Best AI AppSec Assistants

Researched and written by Adam Crivello

AI AppSec assistants apply artificial intelligence and machine learning to help developers identify and fix security vulnerabilities throughout the software development lifecycle, embedding directly into development environments to provide real-time application security insights, contextual explanations, and automated or semi-automated remediation guidance.

Core Capabilities of AI AppSec Assistants

To qualify for inclusion in the AI AppSec Assistants category, a product must:

  • Use AI to provide real-time application security assistance within a development environment
  • Automatically identify security weaknesses and vulnerabilities
  • Remediate issues or deliver contextual, actionable remediation guidance
  • Seamlessly integrate into development teams' existing workflows and practices

Common Use Cases for AI AppSec Assistants

Development and security teams use AI AppSec assistants to shift security left, catching and fixing vulnerabilities earlier in the development cycle without slowing down engineering workflows. Common use cases include:

  • Detecting insecure code patterns and vulnerabilities in real time as developers write code
  • Providing contextual remediation guidance that explains security issues and suggests specific fixes in the developer's language and framework
  • Improving collaboration between development and security teams by making security feedback actionable within existing developer environments

How AI AppSec Assistants Differ from Other Tools

While AI coding assistants help developers with general programming tasks such as code completion and error detection, AI AppSec assistants focus specifically on application security, identifying vulnerabilities, explaining security risks, and guiding remediation within the development environment. This specialization makes them distinct from general coding assistants and from broader application security tools that operate outside the IDE, enabling a "secure by default" approach embedded directly in developer workflows.

Insights from G2 on AI AppSec Assistants

Based on category trends on G2, real-time vulnerability detection and contextual remediation guidance stand out as standout capabilities. Faster vulnerability resolution and improved developer adoption of secure coding practices stand out as primary outcomes of adoption.

How Many AI AppSec Assistants Products Does G2 Track?

Total Products under this Category: 19

Category Stats (Jun 2026)

  • Average Rating: 4.47/5 The average rating of products in this category, based on all submitted ratings
  • New Reviews This Quarter: 15
  • Buyer Segments: Small-Business 44% │ Mid-Market 31% │ Enterprise 25% Represents the distribution of reviewers across all products in this category.
  • Top Trending Product: Veracode Application Security Platform (+0.74%) - Among all products in this category, Veracode Application Security Platform recorded the largest rating increase compared to last month

Last updated: June 19, 2026

How Does G2 Rank AI AppSec Assistants Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 1,400+ Authentic Reviews
  • 19+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

Best AI AppSec Assistants At A Glance

Leader:
Aikido Security
Highest Performer:
DryRun Security
Easiest to Use:
Aikido Security
Top Trending:
Aikido Security
Best Free Software:
Aikido Security

Aikido Security

(141)4.6 out of 5
Product Description

Aikido Security is the developer-first security platform that unifies code, cloud, protection, and attack testing in one suite of best-in-class products. Built by developers for developers, Aikido hel

Users: CTO, Founder · Industries: Computer Software, Information Technology and Services · Market Segment: 70% Small-Business, 18% Mid-Market
ProsEase of Use, Security, Features, Easy Integrations, Easy Setup
ConsMissing Features, Expensive, Limited Features, Pricing Issues, Lacking Features
Year Founded
2022
HQ Location
Ghent, Belgium
Company Website
https://aikido.dev
Twitter
@AikidoSecurity
LinkedIn® Page
https://www.linkedin.com/company/aikido-security/

SonarQube

(145)4.4 out of 5
Product Description

Sonar, the industry standard for code verification and automated code review, helps reduce outages, improve security, and lower risks associated with AI and agentic coding. As an independent verificat

Users: Software Engineer, DevOps Engineer · Industries: Information Technology and Services, Computer Software · Market Segment: 42% Enterprise, 39% Mid-Market
ProsCode Quality, Features, Issue Identification, Ease of Use, Easy Integrations
ConsSoftware Bugs, Complex Configuration, False Positives, Complexity, Complex Setup
Year Founded
2008
HQ Location
Geneva, Switzerland
Company Website
https://www.sonarsource.com
Twitter
@SonarSource
LinkedIn® Page
https://www.linkedin.com/company/sonarsource/
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GitHub Copilot

(331)4.5 out of 5
Product Description

GitHub Copilot helps more than 1 million developers and over 20,000 businesses push what’s possible in software development. Based on powerful LLMs, including OpenAI’s GPT models, this AI pair progr

