Contrast Security Assess vs Qwiet AI comparison

Contrast Security and Harness are both solutions in the Static Application Security Testing (SAST) category. Contrast Security is ranked #27, while Harness is ranked #33. Contrast Security holds a 1.0% mindshare in SAST, compared to Harness’s 0.7% mindshare. Additionally, 100% of Contrast Security users are willing to recommend the solution, compared to 100% of Harness users who would recommend it.

Contrast Security Assess

Read 11 Contrast Security Assess reviews

1,990 Views
1,055 Comparison Views

100% willing to recommend

Qwiet AI

Read 1 Qwiet AI review

1,136 Views
613 Comparison Views

100% willing to recommend

Contrast Security Assess

Qwiet AI

Comparison Buyer's Guide

Download the report

Executive Summary

We performed a comparison between Contrast Security Assess and Qwiet AI based on real PeerSpot user reviews.

Find out what your peers are saying about SonarSource Sàrl, Veracode, Checkmarx and others in Static Application Security Testing (SAST).

To learn more, read our detailed Static Application Security Testing (SAST) Report (Updated: February 2026).

Buyer's Guide

Static Application Security Testing (SAST)

February 2026

Download the complete report

Helped 881,757 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

Contrast Security Assess

Ranking in Application Security Tools

30th

Ranking in Static Application Security Testing (SAST)

27th

Average Rating

8.8

Reviews Sentiment

7.2

Number of Reviews

Ranking in other categories

No ranking in other categories

Qwiet AI

Ranking in Application Security Tools

35th

Ranking in Static Application Security Testing (SAST)

33rd

Average Rating

10.0

Reviews Sentiment

7.1

Number of Reviews

Ranking in other categories

Software Composition Analysis (SCA) (20th)

Mindshare comparison

As of February 2026, in the Static Application Security Testing (SAST) category, the mindshare of Contrast Security Assess is 1.0%, up from 0.5% compared to the previous year. The mindshare of Qwiet AI is 0.7%, up from 0.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Static Application Security Testing (SAST) Market Share Distribution
Product	Market Share (%)
Contrast Security Assess	1.0%
Qwiet AI	0.7%
Other	98.3%

Static Application Security Testing (SAST)

Featured Reviews

reviewer1605099

Director of Threat and Vulnerability Management at a consultancy with 10,001+ employees

We're gathering vulnerability data from multiple environments in real time, fundamentally changing how we identify issues in applications

The solution is very accurate in identifying vulnerabilities. In cases where we are performing application assessment using Contrast Assess, and also using legacy application security testing tools, Contrast successfully identifies the same vulnerabilities that the other tools have identified but it also identifies significantly more. In addition, it has visibility into application components that other testing methodologies are unaware of. Assess also provides the option of helping developers incorporate security elements while they're writing code. It depends on whether individual developers decide to utilize the information that's provided to them from the solution, but it definitely gives them visibility into more environments. It gives them an opportunity to remediate vulnerabilities well before production deployments.

Read full review

Shivendra S.

Senior Director of Engineering - Information Security at Apna

Effectively in identify and fix bugs early in the development lifecycle

When it comes to ShiftLeft, the most valuable feature is definitely its ease of use and cost-effectiveness. Previously, security professionals had to spend a lot of time and effort running around, asking people to fix issues in their products, architectures, code, and even networks. With ShiftLeft, everything becomes robust and secure from within. Instead of relying on external measures like Web Application Firewalls (WAF) that are applied from the outside in, ShiftLeft takes a proactive approach. It helps prevent issues from arising in the first place, making it much easier for both security teams and developers. It's also cost-effective because you don't have to constantly go back, make changes to the code, and then push it again. Writing secure code from the start ensures that there are no vulnerabilities when it goes live. So, I would say the main features of ShiftLeft are its cost-effectiveness and ease of adaptability or use.

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 am impressed with the product's identification of alerts and vulnerabilities."

"This has changed the way that developers are looking at usage of third-party libraries, upfront. It's changing our model of development and our culture of development to ensure that there is more thought being put into the usage of third-party libraries."

