AI for development
Artificial intelligence is no longer the domain of science fiction and is becoming a reality in many business areas. The software development process is no exception.
Introduction to AI in development
AI can significantly speed up and streamline the work of developers at all stages of the development cycle, from writing code to testing and deployment.
At DX Heroes, we have extensive experience implementing AI solutions directly into the development process. Whether you're looking for a way to speed up development, improve code quality, or reduce time spent on routine tasks, we can help.
Development challenges in the AI era
- Lack of senior developers
- Pressure on the speed of delivery of new features
- Increasing complexity and interconnectedness of systems
- Demands for scalability and flexibility
- Emphasis on UX and customer satisfaction
- Need for continuous innovation to remain competitive
Companies must continuously innovate in the digital transformation era and the explosion of new technologies to succeed in the marketplace. AI can be a powerful tool for enabling development teams to keep up with business demands
Areas of use of AI in development
Code generation and optimization
- AI-assisted IDEs (context-based code completion)
- Code generation from comments, specifications or documentation
- Refactoring and optimizing existing code
- Identifying and fixing bugs and security risks
Test automation
- Test scenario and data generation
- Intelligent test prioritization and selection
- Automated creation and maintenance of test documentation
- Prediction and error prevention based on historical data
Intelligent documentation
- Automatic generation of documentation from code
- Update documentation when code changes
- Contextual search and recommendation of relevant documentation
- Integration of documentation with the development environment (IDE)
Predictive maintenance
- Monitoring and analysis of application logs and metrics
- Predicting future incidents and service outages
- Proactive problem identification and escalation
- Recommending corrective actions based on machine learning
The potential for the use of AI in development is huge and expanding. At DX Heroes, we follow the latest trends and best practices in this area and help clients put them into practice.
AI Expertise
At DX Heroes, you can count on us to use cutting-edge technologies and practices to implement AI into your development process:
- Generative AI models (GPT, DALL-E)
- Specialized AI development tools (GitHub Copilot, Cursor IDE, Tabnine)
- Algorithmic testing and verification
- Intelligent automation platforms
- Expert knowledge base and best practices
Our AI specialists and developers will ensure that AI components are seamlessly integrated into your DevOps processes and toolset. We will train the development team and provide continuous use of these technologies.
AI Business Benefits
Properly implemented AI brings many tangible benefits to a company.
- Streamlining customer support and communication (chatbots, voicebots, assistants)
- Predicting customer behaviour and personalising services
- Automation and optimization of back-office processes
- Increase staff productivity by eliminating routine activities
- Decision support by analysing complex business data
- Minimising human errors and security risks
- Increase business scalability and cost savings
- Accelerating innovation and new product launches
AI has long since ceased to be the preserve of large technology companies. More and more medium and smaller enterprises are discovering its potential for their business. With us, you can be sure to tap into this potential to the fullest.
Key aspects of AI implementation
Data readiness
Data is the fuel for every AI project.
Infrastructure and architecture
AI models are computationally intensive and generate large volumes of data.
Security and Ethics
AI brings with it new security and ethical risks that need to be managed.
AI Governance
Establishing the right governance structures and processes is crucial for long-term success.
The complexity of the above areas cannot be solved by any company alone. That is why choosing an experienced implementation partner is crucial. And that's exactly the kind of partner you get.
Typical AI projects
Automation saved 25% of developers' time
Fine-tuning CI/CD processes led to more consistent deployment and mitigated human errors.
Open-source development in 12 technologies
We maintain SDKs and demo projects in 12 different technologies while following the best practices for each of them.
AI implementation methodology
Analysis
- Workshop to identify potential AI use cases
- Assessment of feasibility and expected benefits
- Data readiness analysis and data quality
- Identification of key stakeholders and users
Prototyping
- Development of a proof-of-concept solution to verify feasibility
- Exploration and preparation of data for training AI models
- Experiments with various AI/ML algorithms and techniques
- Evaluation of functionality and user feedback
Production implementation
- Development of a production version of the solution according to the approved architecture
- Integration of AI services into existing IT infrastructure
- Setting up CI/CD pipeline for continuous development and deployment
- Preparation of documentation and operational processes
Operation and optimization
- Performance and workload monitoring of AI services in production environments
- Evaluating business impact according to defined KPIs
- Continuous tuning of models and algorithms based on new data
- Identifying additional areas for expansion or optimization
Thorough preparation, prototype validation, agile delivery and continuous optimization. That's our recipe for success in any AI project.