Users: Software Engineer, Senior Software Engineer · Industries: Computer Software, Information Technology and Services · Market Segment: 35% Small-Business, 34% Mid-Market
ProsEase of Use, Coding Assistance, Productivity Improvement, Problem Solving, Efficiency
ConsPoor Coding, Poor Suggestions, Expensive, Inaccuracy, Context Understanding
Year Founded
2008
HQ Location
San Francisco, CA
Company Website
https://github.com
Twitter
@github
LinkedIn® Page
https://www.linkedin.com/company/1418841/

Snyk

(133)4.5 out of 5
Product Description

Snyk (pronounced sneak) is a developer security platform for securing custom code, open source dependencies, containers, and cloud infrastructure all from a single platform. Snyk’s developer securit

Users: Software Engineer · Industries: Computer Software, Information Technology and Services · Market Segment: 44% Mid-Market, 35% Small-Business
ProsEasy Integrations, Vulnerability Detection, Ease of Use, User Interface, Vulnerability Identification
ConsExpensive, False Positives, Poor Interface Design, Pricing Issues, Scanning Issues
HQ Location
Boston, Massachusetts
Company Website
https://snyk.io
Twitter
@snyksec
LinkedIn® Page
https://www.linkedin.com/company/10043614/

DryRun Security

(20)4.9 out of 5
Product Description

Security leaders face a paradox: ship faster and enable agentic development while staying secure and keeping developers productive. DryRun Security resolves this by securing every pull request and rep

Industries: Computer & Network Security · Market Segment: 40% Small-Business, 30% Mid-Market
ProsSecurity, Vulnerability Detection, Features, Accuracy, Easy Setup
ConsSlow Performance, Slow Speed, UX Improvement, Limited Customization, Workflow Issues
Year Founded
2023
HQ Location
Austin, US
Company Website
https://dryrun.security
LinkedIn® Page
https://www.linkedin.com/company/dryrun-security/

Replit

(361)4.5 out of 5
Product Description

Replit turns your ideas into apps, fast. With Replit, anyone—technical or non-technical—can build and deploy fully-functional, full-stack apps directly from their browser, without any installation

Users: Founder, CEO · Industries: Computer Software, Information Technology and Services · Market Segment: 65% Small-Business, 11% Mid-Market
ProsEase of Use, User Experience, Implementation Ease, Time-saving, Coding Assistance
ConsExpensive, Credit System, Poor Coding, System Unreliability, Slow Performance
Year Founded
2016
HQ Location
San Francisco, US
Company Website
https://replit.com
Twitter
@Replit
LinkedIn® Page
https://www.linkedin.com/company/repl-it/

Appdome

(87)4.8 out of 5
Product Description

Appdome is an agentic platform that protects mobile apps and the mobile business at scale. Trusted by enterprises worldwide, Appdome automates mobile app security, fraud prevention, bot defense, and t

Industries: Banking, Financial Services · Market Segment: 49% Enterprise, 36% Mid-Market
User Sentiment

Reviewers appreciate the excellent customer support, the ease of setup, the efficient integration process, and the automation that ensures every release is protected. Reviewers noted that the pricing structure can be confusing, the platform can feel overwhelming due to the large number of features, and the documentation contains redundant information.

ProsCustomer Support, Security, Ease of Use, Protection, Implementation Ease
ConsExpensive, Complexity, Learning Curve, Learning Difficulty, Poor Documentation
Year Founded
2012
HQ Location
Redwood City, California, United States
Company Website
https://www.appdome.com/
Twitter
@appdome
LinkedIn® Page
https://www.linkedin.com/company/appdome/

Codeant AI Code Reviewer

(6)4.8 out of 5
Product Description

CodeAnt AI reviews your code line by line, finds critical code quality issues and security vulnerabilities, explains their impact, and guides you on how to fix them. It’s SOC 2 and HIPAA compliant,

Market Segment: 67% Small-Business, 33% Mid-Market
ProsCode Quality, Features, Code Review, Custom Rules, Ease of Use
ConsDifficult Learning, False Positives, Improvement Needed, Inefficient Notifications, Lack of Guidance
Year Founded
2023
HQ Location
San Francisco, US
Company Website
https://codeant.ai/
LinkedIn® Page
https://www.linkedin.com/company/codeant-ai

Amazon Q Developer

(42)4.6 out of 5
Product Description

Amazon Q Developer is a generative AI-powered assistant designed to enhance the entire software development lifecycle. It integrates seamlessly into various development environments, offering real-tim

