# Best AI Coding Assistants Software - Page 15 *By [Adam Crivello](https://research.g2.com/insights/author/adam-crivello)* AI coding assistants leverage artificial intelligence and machine learning to help developers write, edit, optimize, and troubleshoot code in real time, integrating directly into IDEs and development workflows to provide contextual code completion, proactive error detection, predictive suggestions, and standardized guidance aligned with organizational coding practices. ### Core Capabilities of AI Coding Assistants To qualify for inclusion in the AI Coding Assistants category, a product must: - Use AI to provide real-time coding assistance within an integrated development environment (IDE) - Support contextual code completion, predictive coding suggestions, or automated code optimization beyond testing and security - Proactively detect errors or bugs, delivering actionable and team-oriented suggestions for remediation - Seamlessly integrate into development teams' existing workflows and practices ### Common Use Cases for AI Coding Assistants Software developers and engineering teams use AI coding assistants to accelerate development cycles, reduce errors, and maintain consistent code quality. Common use cases include: - Receiving real-time code suggestions and completions that adapt to the active codebase and project conventions - Detecting bugs and receiving actionable remediation suggestions during active coding sessions - Accelerating onboarding for new developers by providing contextual recommendations tailored to team standards ### How AI Coding Assistants Differ from Other Tools AI coding assistants are designed to collaborate with developers during the act of writing code, the developer remains the primary agent, with the assistant providing continuous, context-sensitive support. This distinguishes them from [AI code generation software](https://www.g2.com/categories/ai-code-generation), which can generate complete applications from natural language prompts. While both tools use AI to assist with code, coding assistants work within a developer's existing environment and workflow, whereas code generation tools can operate more autonomously to produce larger functional outputs. ### Insights from G2 on AI Coding Assistants Based on category trends on G2, contextual code completion accuracy and real-time error detection stand out as standout capabilities. Faster coding velocity and improved code quality consistency stand out as primary outcomes of adoption. ## How Many AI Coding Assistants Software Products Does G2 Track? **Total Products under this Category:** 283 ### Category Stats (May 2026) - **Average Rating**: 4.54/5 (↑0.01 vs Apr 2026) - **New Reviews This Quarter**: 267 - **Buyer Segments**: Small-Business 52% │ Mid-Market 31% │ Enterprise 16% - **Top Trending Product**: Claude (+0.07) *Last updated: May 18, 2026* ## How Does G2 Rank AI Coding Assistants Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 2,400+ Authentic Reviews - 283+ 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. ## Which AI Coding Assistants Software Is Best for Your Use Case? - **Leader:** [GitHub Copilot](https://www.g2.com/products/github-copilot/reviews) - **Easiest to Use:** [Gemini](https://www.g2.com/products/google-gemini/reviews) - **Top Trending:** [CodeRabbit](https://www.g2.com/products/coderabbit/reviews) - **Best Free Software:** [Cursor](https://www.g2.com/products/cursor/reviews) --- **Sponsored** ### Checkmarx 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 platform stands out in the realm of enterprise-grade security, offering comprehensive protection that addresses the complexities of modern software development, including legacy systems and AI-generated code. By scanning trillions of lines of code annually, Checkmarx enables companies to significantly lower their vulnerability density, ensuring a robust defense against potential threats. The platform is particularly beneficial for software development teams, security professionals, and organizations that prioritize secure coding practices. With the increasing reliance on AI technologies and the rapid pace of software development, Checkmarx One provides essential tools to mitigate risks associated with both traditional and emerging programming languages. Its innovative architecture, powered by autonomous security agents and AI-native intelligence, allows organizations to integrate security seamlessly into their development workflows, thereby accelerating development velocity without compromising on safety. Key features of Checkmarx One include Triage Assist, which employs an autonomous AI agent to prioritize vulnerabilities based on real-world exploitability and contextual risk. This feature empowers teams to concentrate their efforts on the most critical issues rather than getting bogged down by static severity scores. Additionally, Remediation Assist generates review-ready fixes for validated vulnerabilities prior to code merges, streamlining the secure delivery process and minimizing the manual overhead typically associated with remediation tasks. Developer Assist is another notable feature, acting as a standalone security agent that identifies risks during the coding process. By providing safe, explainable, and verified fixes directly within the integrated development environment (IDE), it supports developers in maintaining a stable and rapid development pace. Furthermore, the platform includes AI Supply Chain Security, which offers centralized governance and visibility for AI components embedded in applications, ensuring that hidden AI assets are discovered and managed effectively. Lastly, Checkmarx One incorporates advanced analysis engines such as AI SAST and DAST for AI, which enhance security measures across various environments. The AI SAST feature expands detection capabilities to cover emerging and unsupported programming languages, while the DAST for AI strengthens runtime protection in continuous integration and deployment (CI/CD) settings. Together, these features position Checkmarx One as a comprehensive solution for organizations looking to fortify their software development lifecycle against evolving threats. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1010786&secure%5Bdisplayable_resource_id%5D=1010786&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1010786&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=4475&secure%5Bresource_id%5D=1010786&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fai-coding-assistants%3Fpage%3D15&secure%5Btoken%5D=332e86f6b84afb5f594d57fd5ea25832df2a62dd06ee9f105b6c1bfcab204469&secure%5Burl%5D=https%3A%2F%2Fcheckmarx.com%2Frequest-a-demo%2F&secure%5Burl_type%5D=book_demo) --- ## What Is AI Coding Assistants Software? [Generative AI Software](https://www.g2.com/categories/generative-ai) ## What Software Categories Are Similar to AI Coding Assistants Software? - [AI Code Generation Software](https://www.g2.com/categories/ai-code-generation)