mindshare (%)
Comet	0.8%
Rapid7 InsightAppSec	0.6%
Other	98.6%

AI Observability

Featured Reviews

reviewer2827170

student at a university with 5,001-10,000 employees

Organizing research experiments has improved and supports faster model comparison and learning

My experience with Comet has been very positive, but there are a few areas where it could be improved. One area is the learning curve for new users. Some of the more advanced features can feel overwhelming at first, especially for students who are new to machine learning experiment tracking. More beginner-friendly tutorials and guided onboarding would help. I would also like to see more customization options for dashboards and visualizations, making it easier to create views tailored to specific projects. Another improvement would be deeper integration with commonly used collaboration tools, which would streamline project documentation and team workflows. There are a few additional areas where Comet could improve. From a performance perspective, I occasionally notice that dashboards with a large number of experiments can take longer to load or navigate. Regarding documentation, while the available resources are helpful, I would appreciate more beginner-focused examples, step-by-step tutorials, and real-world use cases. For support, my experience has generally been good, but having more community resources, discussion forums, webinars, or educational content specifically aimed at students and researchers would be valuable.

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Shritam Bhowmick

Vulnerability Management Lead at garrett

Provides reliable applications security but needs better integration options

There are areas for improvements regarding false positives. Integration capabilities are lacking, as options for integrations with other tools such as SNOW, Jira, or other integration tools are not sufficient in Rapid7 InsightAppSec. The user interface sometimes has glitches, which may prevent appropriate results during navigation, and even when we get appropriate results, it can be impossible to export them to CSV records or download files. Regarding scalability, Rapid7 InsightAppSec is not a scalable solution for our industry due to limited integration capabilities. Rapid7 relies on another tool called InsightConnect, which requires additional investment, detracting from scalability. Another area that needs improvement is the integration of AI capabilities into the platform. Both Rapid7 InsightAppSec and InsightVM need to advance in that area. In terms of behavioral and pattern recognition, identifying complex attacks such as SQL, blind SQL, JSON, and LDAP injections often results in 94% false positives. This necessitates improvement in their behavioral-based analytics feature.

Read full review

Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Pros

"I save approximately thirty percent of overall time in the release cycle thanks to Comet."

"Comet's return on investment is evident through significant time reduction, which is the most crucial factor I have observed."

"Comet has positively impacted my organization by making work easier and faster."

"Comet has positively impacted my organization because it's a good system, and the interface is really simple and easy to use, which allows everyone to have a look at these health and safety investigations, of course, if they have access through the company itself."

"I feel that I save about one hour of work per day thanks to Comet."

"Model metric tracking and comparison has been extremely beneficial, and Comet's customer service has also been excellent—any issue we've had, they have been able to help us resolve."

"The AI capabilities that have been integrated into the tool and the solutions it provides makes it appealing to my customers."

"I estimate I spend around thirty to forty percent less time organizing and comparing experiment results compared to manual tracking."

More Comet pros

"In Rapid7 InsightAppSec, a distinctive feature is the provision of a CDM for integrating web servers and web applications. To establish the connection between these applications, you only need to paste the provided CDN into your metadata. Once connected, every piece of information, including vulnerabilities, can be accessed. It also offers demo sessions."

"The reporting functionality is excellent."

"It uses a signature-based method to check for problems with your code and will provide an alert if anything is found."

"You have various attack modules, and you also have the Attack Replay feature for the attack sequence. You can reproduce an attack and see it. That is a very good feature I noticed in this solution. It helps developers as well."

"The product’s most valuable feature is UI. It is easy to manage and find vulnerabilities in the application."

"The solution is stable."

"Dynamic application security scanning provides predefined templates and supports customization. The ability to scan external and internal applications, including on-premises ones, is precious. Additionally, it is a cloud platform, so we don't need to deploy servers or resources. This makes it time-efficient and cost-effective."

"Rapid7 InsightAppSec helps us in both regulatory compliance and in strengthening our security posture."

More Rapid7 InsightAppSec pros

Cons

"I have identified some areas for improvement in Comet, particularly regarding high-quality prompting for AI questions."

