Most LLM chatbots shouldn't be in production. That's not cynicism, it's pattern recognition. In LLM chatbot development , the flashy demo is usually the easy...
Most enterprise NLP projects don't fail because the models are weak. They fail because the strategy is lazy. I've watched teams spend six figures on flashy...
Most companies shopping for an LLM development company are buying the wrong thing. They say they need a custom model. What they usually need is an application...
GPT API development is software architecture: function calling, Assistants API, state, and guardrails. Learn patterns that ship reliable AI features at scale.
Use this pragmatic framework to decide when to fine-tune LLM for business versus doubling down on prompts, RAG, and tooling to maximize ROI.