"Assess has an excellent API interface to pull APIs."

"We use the Contrast OSS feature that allows us to look at third-party, open-source software libraries, because it has a cool interface where you can look at all the different libraries. It has some really cool additional features where it gives us how many instances in which something has been used... It tells us it has been used 10 times out of 20 workloads, for example. Then we know for sure that OSS is being used."

"By far, the thing that was able to provide value was the immediate response while testing ahead of release, in real-time."

"In our most critical applications, we have a deep dive in the code evaluation, which was something we usually did with periodic vulnerability assessments, code reviews, etc. Now, we have real time access to it. It's something that has greatly enhanced our code's quality. We have actually embedded a KPI in regards to the improvement of our code shell. For example, Contrast provides a baseline where libraries and the usability of the code are evaluated, and they produce a score. We always aim to improve that score. On a quarterly basis, we have added this to our KPIs."

"When we access the application, it continuously monitors and detects vulnerabilities."

"No other tool does the runtime scanning like Contrast does. Other static analysis tools do static scanning, but Contrast is runtime analysis, when the routes are exercised. That's when the scan happens. This is a tool that has a very unique capability compared to other tools. That's what I like most about Contrast, that it's runtime."

More Contrast Security Assess pros

"When it comes to ShiftLeft, the most valuable feature is definitely its ease of use and cost-effectiveness."

Cons

"The product's retesting part needs improvement. The tool also needs improvement in the suggestions provided for fixing vulnerabilities. It relies more on documentation rather than on quick fixes."

"Contrast Security Assess covers a wide range of applications like .NET Framework, Java, PSP, Node.js, etc. But there are some like Ubuntu and the .NET Core which are not covered. They have it in their roadmap to have these agents. If they have that, we will have complete coverage."

"Regarding the solution's OSS feature, the one drawback that we do have is that it does not have client-side support. We'll be missing identification of libraries like jQuery or JavaScript, and such, that are client-side."

"The setup of the solution is different for each application. That's the one thing that has been a challenge for us. The deployment itself is simple, but it's tough to automate because each application is different, so each installation process for Contrast is different."

"Contrast's ability to support upgrades on the actual agents that get deployed is limited. Our environment is pretty much entirely Java. There are no updates associated with that. You have to actually download a new version of the .jar file and push that out to your servers where your app is hosted. That can be quite cumbersome from a change-management perspective."

"Personalization of the board and how to make it appealing to an organization is something that could be done on their end. The reports could be adaptable to the customer's preferences."

"The solution needs to improve flexibility...The scalability of the product is a problem in the solution, especially from a commercial perspective."

"To instrument an agent, it has to be running on a type of application technology that the agent recognizes and understands. It's excellent when it works. If we're using an application that is using an unsupported technology, then we can't instrument it at all. We do use PHP and Contrast presently doesn't support that, although it's on their roadmap. My primary hurdle is that it doesn't support all of the technologies that we use."

More Contrast Security Assess cons

"Having support from senior management is crucial in making it mandatory for teams to collaborate with the security team throughout the development process."

Pricing and Cost Advice

"The product's pricing is low. I would rate it a two out of ten."

"For what it offers, it's a very reasonable cost. The way that it is priced is extremely straightforward. It works on the number of applications that you use, and you license a server. It is something that is extremely fair, because it doesn't take into consideration the number of requests, etc. It is only priced based on the number of onboarded applications. It suits our model as well, because we have huge traffic. Our number of applications is not that large, so the pricing works great for us."

"It's a tiered licensing model. The more you buy, as you cross certain quantity thresholds, the pricing changes. If you have a smaller environment, your licensing costs are going to be different than a larger environment... The licensing is primarily per application. An application can be as many agents as you need. If you've got 10 development servers and 20 production servers and 50 QA servers, all of those agents can be reporting as a single application that utilizes one license."

"The solution is expensive."

