At a Glance
- Microsoft Azure, Tabnine, OpenAI Codex, Github Copilot, Cogram, and Code T5 can assist developers in Automating repetitive tasks, Improving code quality, enhancing decision-making, facilitating collaboration, and enhancing creativity.
- The key factors to consider when choosing the best AI software development tool are functionality, usability, integration, accuracy, support, and cost.
Developers and coders spend significant time performing repetitive tasks like testing, debugging, and deployment. AI tools can automate these tasks, freeing up developers’ time and allowing them to focus on more complex tasks.
AI algorithms can analyze code and identify potential bugs, vulnerabilities, or performance issues, allowing developers to fix them before they become significant problems.
An AI code assistant helps developers write and debug code more efficiently. It provides suggestions and recommendations for code improvements, detects and fixes errors, and offers real-time feedback as the developer writes code.
The AI tools save time and reduce the effort of human programmers.
Check out these 5 AI tools for developers that can help them write better code, save time, and test code making them more productive and efficient.
1. Azure – Best Cognitive Services for Coders
Microsoft Azure AI platform provides ample opportunities to elevate your projects through improved application development, sophisticated data analysis, or advanced machine learning capabilities. With numerous ways to enhance their work, developers can leverage the versatility of Azure AI and customize its services to align with their specific requirements.
Azure Key Features
- Cognitive Services
- Machine Learning
1. Cognitive Services
The Azure Cognitive Services enable easy integration of AI capabilities into applications like TensorFlow through a single API call. This allows developers and data scientists of any skill level to leverage advanced models and realize a multitude of potential use cases.
2. Machine Learning
A platform for responsible AI applications in machine learning. It provides data scientists and developers with tools for efficient model building, like deployment and management, that can be incorporated into web services.
Pricing & Plans:
You can try each service for free, and a price calculator in Azure tells you the price of your chosen services. For example:
1. A basic SQL Database instance starts at $4.99/month.
2. The price for training a custom machine learning model starts at around $0.005 per hour.
3. The amount of storage used and the data transfer rates. Prices start at around $10/month for a basic instance.
4. Data Storage Services range from $0.01 to $0.032 monthly.
2. Tabnine – Best Full-Function Code Generator
Tabnine’s ability to code faster with whole-line and full-function code generation makes it the first choice of programmers.
In addition, its automatic code feature predicts and suggests your next lines of contextual code based on context and syntax.
It is not an end-to-end code generator, but it enhances IDE’s auto-completion capability.
Tabnine Key Features:
- Meets your Device’s Requirements
- Code Completion
- Language Versatility
- Code Privacy
1. Meets your Device’s Requirements
Its AI coding tool can run on your laptop, server inside your firewall, and even in the cloud and provide real-time code.
2. Code Completion
The code quality is ensured through cohesive and consistent auto-completion with your editor. This will allow you to avoid perusing internal documentation and concentrate on addressing business challenges.
In addition, Tabnine utilizes only open-source code with permissive licenses in support of its Public Code-trained AI model.
3. Language Versatility
It can write code in at least 20 languages and 15 editors like Typescript, Android Studio, Java, or a niche language like Rust, Go, and Bash. As a result, you can develop industrial-grade software with future-proof code free of bugs.
4. Code Privacy
Tabnine ensures privacy because it runs on your local computer and never shares your data and code. In addition, every team model created by Tabnine is only accessible to team members. You can also use the offline version to keep your code secure.
Tabnine Pricing & Plans
1. Starter – Basic Code Completion
- One User
- Short Code Completions
The Starter plan of Tabnine is free of cost.
2. Pro – Advanced Code Completion
- Natural language to code completions
- Whole-line & full-function code completions
Learns your coding patterns & style
The Pro plan of Tabnine for a single user is $15 per month, which increases with every user.
3. Enterprise – Tailored AI Models
- Unlimited Users
Tabnine will make a custom plan for your business and charge depending on the features you need.
3. OpenAI Codex – Best NLP Assistant for Developers
OpenAI Codex is an AI system that helps developers translate simple language into code. It is an intelligent programming pair for your development team.
OpenAI is an AI-based coding tool that uses the same model that powers GitHub Copilot. It is a descendant of GPT-3 that contains both natural language and billions of codebase lines from publicly available sources, making it a powerful code generator.
In addition, OpenAI made the model accessible to the platform providers so they could provide tools and integration.
OpenAI Codex Key Features
- Compliance with Different Languages
- Natural Language Processing
- General-Purpose Programming Model
1. Compliance With Different Languages
It is more capable in Python because it offers 14KB for Python code.
2. Natural Language Processing
It relies on natural language understanding of GPT-3 and understands your intent. Its tool translates your intent into working code that empowers you to do more with programming.
3. General-Purpose Programming Model
Pricing & Plans
OpenAI Codex’s pricing plan is customized to suit your particular needs. You’ll be billed only for the tokens you use in requests to your basic model.
4. Code T5 – Best Universal Coder
T5 (Text-to-Text Transfer Transformer) is a transformer-based architecture Google Researchers developed for various natural language processing tasks at Salesforce.
