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Best AI Development Tools: A Guide For Engineering Teams

Best AI Development Tools: A Guide For Engineering Teams

Imagine the world without AI assistance at all. Life would be put on hold. A terrifying picture, isn’t it? And we’re not talking about Siri, Alexa, and other virtual assistants. We are talking about complex business processes that would stop without the vast amount of data, processed and trained to streamline various operations across industries.

Hopefully, we’re safe from that. Recent industrial reports show that the global AI market is estimated at USD 638.23 billion in 2024. Obviously, it alters all industries – we’ve already talked about generative AI in FinTech. So is for software engineering. We are catching the way software technologies help developers achieve higher results in a shorter time.

Now, let’s see what the best and most essential AI tools are in 2024 so far – from software development to QA and DevOps.

AI Assistant Tools To Watch For

Here are our top picks. Some of the tools mentioned offer a free plan, so it would be a perfect fit for those, who want to research the power of artificial intelligence.

CategoryNameKey FeaturesProprietorOpen-sourcePricing
Coding AssistantsGitHub CopilotContext-aware code completion; Multi-language supportGitHub, Inc. (owned by Microsoft)NoIndividuals – $10/user/month: Businesses – $19/user/month, Enterprise – $39
Coding AssistantsTabnineReal-time code completion; Multi-language supportTabnine, Inc.NoFreemium available; Pro plan – $12/ month;Enterprise – $39/month
Coding AssistantsCody.AICode completion; Explanations; Debugging helpCody AI, Inc.NoCosts include $29/month, $99/month, and $249/month plans.
Coding AssistantsMutable AIMulti-file AI edits;Context-aware editing;Code generationMutable AINoStarts from $2 (free for open-source), $15, and a custom quote for Enterprise
Coding AssistantsPieces for DevelopersCode snippet organization; Search;IDE integrationPieces for DevelopersYesFreemium; custom quotes for enterprise pilots
Testing & DebuggingCodium AITest generation; Code behavior analysisCodium AINoStarts at $19/user/month
Testing & DebuggingDeepCodeVulnerability detection;Static code analysis;Performance optimizationDeepCodeNoFreemium; advanced features start from $12/user/month.
Testing & DebuggingBugsnagReal-time error monitoring; Performance tracking;User behavior analysisBugsnag, Inc.NoFreemium; $20/month for Select for smaller teams, Preferred – $33/month for larger teams, and quote requests for Enterprises
Version Control & Code ManagementGit enhanced with AIMerge conflict prediction;Workflow optimizationGit communityYesFree
Version Control & Code ManagementBitbucketGit repository hosting;Code review; CI/CDAtlassian Corporation PlcNoFreemium; Standard – $3/user/month; Premium – $6/user/month
Version Control & Code ManagementWhatTheDiffCode comparison; Highlights differences;Provides insightsOpen source communityYesFreemium; Pro – $19/month
Mobile App DevelopmentAppBrainUser behavior analysis;App feature optimizationAppBrain GmbHNoRequires a quote
Mobile App DevelopmentFirebase PredictionsUser action prediction; Personalized content deliveryGoogle LLCNoFree
Contextual and visual content generationAuto-GPTComplex task automation;Content generation;Problem-solvingOpen source communityYesstarts with $0.03 per 1,000 tokens for prompts and $0.06 per 1,000 tokens for results.
Visual content generationDALL-EImage generation based on text promptOpenAINoFreemium, coming at $20/month as a part of the ChatGPT Plus subscription plan.
Visual content generationMidjourneyImage generation based on text promptsMidjourney, Inc.Nostarts at $10/month for Basic, $30/month for Standard, $60/month for Pro, and $120/month for Mega
Security & Code OptimizationAmazon CodeWhispererCode generation; Vulnerability detection;AWS API integrationAmazon Web Services (AWS)NoFree for individuals; $19/ user/month for the Professional tier.
Security & Code OptimizationSnykSecurity analysis, Vulnerability detection, Remediation adviceSnyk, Inc.YesFreemium; paid plans for advanced features start at $25/month.
Code DocumentationMintlify WriterAutomated code documentation; Integration with IDEs;Multiple languages supportMintlify, Inc.NoFreemium; with $150/month for a Pro plan, and custom quotes for Enterprise size.

