[robert-te-ross]

Thanks for the comment. We get this question often, and our most common answer is that our customers tried to solve their mapping problems using OpenAI calls. After it did not yield the expected reliability, consistency, and scalability results, they ended up onboarding to Lume. We’ve put extensive work into the overall engine (and the underlying AI) to the point where customers have seen it as a significant value add over their attempts at leveraging OpenAI directly.