Its AI-based code completion tool is trained by approximately 8.35 million instances of code from openly available GitHub public code. Most datasets were obtained from the CodeSearchNet dataset, containing two C and C # datasets from BigQuery.
Code T5 Key Features:
- Universal Encoder
- Transfer Learning
- Multi-Task Learning
- Large Model Size
- High Accuracy
1. Universal Encoder
It provides a universal text encoder you can fine-tune for different NLP tasks.
2. Transfer Learning
Its identifier-aware pre-training model allows faster and better performance on any downstream task.
3. Multi-Task Learning
It increases code productivity by performing multiple NLP tasks in a single model.
4. Large Model Size
T5 has large model sizes, ranging from small (t5-small) to large (t5-3B). This allows for better performance on challenging NLP tasks.
5. High Accuracy
T5 has shown state-of-the-art results and quality with the least effort on various NLP benchmark datasets, such as GLUE, SuperGLUE, and others.
Code T5 Pricing & Plans
Features: The basics for individuals and organizations
Price: $0 per year.
Features: Advanced collaboration for individuals and organizations
Price: $48 per user/year for the first 12 months. It becomes $44 per user/year after the first 12 months.
Features: Security, compliance, and flexible deployment
Price: $252 per user/year for the first 12 months. It becomes $231 per user/year after the first 12 months.
5. Cogram – Best SQL Queries Generator
Cogram creates code for data scientists and python programmers using Jupyter Notebook and SQL.
Cogram Key Features:
- Converts Simple Language Queries into SQL
1. Converts Simple Language Queries into SQL
It uses Jupyter Notebook and SQL and converts simple language queries into SQL queries with joins and grouping. It is compatible with MySQL, SQLite, PostgreSQL, and Amazon Redshift.
It automatically produces code integrated with Jupyter Notebooks by Python and Julia developers. Cogram provides contextual code for a specific job based on the remarks. It helps data scientists create visualizations using common Python modules like Matplotlib, Ploty, and Seaborn.
Pricing & Plans
Contact the Cogram Sales team for Inquiries.
6. GitHub Copilot – Best AI Tool for Fast Coding
GitHub Copilot, a tool from GitHub, is an AI pair programmer for writing code faster with less effort.
It uses the OpenAI Codex, a generative pre-trained language model created by OpenAI. GitHub Copilot is an extension for code editors like Visual Studio Code, Neovim, and JetBrains suite of IDE (integrated development environments).
Github Copilot automates everything and helps software engineers throughout development, from testing, planning, and onboarding.
GitHub Copilot Key Features
- Code Suggestions
- Focus On What Matters
- Gets You Rolling On Any Task
1. Code Suggestions
GitHub Copilot uses OpenAI.codex and suggests code and entire functions in real-time in your editor. Trained on billions of lines, it turns natural language prompts into coding suggestions across dozens of languages, making it an intelligent code-completion application.
2. Focus On What Matters
You can focus on what matters while it creates boilerplate and repetitive code patterns. Finally, it provides recommendations based on the project’s context and style conventions.
3. Gets You Rolling On Any Task
Working in a new language or framework or fixing a bug while rummaging through docs and web pages takes time and effort. GitHub Copilot will save you all the effort and seamlessly get you ahead on your task.
GitHub Copilot Pricing & Plans
1. Copilot for Individuals
Copilot for Individuals offers a 60-day free trial before they start charging for it. After that, you can pick a monthly or yearly plan according to your convenience.
- Compatible with your editor
- Turns natural language prompts into code
- Offers multi-line function suggestions
- Speeds up test generation
- Blocks suggestions matching public code
$10 per month or $100 per year.
2. Copilot for Business
The price of Github Copilot for Business increases with every team member. However, you can contact Copilot support for a custom plan for your unique needs.
- Everything included in Copilot for Individuals, plus…
- Simple license management
- Organization-wide policy management
- Industry-leading privacy
- Corporate proxy support
The price for a single user is $19 per month.
Choosing the Best AI Software Development Tool
Key Factors to Consider
Ensure the tool meets your coding needs and performs the required tasks. Consider what programming languages and platforms it supports, what kind of code it can generate, and how customizable the generated code is.
While choosing a tool, ensure it covers every programming development process, from documentation to coding.
The tool should be easy to use and have a user-friendly interface. Consider how intuitive the tool is and how quickly you can learn to use it effectively.
The tool should integrate well with your existing development environment and workflows.
For example, consider if the tool integrates with your current code editor, version control system, or other tools in your development process.
The tool should generate accurate, efficient, and error-free code by offering AI solutions.
Consider how well the tool has been tested and how often it has been updated to ensure accuracy.
Consider the level of support available for the tool, such as documentation, forums, and customer support.
Ensure a good community of users can help answer questions and provide assistance.
Consider the cost of the tool, including any subscription or licensing fees, and weigh the cost against the benefits you expect to receive.
Ultimately, the best AI software tool for you will depend on your specific needs and requirements.
However, trying out a few different tools and comparing them based on the factors above may be helpful.