Now, let’s get a closer and deeper look at these utilities.

Engineering Assistants As AI developer Tools

Each of these agencies is widely considered as the best AI tool for web development. These AI coding tools enhance productivity for both individual developers and developers working in integrated development environments.

This AI-powered code completion tool introduces context-aware code suggestions, supports multiple programming languages, and blends with GitHub environments. GitHub Copilot is one of GitHub’s ecosystem elements, so it receives strong community support and takes its place among the most performing coding tools.

Pricing: Individuals – $10/user/month: businesses – $19/user/month, Enterprise – $19.

The creators of this AI-enabled code suggestion instrument integrated development into its functionality. The instrument provides real-time code suggestions, supports multiple programming languages, and is tailored to different coding styles. This open-source platform has already gained enthusiastic community support with rich documentation.

Pricing: Freemium available; Pro plan – $12/user/ month; Enterprise – $39.

The AI-powered assistant is aimed at software developers, offering code completion and explanations, which streamlines the development process but also suggests debugging help. While easily incorporated with popular IDEs, its AI features include natural language explanations for code and code snippet rendering. The instrument is already actively supported by the community and accumulates documentation.

Pricing: Costs include $29/month, $99/month, and $249/month plans.

The AI coding assistant introduces multi-file edits for faster development. Besides code generation, it offers intelligent code suggestions and context-aware editing. The tool has already been recognized as a robust agent among the community that collaborates on its documentation.

Pricing: The basic model starts from $2 (free for open-source), the Premium version is $15, and Enterprise needs a custom quote.

The technology in this software schedules and searches code snippets. In addition to customizable code snippets and wide search functionality, it allows integration with popular IDEs. Due to its focus on developer productivity and partially open-source nature, Pieces for Developers is gaining increasing traction from software engineers.

Pricing: Freemium model, with custom quotes for enterprise pilots.

Best AI Tools For Testing And Debugging

These solutions use AI to level up testing and debugging by automating test generation, recognizing code vulnerabilities, and offering real-time information on system performance.

1. Codium AI

The instrument is designed to enhance developer productivity during test generation and code behavior analysis. In addition to building test cases and exploring code coverage, the utility also spots probable issues. Its seamless integration with popular IDEs and support of multiple programming languages contribute to its recognition among dev community.

Pricing: Starts at $19/user/month

2. DeepCode

The tool uses machine learning and focuses on code vulnerability identification. Beyond security vulnerability detection and static code analysis, DeepCode also suggests performance optimization. Effective vulnerability detection and performance documentation make it a practical means for security-oriented developers.

Pricing: Freemium; advanced features start from $12/user/month.

3. Bugsnag

The tool introduces real-time application monitoring and error recognition solutions. Aside from error tracking, it suggests performance metrics and traces user behavior. Thanks to its overall effectiveness in exposure tracking and software stability improvement, not to forget about extensive documentation and resources for developers, Bugsnag is strengthening its position in the community.

Pricing: Freemium; Select model with $20/month for smaller teams, Preferred – $33/month for larger teams, and quote requests for Enterprises.

Top AI Tools For Software Version Control & Code Management

The following applications optimize workflows of version control and code management with task automation and merge conflict predictions. This efficiency is critical for the collaborative environment of our dedicated teams.

The technology works with merge conflict prediction and workflow optimization in Git repositories. AI integration of artificial intelligence enables recommendations for fixing merge conflicts and enhancing code quality. Given that the extension is a relatively new tool with an open-source nature as a part of the Git ecosystem, it has a growing popularity and increasing community support on forums.

Pricing: Free

The platform provides git repository hosting and collaboration opportunities. Aside from continuous integration and deployment pipeline features, the tool also suggests code review. Its popularity among software development teams reflects extensive documentation and a strong focus on privacy.

Pricing: Freemium; standard plan – $3/user/month; premium plan – $6/user/month.

The visual diffing tool for code reviews applies artificial intelligence to spot code differences, being especially handy for AI pair programmers. Featuring code changes comparisons and differences highlighted, it provides valuable insights through automated reports. The open-source nature of the instrument and the easy access to its comprehensive documentation highly contribute to its growing popularity among AI developers.