"I feel that Comet needs to enhance security; I believe we could be hacked, risking information leaks."

"From a performance perspective, I occasionally notice that dashboards with a large number of experiments can take longer to load or navigate."

"Some areas I believe Comet can improve include scalability limits, as I face challenges when scaling."

"SageMaker itself has a cumbersome interface, which makes launching Comet somewhat of a hassle."

"The only thing I wish for is that Comet runs a bit slower than I would prefer."

"Many times we need to look out for different high parameterized fine-tuned models and we need to have high capabilities of browsing scenarios as well, and that is where it is lagging."

"Comet can be improved by being more stable and providing security features similar to Brave."

"The dynamic scanning feature has simplified and improved the security testing process. I suggest adding a SaaS feature to the solution to support scanning SaaS applications, making it more comprehensive. It would be beneficial if the solution could also scan mobile applications. It only scans web applications and should also cover mobile applications, including firmware recommendations."

"There is room for improvement in Rapid7 InsightAppSec by giving clients the ability for extra columns on reports and enabling the extraction of remediation reports into a CSV format. Currently, the PDF format is cumbersome to go through when dealing with thousands of pages."

"Rapid7 InsightAppSec needs improvement in detecting phishing pages."

"They should add more features. I would like to see them do a little more on static analysis and also interactivity analysis. Currently, it does very basic static analysis. It could do a little more static analysis, which is something that would help. A lot more interactivity analysis should also be there. It should basically look at security during interactivity."

"Scanning can be better. When you add new projects for the same product, it either duplicates or replaces the scan configuration."

"There is room for improvement in the response time of customer service and support levels."

"The reporting is definitely an aspect of the solution that's in need of some work. We found that we'd try to use widgets, but often getting them to work for us wasn't very clear. They need to be more user friendly or offer better instructions."

"The product’s pricing could be flexible."

More Rapid7 InsightAppSec cons

Pricing and Cost Advice

Information not available

"I rate Rapid7 InsightAppSec’s pricing an eight out of ten."

"The price of this product is very cheap."

"Rapid7 InsightAppSec is cheap."

"I'm not sure how much it costs exactly, but I know it's expensive."

"Its price is competitive. It is not expensive."

"They offer a good price, but I don't remember its cost. It is fair as compared to the competition. We have opted for project-based licensing, not user-based. We can add any number of users. That doesn't matter. It is worth the money."

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Top Industries

By visitors reading reviews

Energy/Utilities Company

14%

Manufacturing Company

13%

Construction Company

12%

Financial Services Firm

10%

Manufacturing Company

13%

Construction Company

10%

Government

Computer Software Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	12
Midsize Enterprise	3
Large Enterprise	4

By reviewers
Company Size	Count
Small Business	12
Midsize Enterprise	2
Large Enterprise	5

Questions from the Community

What needs improvement with Comet for SageMaker Partner AI Apps?

I would not say there are downsides. Basically, I want to integrate multiple tools altogether within Comet into my services. However, MCPs was not being integrated currently inside Comet. If any MC...

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What is your primary use case for Comet for SageMaker Partner AI Apps?

We potentially utilize Comet for web browsing and AI-based web browsing on Comet scenarios to handle all the kinds of activities that we usually do on web services. We have utilized this to make ea...

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What is your experience regarding pricing and costs for Comet?

My experience with pricing, setup cost, and licensing is that I am using Perplexity, the pro version, which is connected to Comet, and together they provide me with very good results at a cost of o...

See all answers

What needs improvement with Rapid7 InsightAppSec?

Customers sometimes experience issues with performance. One thing that I recall is that most customers often want to have reporting as per their customized dashboard. This needs to be improved beca...

See all answers

What is your primary use case for Rapid7 InsightAppSec?

I usually recommend this solution for financial institutions. Banks and financial institutions need this solution mostly because they have to follow stringent compliance advisory requirements, so t...

See all answers

What advice do you have for others considering Rapid7 InsightAppSec?

