Insights from Our Enterprise Architect
Artificial Intelligence (AI) is reshaping the business landscape, offering powerful tools to improve efficiency, enhance customer experiences, and unlock new opportunities. In second of our recent webinar series with Canopy Community, our Enterprise Architect, Ben, provided hands-on guidance on leveraging local Large Language Models (LLMs) and APIs to drive business success. Here’s a breakdown of the key insights from the session.
The Power of AI Interaction with Postman
Interacting with AI models doesn’t have to be complex. Postman, a widely used API testing tool, serves as an easy entry point for business leaders looking to integrate AI into their workflows. Ben demonstrated how non-technical users can utilize Postman to:
- Send AI queries seamlessly
- Customise parameters like temperature and model selection
- Save and share API collections for collaborative projects
By making AI interaction more accessible, Postman empowers businesses to experiment with AI integrations without deep coding expertise.
Local LLMs & Ollama: Bringing AI In-House
For businesses concerned about data privacy, security, and cost, running AI models locally is an attractive solution. Ben highlighted Ollama, a tool that enables companies to deploy local LLMs, ensuring greater control over AI implementations. Using Postman, businesses can interact with these local models, bypassing traditional cloud dependencies while maintaining high performance.
Embedding Models: The Key to Semantic Search & RAG
One of the most exciting AI advancements discussed was embedding models, a crucial component for semantic search and Retrieval-Augmented Generation (RAG). Ben explained how embedding models convert text into numerical representations, making search functions more intelligent and user-intent-driven. Practical applications include:
- Enhancing knowledge base searches
- Improving chatbot responses
- Implementing cross-language search capabilities
As businesses increasingly rely on AI-powered search, embedding models will play a pivotal role in enhancing digital interactions.
What’s Next? Vector Databases & Advanced AI Applications
Ben also provided a sneak peek into future sessions that will explore vector databases and semantic search—two game-changing technologies for businesses seeking to optimise AI-powered search functionalities. Understanding these concepts will allow companies to create more intuitive and dynamic AI-driven systems.
Why AI Matters for Your Business
- Empowerment: Business leaders can make informed AI adoption decisions without needing a deep technical background.
- Enhanced User Experience: AI-driven semantic search and automation can significantly improve customer interactions.
- Competitive Advantage: Implementing AI strategically can differentiate your business in today’s fast-evolving digital economy.
Ready to Unlock AI’s Potential?
Our webinar series is designed to demystify AI technologies and provide practical insights into implementation. Whether you’re looking to streamline internal operations
📩 Interested in exploring AI solutions for your business? Reach out to Ben, our Enterprise Architect, for a personalised consultation. Let’s transform the way you leverage AI and build smarter, more efficient systems together!
Take a look at our previous article on AI Unlocking AI Potential with Local Large Language Models