Pricing: Freemium; Pro model – $19/month.

AI Tools For Mobile App Development

The use of AI is also beneficial for the mobile market, where it can equip engineers with data-driven insights on user behavior, refine app features, and offer personalized interactions.

1.AppBrain for Developers

The mobile market-oriented development platform suggests user behavior analysis and app feature optimization. In addition to highlighting user preferences, this analytics tool provides app performance metrics and spotlights market trends. Its growing community highly encourages documentation buildup, increasing its validity for all involved in the mobile market.

Pricing: Requires a quote.

If you’re seeking skilled experts, you can always hire mobile app developers from Mobilunity.

2.Firebase Predictions

The instrument provides user action predictions and delivers personalized content. It works with prediction models and user segmentation and applies real-time analytics to improve user experience and increase user retention. Given that the Firebase platform is a part of Google, developers always have both extensive documentation and community support.

Pricing: Free.

Generative AI Tools For Task-Solving

Tools like these based on AI models have already transformed interface design and content creation. Just as at other stages, developers and designers can speed up the development process and boost user engagement, by embracing these AI tools.

The tool introduces a complex task performer by coordinating multiple GPT agents. Its AI capabilities allow for task automation, creative content generation, and problem-solving. Although the tool is relatively new, its open-source nature encourages its further development and growing support among developers.

Pricing: costs $0.03 per 1,000 tokens for prompts and $0.06 per 1,000 tokens for results

This pair of agencies generate images based on text prompts. By creating pictures from textual descriptions, they add value to UI/UX design and creative content. Due to their ability to build high-quality visualizations, their popularity is blooming, bringing the active and dedicated community and extensive documentation to the table.

Pricing: Midjourney plans include $10/month for Basic, $30/month for Standard, $60/month for Pro, and $120/month for Mega; DALL-E has a freemium model, coming at $20/month as a part of ChatGPT Plus subscription plans.

Powerful AI Security & Code Optimization Tools

While security threats are not disappearing, these best AI tools for developers already protect software systems by recognizing exposures, tuning code performance, and complying with security guidelines.

1.Amazon CodeWhisperer

This assistant introduces code generation and exposure detection which works particularly for AWS APIs. Apart from code suggestion generation, AI technology identifies potential security vulnerabilities and provides seamless integration with AWS services. As a part of the AWS ecosystem, it comes with extensive documentation and support resources from the community.

Pricing: Free for individuals; the Professional tier costs $19/ user/month.

1.Snyk

The tool focuses on security testing and vulnerability management, especially for data-sensitive software applications. Aside from security exposure recognition and correction, it easily incorporates into the most common development workflows. Its open-source nature, combined with its constant focus on vulnerability tracking made it a popular choice for security experts, assisting with constant documentation improvement and community support.

Pricing: Freemium; with paid plans for advanced features starting at $25/month.

Code Documentation For Software Development Projects

Effective code documentation is also an integral part of project management. As it allows developers to describe code functionality, teams frequently use them to maintain code quality, enhance teamwork, and guarantee software viability.

This mechanism assists developers in writing code documentation, automatically generating it based on context. The comprehensive documentation rendering is used in software development, incorporating popular IDEs and supporting multiple programming languages. Above all, real-time collaboration and AI writing assistance make it a helpful tool for any remote team.

Pricing: Freemium model; with $150/month for a Pro plan with advanced features, and custom quotes for Enterprise size.

To Wrap Up

Hopefully, you will take advantage of our tool list.

You might have noticed that the number of AI-powered tools is continuously increasing. Each covers specific business needs and fits different skill levels and development practices.

Here are short and obvious tips on how to get the best out of AI software:

  • Stay on the float with the latest technological advancement, but don’t skip best practices proven already.
  • Participate in communities, forums, and events – may the networking force be with you!
  • Experiment with tools. Open-source instruments are a great assistant for discovering the ones that best suit your knowledge, skills, and requirements.

We will not argue that a decent and relevant toolset is imperative throughout the development. If you need engineers who know how to apply those technologies for more efficient work, you can always hire AI developers for your team from our outstuff development company.

Let the challenge encourage you.

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