By ATS Staff
Artificial Intelligence Data Science LLMs Python ProgrammingArtificial Intelligence (AI) has revolutionized software development, making coding faster and more efficient. Large Language Models (LLMs) now assist developers by generating, debugging, and optimizing code. Whether you're a beginner or an experienced programmer, these AI-powered tools can enhance productivity.
Best for: Real-time coding assistance, IDE integration
Models Used: OpenAI’s GPT-4 (Copilot X uses GPT-4 Turbo)
GitHub Copilot, developed by GitHub and OpenAI, is one of the most popular AI coding assistants. It integrates directly into VS Code, JetBrains, Neovim, and other IDEs, offering real-time code suggestions.
✔ Autocompletes code in multiple languages (Python, JavaScript, Go, etc.)
✔ Explains and refactors existing code
✔ Supports Copilot Chat for debugging and documentation
✔ Works offline with local models (Enterprise version)
Pricing:
Best for: General-purpose coding help, learning, and prototyping
Models Used: GPT-4 Turbo (paid), GPT-3.5 (free)
OpenAI’s ChatGPT is a versatile AI chatbot that helps with code generation, debugging, and optimization. While not IDE-integrated like Copilot, it excels in explaining concepts and generating scripts.
✔ Writes, debugs, and explains code in all major languages
✔ Helps with algorithm design and pseudocode
✔ Can process long conversations (128K context in GPT-4 Turbo)
✔ Free tier available (GPT-3.5)
Pricing:
Best for: AWS developers, security-focused coding
Models Used: Proprietary AWS-trained model
Amazon’s CodeWhisperer is an AI coding assistant optimized for AWS services and security best practices. It integrates with VS Code, JetBrains, and AWS Cloud9.
✔ Auto-completes code with AWS API recommendations
✔ Scans for security vulnerabilities
✔ Supports Python, Java, JavaScript, and more
✔ Free tier available
Pricing:
Best for: Research, learning, and multi-language support
Models Used: Gemini Pro 1.5 (latest)
Google’s Gemini (formerly Bard) is a strong competitor to ChatGPT, offering advanced reasoning and coding assistance. It supports 20+ programming languages and integrates with Google’s ecosystem.
✔ Explains and debugs code
✔ Generates code snippets in Python, C++, Java, etc.
✔ Free to use (unlike some GPT-4 features)
Pricing:
Best for: Long-form code explanations, ethical AI
Models Used: Claude 3 (Opus, Sonnet, Haiku)
Anthropic’s Claude is known for its long-context understanding (200K tokens) and ethical AI approach. It’s great for documentation, refactoring, and complex problem-solving.
✔ Handles large codebases in a single prompt
✔ Explains code in detail
✔ Less prone to hallucinations than some competitors
Pricing:
Best for: Privacy-focused teams, offline coding
Models Used: Custom LLMs (can run locally)
Tabnine is an AI coding assistant that works offline with local models, making it ideal for enterprises with strict data privacy needs.
✔ Full-codebase-aware suggestions
✔ Self-hosted option for security compliance
✔ Supports VS Code, IntelliJ, and more
Pricing:
Best for: Open-source enthusiasts
Models Used: Mistral 7B, Codestral (22B)
Mistral AI and its coding-specific model Codestral are strong open-source alternatives to ChatGPT and Copilot. They can be self-hosted for full control.
✔ Free and open-source
✔ Specializes in code generation
✔ Can be fine-tuned for custom needs
Pricing:
Tool | Best For | IDE Integration | Free Tier | Paid Plan |
---|---|---|---|---|
GitHub Copilot | Real-time coding | ✅ Yes | ❌ No (student discount) | $10+/month |
ChatGPT (GPT-4) | Learning & debugging | ❌ No (but can paste code) | ✅ GPT-3.5 | $20/month |
Amazon CodeWhisperer | AWS devs | ✅ Yes | ✅ Yes | $19/month |
Google Gemini | Multi-language help | ❌ No | ✅ Yes | Free |
Claude 3 | Long code explanations | ❌ No | ✅ Yes | $20/month |
Tabnine | Privacy-focused teams | ✅ Yes | ✅ Basic | $12+/month |
Mistral/Codestral | Open-source | ❌ (Self-hosted) | ✅ Yes | Free |
AI coding assistants are rapidly evolving, so experimenting with a few can help you find the best fit. Happy coding!