Schedule a free AI workshop
Prokop Simek
CEO
I want an AI workshop
Want to find out where AI can help your business? Schedule a discovery workshop with us - together we'll identify the most appropriate use cases for AI and propose possible solutions for your business. The workshop is free and without obligation.
I want an AI workshop
Latest Post
Why should you invest in DevEx?
Why is it important for companies to focus and invest in their developer experience? Find out how better developer experience can positively impact your business.
Sabina Balejikova
Our articles about AI
Release and publish a new Ruby SDK version automatically: a step-by-step guide
Step-by-step guide to auto-release and publish Ruby SDKs. Learn GitHub Actions setup and Rubygems integration for optimal development.
Prokop Simek
Understanding the Distinction: SDK vs. API in Software Development
Explore the essential components and benefits of SDKs in software development. Learn how libraries, APIs, and sample code streamline app creation, enhance integration, and support diverse applications like mobile apps, gaming, and IoT solutions.
Prokop Simek
How to grow your startup in the pre-seed stage
Oftentimes, we provide you with advice on how to scale your product utilizing API tools and setup. Today, we would like to diverge a bit and have one of our team members—who happens to be an investor in a venture capital fund—give you a couple of tips on how to avoid the pitfalls of growing your business.
Aleš Míka
The Intersection of AI and Developer Experience
Artificial Intelligence (AI) has been making waves in various industries, and software development is no exception.
Prokop Simek
Release and publish a new JavaScript SDK version automatically: a step-by-step guide
Automate your JavaScript SDK releases with our guide. Dive into GitHub Actions, npm setup, and streamline your development process.
Prokop Simek
Let's talk about AI: #2 The Top 5 AI Tools for Technical Writers
Supercharge productivity: Jenni, Bearly, Fireflies, Synthesia, ChatGPT. Streamline writing, enhance efficiency, create videos, support language.
Jan Řičica
Work as the first line of defense against depression
Prioritize mental health at work beyond vacations. Learn how to support employees and create an empathetic work environment for overall well-being.
Jan Dočekal
The ROI of investing into Developer Experience
Discover how investing in Developer Experience can increase your ROI. From retention rates to customer satisfaction, improve your business success.
Jan Dočekal
Let's talk about AI: #1 The yin and yang of AI
Discover the benefits and potential drawbacks of AI, including its impact on healthcare, education, the tech industry, job displacement, and security risks.
Jan Řičica
When Speed Matters: Why Investment into Faster Integrations Pays Off in the Long Run
Learn about the benefits of fast integrations and how to overcome obstacles that may slow you down.
Prokop Simek
Improve API adoption with Open API Specification
What are the benefits and challenges of using an OpenAPI Specification and how can you use it to improve your API adoption?
Jakub Vacek
6 Go-To Solutions for an Easy Adoption of Your Product
These metrics will help you make data-driven decisions regarding Developer Experience—the experience using your product by the target audience of developers.
Prokop Simek
Shape up or ship out… Let's talk about Technical Writing
Improve your tech writing so that when you ask a customer: "Have you read our guide?", you don't get the "TLDR" answer.
Jan Řičica
Work Life Balance is Dead, DX Stays
Does working from home help you manage your time? Our work-life balance is quite unbalanced now. That’s where Developer Experience (DX) comes to the rescue.
Jan Dočekal
Supply Developers With What They Need and Reach New Audiences
How developer portal helps your clients integrate faster, showcases your product to new developers, and converts them into clients.
Josef Zeman
What Web3 is about and what it brings to the table. Web3 architecture, Governance, Web3 Use cases and Downsides.
Michal Každan
SDK: What Is It and How Can It Help My Business?
SDK can help you shorten your sales cycle and increase your revenue by providing the tools necessary to make development quicker and easier.
Prokop Simek
7 steps for efficient meetings
Endless sessions on nothing, where you don't even have to sit down anyway, are one of the flaws of the modern age.
Prokop Simek
Why is external DX important to the success of your product?
Developer Experience is a basic prerequisite for the success of digital products.
Prokop Simek
How to build a developer portal that developers will adore
The developer portal is where developers find all the information they need to implement a given product or service.
Prokop Simek