"You only get one license for an application. Ours are very big, monolithic applications with millions of lines of code. We were able to apply one license to one monolithic application, which is great. We are happy with the licensing. Pricing-wise, they are industry-standard, which is fine."

"I like the per-application licensing model... We just license the app and we look at different vulnerabilities on that app and we remediate within the app. It's simpler."

"The good news is that the agent itself comes in two different forms: the unlicensed form and the licensed form. Unlicensed gives use of that software composition analysis for free. Thereafter, if you apply a license to that same agent, that's when the instrumentation takes hold. So one of my suggestions is to do what we're doing: Deploy the agent to as many applications as possible, with just the SCA feature turned on with no license applied, and then you can be more choosy and pick which teams will get the license applied."

Information not available

See which vendors are best for you

Use our free recommendation engine to learn which Static Application Security Testing (SAST) solutions are best for your needs.

See recommendations

881,757 professionals have used our research since 2012.

Top Industries

By visitors reading reviews

Financial Services Firm

23%

Manufacturing Company

11%

Computer Software Company

10%

Comms Service Provider

Retailer

16%

Computer Software Company

13%

Recreational Facilities/Services Company

11%

Manufacturing Company

10%

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	2
Midsize Enterprise	3
Large Enterprise	6

No data available

Comparisons

OpenText Dynamic Application Security Testing vs Contrast Security Assess

Compared 6% of the time

SonarQube vs Contrast Security Assess

Compared 5% of the time

Veracode vs Contrast Security Assess

Compared 5% of the time

OpenText Core Application Security vs Contrast Security Assess

Compared 4% of the time

More Contrast Security Assess Competitors

Snyk vs Qwiet AI

Compared 15% of the time

SonarQube vs Qwiet AI

Compared 14% of the time

preZero platform by Qwiet AI vs Qwiet AI

Compared 8% of the time

Black Duck SCA vs Qwiet AI

Compared 7% of the time

Mend.io vs Qwiet AI

Compared 5% of the time

More Qwiet AI Competitors

Product Reports

Buyer's Guide

Contrast Security Assess

February 2026

Download Contrast Security Assess product report

Buyer's Guide

Static Application Security Testing (SAST)

February 2026

Download Qwiet AI product report

Also Known As

Contrast Assess

ShiftLeft

Overview

Contrast Security is the world’s leading provider of security technology that enables software applications to protect themselves against cyberattacks, heralding the new era of self-protecting software. Contrast's patented deep security instrumentation is the breakthrough technology that enables highly accurate assessment and always-on protection of an entire application portfolio, without disruptive scanning or expensive security experts. Only Contrast has sensors that work actively inside applications to uncover vulnerabilities, prevent data breaches, and secure the entire enterprise from development, to operations, to production.

Contrast Security

Shipping secure code is painful and time-consuming – slowing down development teams and AppSec teams alike. ShiftLeft is on a mission to make vulnerabilities history. Our revolutionary Code Property Graph (CPG) enables us to seamlessly insert 10x faster code analysis, prioritized OSS vulnerability findings and real-time security education in one single SaaS platform integrated directly into modern development workflows. Combining our OWASP-benchmark dominating NG-SAST, Intelligent SCA, instant secrets detection, and contextual security education, ShiftLeft CORE code security platform turns every developer into an AppSec expert.

Harness

Sample Customers

Williams-Sonoma, Autodesk, HUAWEI, Chromeriver, RingCentral, Demandware.

Information Not Available

Buyer's Guide

Static Application Security Testing (SAST)

February 2026

Download Free Report

Find out what your peers are saying about SonarSource Sàrl, Veracode, Checkmarx and others in Static Application Security Testing (SAST). Updated: February 2026.

DOWNLOAD NOW

881,757 professionals have used our research since 2012.

See our list of best Static Application Security Testing (SAST) vendors and best Application Security Tools vendors.

We monitor all Static Application Security Testing (SAST) reviews to prevent fraudulent reviews and keep review quality high. We do not post reviews by company employees or direct competitors. We validate each review for authenticity via cross-reference with LinkedIn, and personal follow-up with the reviewer when necessary.