I have not heard any complaints. I do not have any recommendations because customers were initially worried about the number of scans they used to perform, and now it has been enhanced or it will s...

See all answers

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Product Reports

Buyer's Guide

Comet

August 2026

Download Comet product report

Buyer's Guide

Rapid7 InsightAppSec

August 2026

Download Rapid7 InsightAppSec product report

Also Known As

Comet for SageMaker Partner AI Apps

InsightAppSec

Overview

Comet offers powerful capabilities for tracking, comparing, and optimizing machine learning models, making it a valuable tool for data-driven enterprises aiming to improve project outcomes.

Designed with efficiency in mind, Comet enhances experiment tracking and model management. It supports diverse machine learning workflows helping teams streamline model development and iteration. Integration with popular ML libraries provides seamless tracking and enhances model reproducibility. Valuable for projects requiring collaboration and transparency, Comet aids teams in maintaining consistency across ML pipelines.

What are Comet's key features?

Experiment Tracking: Allows detailed tracking of multiple iterations to provide insights and enhance decision-making.
Model Versioning: Facilitates clear tracking of model changes aiding in better management and deployment.
Collaboration Tools: Supports team collaboration by sharing experiments and insights efficiently.
Real-Time Visualization: Offers visualizations for quick analysis helping teams rapidly interpret results.
Integration Support: Provides easy integration with ML libraries enhancing user flexibility.

What benefits are associated with Comet?

Increased Efficiency: Streamlines processes allowing data scientists to focus on core analysis tasks.
Collaboration Enhancement: Supports collaborative environments through shared dashboards and reports.
Improved Reproducibility: Ensures that experiments can be rerun with consistent results, aiding in validation and testing.
Scalability: Adapts to growing data and model needs, supporting extensive ML operations.

In industries like finance, healthcare, and manufacturing, Comet is implemented to enhance model accuracy and efficiency. By providing robust experiment tracking and collaboration capabilities, Comet allows teams to innovate and deliver results within demanding operational frameworks.

Comet

Rapid7 InsightAppSec is a cloud-based security tool offering robust web scanning capabilities with a user-friendly interface and seamless integration. It enhances dynamic application security testing through customizable modules, providing comprehensive reports and remediation guidance.

InsightAppSec delivers dynamic application security testing with features like Attack Replay and a centralized dashboard for vulnerability insights. It supports flexible deployment options and simplifies scheduling frequent scans. The tool's intuitive graphical interface and extensive scanning coverage make it valuable for identifying vulnerabilities in web applications, APIs, and e-commerce sites, ensuring compliance. However, improvements are needed in detection accuracy, reporting options, and integrations with external tools like WAF and ticketing systems. There is a need for better scan management, support for mobile applications, customized reporting options, pricing flexibility, improved support, and AI integration.

What are the key features of InsightAppSec?

Seamless Integration: Easily integrates within SDLC for automated scans.
User-Friendly Interface: Offers an intuitive graphical experience.
Robust Web Scanning: Provides extensive vulnerability scanning of web applications and APIs.
Customizable Attack Modules: Tailors testing to meet specific security needs.
Attack Replay: Facilitates re-testing of potential vulnerabilities for accuracy.
Centralized Dashboard: Offers comprehensive insights into vulnerabilities.

What benefits should users look for?

Comprehensive Reports: Delivers detailed insights into security vulnerabilities.
Remediation Guidance: Provides actionable advice to fix identified vulnerabilities.
Scalability: Supports growth by handling increased demands efficiently.
Extensive Coverage: Ensures thorough security testing across multiple platforms.
Flexible Deployment: Adapts to different operational environments.

Industries rely on InsightAppSec for vulnerability scanning to secure web applications, APIs, and e-commerce platforms. Its integration within the SDLC aids in automating scans during development. While limitations exist with certain tool integrations, its cloud-based engine and effective reporting make it essential for internal and external application security assurance.

Rapid7

Sample Customers

Information Not Available

CenterPoint Energy, CPA Australia, Hypertherm, First American Financial Corporation, Rackspace

Buyer's Guide

Comet vs. Rapid7 InsightAppSec

June 2026

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