Users: Software Engineer · Industries: Information Technology and Services, Computer Software · Market Segment: 43% Small-Business, 29% Mid-Market
ProsEase of Use, Coding Assistance, Easy Integrations, Features, User Experience
ConsPoor Suggestions, Inaccuracy, Irrelevant Responses, Poor Integration, Slow Performance
Year Founded
2006
HQ Location
Seattle, WA
Company Website
https://aws.amazon.com/?nc2=h_lg
Twitter
@awscloud
LinkedIn® Page
https://www.linkedin.com/company/amazon-web-services/
Ownership
NASDAQ: AMZN

Checkmarx

(43)4.2 out of 5
Product Description

Checkmarx is a type of application security solution designed to help organizations safeguard their software development processes while enhancing efficiency and reducing costs. The Checkmarx One plat

Industries: Information Technology and Services, Computer Software · Market Segment: 58% Enterprise, 21% Mid-Market
ProsImplementation Ease, User Interface, Accuracy of Results, Automation Testing, Customer Support
ConsFalse Positives, Lacking Features, Missing Features, Poor Navigation
Year Founded
2006
HQ Location
Paramus, NJ
Company Website
https://www.checkmarx.com
Twitter
@Checkmarx
LinkedIn® Page
https://www.linkedin.com/company/checkmarx

Semgrep

(55)4.6 out of 5
Product Description

Semgrep is a modern static analysis (SAST), software composition analysis (SCA), and secrets detection platform designed for both developers and security teams. It combines fast, deterministic analysi

Industries: Information Technology and Services, Computer Software · Market Segment: 45% Enterprise, 42% Mid-Market
ProsEase of Use, Features, Vulnerability Detection, Scanning Efficiency, Security
ConsNot User-Friendly, Limited Features, Difficult Learning, Lack of Guidance, Learning Curve
Year Founded
2017
HQ Location
San Francisco, US
Company Website
https://semgrep.dev
Twitter
@semgrep
LinkedIn® Page
https://www.linkedin.com/company/returntocorp

Tabnine

(48)4.1 out of 5
Product Description

Tabnine provides the world’s most contextually-aware AI software development agents, autonomously completing the broadest variety of tasks across the SDLC without sacrificing privacy. Tabnine boos

Industries: Computer Software, Information Technology and Services · Market Segment: 69% Small-Business, 19% Mid-Market
ProsEase of Use, Coding Assistance, Features, Auto-Suggestions, Suggestions
ConsPoor Coding, Poor Suggestions, AI Integration, Compatibility Issues, Irrelevant Responses
Year Founded
2017
HQ Location
Tel Aviv, IL
Company Website
https://www.tabnine.com/
Twitter
@tabnine
LinkedIn® Page
https://www.linkedin.com/company/tabnine

Veracode Application Security Platform

(26)3.8 out of 5
Product Description

Veracode helps companies that innovate through software deliver secure code on time. Unlike on-premise solutions that are hard to scale and focused on finding rather than fixing, Veracode comprises a

Industries: Information Technology and Services · Market Segment: 69% Enterprise, 31% Mid-Market
ProsAccuracy of Findings, Detailed Information, Scanning Efficiency, Security, Vulnerability Detection
ConsLack of Information, Poor Customer Support, Complexity, Confusing Interface, Cost Issues
Year Founded
2006
HQ Location
Burlington, MA
Company Website
https://veracode.com
Twitter
@Veracode
LinkedIn® Page
https://www.linkedin.com/company/27845/

Black Duck

(29)4.0 out of 5
Product Description

Organizations worldwide use Black Duck’s industry-leading products to secure and manage open source software, eliminating the pain related to security vulnerabilities, compliance and operational risk.

Industries: Information Technology and Services, Computer Software · Market Segment: 45% Enterprise, 34% Mid-Market
ProsAccuracy of Findings, Open Source
ConsResource Constraints
Year Founded
1986
HQ Location
Mountain View, CA
Company Website
https://www.synopsys.com/
Twitter
@synopsys
LinkedIn® Page
https://www.linkedin.com/company/2457/
Ownership
NASDAQ:SNPS

Corridor

0 ratings
Product Description

Corridor is the security layer for AI coding. Corridor gives companies visibility into AI coding and enforces secure coding guardrails, allowing security to move at the speed of code. With Corridor

HQ Location
San Francisco, California
Company Website
https://corridor.dev/
LinkedIn® Page
https://www.linkedin.com/company/corridorsecurity/