The seven pillars of modern AI development: Leaning in to the era of custom copilots
Are you ready to gain control in a rapidly moving AI environment? Read this eye-opening blog that puts a spotlight on generative AI and advanced knowledge retrieval systems. Discover seven pillars of a successful, modern AI development strategy. Learn efficient ways to capture and retrieve institutional knowledge and improve user productivity.
What are the key pillars of modern AI development?
Businesses should focus on seven key pillars when developing AI solutions. These include the importance of data connectors for seamless data integration, the process of data enrichment to enhance raw data, and the significance of advanced embedding models for improved search capabilities. By considering these elements, companies can create AI systems that are not only engaging but also responsive to evolving business needs.
How do copilots enhance knowledge management?
Copilots leverage large language models (LLMs) to improve the response generation process by integrating internal and external data sources. This allows businesses to manage and retrieve knowledge more dynamically, ultimately enhancing user productivity by reducing the time spent searching for information. The adaptability of copilots ensures that they can provide contextually relevant responses that meet the changing demands of users.
What role does prompt engineering play in AI development?
Prompt engineering is crucial as it provides specific instructions that guide the behavior of large language models (LLMs). By crafting clear and contextual prompts, developers can enhance the relevance and safety of AI responses. Regularly evaluating and updating prompts ensures that the AI remains aligned with current business trends and user expectations, ultimately leading to more reliable and efficient AI applications.

The seven pillars of modern AI development: Leaning in to the era of custom copilots
published by Natural Intelligent Systems
Who Are Natural Intelligent Systems
We’re a systems integrator and managed services provider that designs manages and optimises today’s evolving technology environments to enable its clients to leverage data in a digital age.
Founded in 1988, and headquartered in Johannesburg, we are a small independent information communication technology (ICT) company, supported by a group of global technology companies.
We invest in innovation and training to bring together the world’s best technologies, from consulting, technical and support services to a fully managed service, to our client base.