Session

AI Chats: Challenges in Business Integration

Would you like to do more than just create prompts for ChatGPT?
ChatGPT’s popularity is unmatched, yet few companies successfully integrate it into systems beyond a single prompt. Integration requires specific knowledge and effort, but that’s not all. When connecting a production system with a ChatGPT-like tool, you must consider data privacy and costs. Analyzing what data you send, where it’s processed, and the cost implications is crucial for defining a business case with a solid return on investment.

In this presentation, I’ll walk you through key challenges with LLMs. I’ll cover direct GPT API integration, cost calculation, and optimization strategies. Additionally, I’ll discuss privately hosted models and how to tune them pragmatically—because most companies don’t have the resources of Google or Microsoft.

Marcin Szymaniuk

CEO, Data Engineers at TantusData

Berlin, Germany

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