Building AI software is not like constructing a house, where the architectural rules have been tested by thousands of years of human experience. The work on Artificial Intelligence development is a breakthrough into the unknown, fueled by dreams of a better future for humanity. Success in this sphere will be achieved not by those developers who use a lot of already known algorithms but by those who see non-standard ways and explore them in search of the most optimal solutions. 

How do you determine which of the hundreds of companies that offer their services in the AI software market will create a product that will become your springboard to a new future, and not just a simplified imitation of AI? Read an article about the features of developing AI software by AI & Machine Learning expert CHI Software. This will help you understand what criteria a developer must meet to create a trend-setting rather than a catch-up product for their clients.

Organization of the Company Working on Building an AI Application

Companies elaborating software products can consist of hundreds of employees. But when starting a software development order by some customer, a special team is created for a new project. It works either independently or as part of a common team with representatives of the customer. For example, CHI Software employs more than 800 specialists of various profiles and levels of training, but they are divided into development teams that provide a full cycle of a particular AI software production.

Roles That Should Be Included in the Development Team

Why It’s Important to Have Different Roles in a Team

When asked what is essential when creating AI software, most people note the professionalism of developers. And this is really important, but no less significant is the availability of specialists to embrace all the functions in software development. These functions are summed up to form roles in the development team.

When starting work on a project, it is critical to make sure that all roles are provided with high-class professionals and that there is neither too much nor too little talent for each role. For example, it would be strange to go on a long sea voyage with several captains but without a single cook. It is also irrational to take on a ship with a whole team of cooks and not a single captain.

Leading Roles in an AI Software Development Team 

• Business analysts define the goals that should be achieved using the conceived application and the tasks that should be solved by it.
• Data scientists adjust the ideas of business analysts in accordance with the principles of realism and the data sets available to implement these tasks.
• Data processing engineers form the necessary databases from various sources and ensure their management.
• Data modelers build the models that will process and present the data.
• IT system architects are responsible for managing the infrastructure through which this data will be explored.
• Application developers are deploying models, bringing them to the final form of apps in which they will subsequently function.
• Testers ensure the smooth implementation of all operations by identifying bugs at all stages of AI software development.

To create AI software that will meet your expectations, make sure that the development service provider has enough specialists to professionally implement each of the roles. If there is a shortage in any of them, this means that the burden on certain specialists will be too great, which will affect the quality of the finished product.

3 Ways to Build AI Application for Your Business Needs

In the same way that you can build a house from individual bricks, whole blocks, or even panels, you can build AI application from scratch or base it on existing designs. Each method has its advantages and disadvantages, which can be seen in the example of creating a ChatGPT application.

Method of AI app creation	Advantages	Disadvantages
Using API from open-source AI	Very fast project implementation;For API integration, the customer will need only software developers;Low costs;Proven results.	Impossibility to get a unique product;Provides a competitive advantage over those companies that do not use AI solutions, but it does not provide an advantage over those applying exactly the same product;No control over the product data sets and other key elements of its effectiveness.
A pre-trained model with supplementary training based on the client’s database.	Improved performance in comparison with integration of ready-to-use API;Improved accuracy;Relevance to the goals of the customer.	Time-consuming;Demanding high computational resources for additional training;Requiring ML expertise to competently fulfill all the tasks.
Building AI software from scratch	Full control over all elements;Complete confidentiality;Solving non-usual tasks.	Resource-demanding;Not suitable for small businesses because of high costs;Time-consuming.

It is also necessary to remember that when training AI tools, the costs are high not only for the customer but also for the environment. Stanford HAI points to this by emphasizing the high environmental costs of training AI and the need for a more responsible approach to the choice of AI solutions. Therefore, when evaluating an AI software developer company, be sure to ask about the most environmentally friendly options for app development.

The Company with the Best AI Solution for Your Needs

CHI Software is a global developer with offices in 6 countries that has been improving its expertise for 17 years. During this time, the company has covered many areas of software development, including AI applications, Cloud Computing, Machine Learning, Big Data Analysis, and more. Build AI software with real professionals who are at the forefront of IT progress. The company was one of the first to implement applications based on the latest ChatGPT developments. To date, it has implemented numerous original projects based on this technology. The more interesting and challenging AI software development task you set for the CHI Software, the more unique product you get!