AI engineering does not require just big corporations. Although large firms possess more AI research and development capabilities, startups, small firms, and individuals can use AI tools. With open-source software such as TensorFlow and PyTorch and cloud platforms such as AWS, Google Cloud, and Azure, everyone can access AI. At an affordable price with online tutorials, anyone who has programming skills can create AI applications ranging from chatbots to predictive analytics.
Small enterprises can incorporate AI in their business to mechanize processes, improve customer care, and maximize decision-making without large investments. Freelancers and solo developers design AI applications, demonstrating that AI engineering is not a monopoly of technology giants. The industry is transforming fast, and AI democratization ensures that enterprises of all sizes have access to AI-powered innovation. With increasingly intuitive AI tools, entry keeps coming down, so engineering with AI can become available for anyone interested to learn and explore.