gpt-engineer vs. GitHub Copilot

Windsurf is an innovative IDE built to support developers with AI-powered features that streamline the coding and deployment process. Cascade, the platform’s intelligent assistant, not only fixes issues proactively but also helps developers anticipate potential problems, ensuring a smooth development experience. Windsurf’s features include real-time code previewing, automatic lint error fixing, and memory tracking to maintain project continuity. The platform integrates with essential tools like GitHub, Slack, and Figma, allowing for seamless workflows across different aspects of development. Additionally, its built-in smart suggestions guide developers towards optimal coding practices, improving efficiency and reducing technical debt. Windsurf’s focus on maintaining a flow state and automating repetitive tasks makes it ideal for teams looking to increase productivity and reduce development time. Its enterprise-ready solutions also help improve organizational productivity and onboarding times, making it a valuable tool for scaling development teams.

Junie, the AI coding agent by JetBrains, revolutionizes the way developers interact with their code by embedding intelligent assistance directly into JetBrains IDEs like WebStorm, RubyMine, and GoLand. Designed to fit naturally into developers’ existing workflows, Junie helps tackle both small and ambitious coding tasks by providing tailored execution plans and automated code generation. It combines the power of AI with IDE capabilities to perform code inspections, syntax checks, and run tests automatically, maintaining code quality without manual intervention. Junie offers two distinct modes: one for executing code tasks and another for interactive querying and planning, allowing developers to seamlessly collaborate with the agent. Its ability to comprehend code relationships and project logic enables it to propose efficient solutions and reduce time spent on debugging. Developers from various fields, including game development and web design, have showcased impressive projects built entirely or partly with Junie’s assistance. The tool supports multi-file edits and integrates version control system (VCS) assistance, making complex refactoring easier and safer. JetBrains offers multiple pricing plans tailored to individuals and organizations, ranging from free tiers to premium AI Ultimate for intensive daily use. By handling repetitive coding chores, Junie frees developers to focus on the creative and strategic aspects of software development. Overall, Junie stands as a powerful AI companion transforming traditional coding into a smarter, more collaborative experience.

Google AI Studio is a comprehensive platform for discovering, building, and operating AI-powered applications at scale. It unifies Google’s leading AI models, including Gemini 3, Imagen, Veo, and Gemma, in a single workspace. Developers can test and refine prompts across text, image, audio, and video without switching tools. The platform is built around vibe coding, allowing users to create applications by simply describing their intent. Natural language inputs are transformed into functional AI apps with built-in features. Integrated deployment tools enable fast publishing with minimal configuration. Google AI Studio also provides centralized management for API keys, usage, and billing. Detailed analytics and logs offer visibility into performance and resource consumption. SDKs and APIs support seamless integration into existing systems. Extensive documentation accelerates learning and adoption. The platform is optimized for speed, scalability, and experimentation. Google AI Studio serves as a complete hub for vibe coding–driven AI development.

Retool is an AI-driven platform that helps teams design, build, and deploy internal software from a single unified workspace. It allows users to start with a natural language prompt and turn it into production-ready applications, agents, and workflows. Retool connects to nearly any data source, including SQL databases, APIs, and AI models, creating a real-time operational layer on top of existing systems. The platform supports AI agents, LLM-powered workflows, dashboards, and operational tools across teams. Visual app building tools allow users to drag and drop components while seeing structure and logic in real time. Developers can fully customize behavior using code within Retool’s built-in IDE. AI assistance helps generate queries, UI elements, and logic while remaining editable and schema-aware. Retool integrates with CI/CD pipelines, version control, and debugging tools for professional software delivery. Enterprise-grade security, permissions, and hosting options ensure compliance and scalability. The platform supports data, operations, engineering, and support teams alike. Trusted by startups and Fortune 500 companies, Retool significantly reduces development time and manual effort. Overall, it enables organizations to build smarter, AI-native internal software without unnecessary complexity.

TeamDesk is the leading AI-enhanced Low-Code database platform for creating powerful and flexible web-based databases with AI assisted development and AI-enhanced data analysis. TeamDesk provides: AI-Assisted Development AI-enhanced Data Analysis API, Web hooks, Zapier unlimited data storage, records, tables and fields TeamDesk stands out as a premier low-code platform renowned for enabling users to effortlessly create robust web-based databases without any coding expertise required. Recognized by TechRadar as the top database platform of the year, TeamDesk offers innovative features, including Artificial Intelligence and ready-made solutions that facilitate swift online database development. Entrepreneurs and citizen developers can leverage AI capabilities to design tailored databases that align perfectly with their industry-specific workflows, enhancing the organization of business information. The online database software from TeamDesk is designed to be fully scalable and customizable, effectively addressing the dynamic needs of its customers. TeamDesk's offerings include integration with AI, API access, web hooks, and Zapier compatibility, along with unlimited data storage and the ability to create as many records and tables as necessary, all provided for a low flat fee. Additionally, users benefit from a complimentary trial period and unlimited support at no extra cost. Catering to businesses of all sizes, from small startups to large enterprises, TeamDesk ensures that scalability is a fundamental aspect of its service, allowing businesses to grow and adapt to new models seamlessly. Moreover, the Enterprise Edition comes equipped with features such as custom domain support, white labeling, SSO via SAML2, and centralized security management for unlimited databases, ensuring comprehensive solutions for complex business needs.

Frontegg is a comprehensive Customer Identity and Access Management (CIAM) platform built for the unique needs of SaaS companies. It eliminates the complexity of authentication, authorization, and user access by giving engineering teams a fast and reliable way to deploy advanced identity features, while also enabling non-technical teams to manage identity without constant developer involvement. For developers, Frontegg provides a low-code integration experience that gets identity up and running in days rather than months. Its SDKs and APIs support popular frameworks and languages, including React, Node.js, and Python, making it easy to embed features like single sign-on (SSO), multi-factor authentication (MFA), passwordless login, and role-based access control (RBAC). Developers can also handle complex SaaS requirements such as multi-tenancy, hierarchical user structures, entitlements, and subscription management with ready-to-use capabilities, avoiding the need to build these features from scratch. Once integrated, Frontegg gives non-technical stakeholders control through a secure, intuitive admin portal. Product teams can manage feature entitlements and experiment with configurations. Infosec teams can enforce compliance policies, manage MFA requirements, and monitor security dashboards. Customer Success can fulfill requests like adding users or connecting an SSO provider instantly, without waiting on engineering. This distribution of ownership reduces bottlenecks and accelerates how fast companies can respond to their customers. Security is at the core of Frontegg. The platform stays aligned with the latest identity standards such as OAuth2, SAML, and OpenID Connect. It provides built-in audit logs, real-time monitoring, and policy enforcement to help organizations meet compliance requirements. By removing the burden of ongoing identity maintenance from developers, Frontegg ensures applications remain secure without slowing down innovation.

LM-Kit.NET serves as a comprehensive toolkit tailored for the seamless incorporation of generative AI into .NET applications, fully compatible with Windows, Linux, and macOS systems. This versatile platform empowers your C# and VB.NET projects, facilitating the development and management of dynamic AI agents with ease. Utilize efficient Small Language Models for on-device inference, which effectively lowers computational demands, minimizes latency, and enhances security by processing information locally. Discover the advantages of Retrieval-Augmented Generation (RAG) that improve both accuracy and relevance, while sophisticated AI agents streamline complex tasks and expedite the development process. With native SDKs that guarantee smooth integration and optimal performance across various platforms, LM-Kit.NET also offers extensive support for custom AI agent creation and multi-agent orchestration. This toolkit simplifies the stages of prototyping, deployment, and scaling, enabling you to create intelligent, rapid, and secure solutions that are relied upon by industry professionals globally, fostering innovation and efficiency in every project.

TrustInSoft has developed a source code analysis tool known as TrustInSoft Analyzer, which meticulously evaluates C and C++ code, providing mathematical assurances that defects are absent, software components are shielded from prevalent security vulnerabilities, and the code adheres to specified requirements. This innovative technology has gained recognition from the National Institute of Standards and Technology (NIST), marking it as the first globally to fulfill NIST’s SATE V Ockham Criteria, which underscores the significance of high-quality software. What sets TrustInSoft Analyzer apart is its implementation of formal methods—mathematical techniques that facilitate a comprehensive examination to uncover all potential vulnerabilities or runtime errors while ensuring that only genuine issues are flagged. Organizations utilizing TrustInSoft Analyzer have reported a significant reduction in verification expenses by 4 times, a 40% decrease in the efforts dedicated to bug detection, and they receive undeniable evidence that their software is both secure and reliable. In addition to the tool itself, TrustInSoft’s team of experts is ready to provide clients with training, ongoing support, and various supplementary services to enhance their software development processes. Furthermore, this comprehensive approach not only improves software quality but also fosters a culture of security awareness within organizations.

Completely managed machine learning tools facilitate the rapid construction, deployment, and scaling of ML models tailored for various applications. Vertex AI Workbench seamlessly integrates with BigQuery Dataproc and Spark, enabling users to create and execute ML models directly within BigQuery using standard SQL queries or spreadsheets; alternatively, datasets can be exported from BigQuery to Vertex AI Workbench for model execution. Additionally, Vertex Data Labeling offers a solution for generating precise labels that enhance data collection accuracy. Furthermore, the Vertex AI Agent Builder allows developers to craft and launch sophisticated generative AI applications suitable for enterprise needs, supporting both no-code and code-based development. This versatility enables users to build AI agents by using natural language prompts or by connecting to frameworks like LangChain and LlamaIndex, thereby broadening the scope of AI application development.

SoftCo Accounts Payable Automation processes all PO and non-PO supplier invoices electronically from AI-powered capture and AI Matching through to invoice approval and query management. Built for complex, high-volume environments, SoftCoAP delivers market-leading touchless automation by embedding AI across matching, coding, routing, and exception handling to minimize manual intervention. Finance teams achieve up to 89% reduction in processing costs, faster cycle times, and stronger operational control without adding headcount. A built-in, context-aware AI Assistant supports AP users directly in the workflow by explaining exceptions, answering natural language questions, and guiding next actions, reducing back-and-forth while maintaining full auditability and compliance. SoftCoAP supports recurring invoices such as rent, utilities, and subscriptions, automatically matching and routing them for approval without the need for supporting POs or GRNs. Automated approval workflows ensure invoices reach the right approvers, with reminders and escalation reducing delays. Approvals can be completed via email or mobile, enabling faster decision-making for distributed finance teams. Advanced analytics provide real-time visibility into invoice volumes, exception trends, approval bottlenecks, and performance metrics, helping finance leaders continuously optimize operations and protect cash flow. SoftCo is a global organization with operations across the USA, Ireland, the UK, and the Nordics. SoftCo is SOC 1 and SOC 2 audited and ISO 27001 and SAHKE2 certified, supporting secure and compliant AP automation. More than one million business users worldwide rely on SoftCo solutions across all industry sectors, including organizations such as SunnyD, the Finnish Government, Primark, Patagonia, and PwC, to run accounts payable with confidence at scale.