If we are being honest, most of these browser screen scraping startups will be commoditized the moment OpenAI/Anthropic releases their next model. From my experience, having an in-house smaller model working in tandem with the bigger LLMs don't always necessarily produce a better result because in-context learning is just too powerful. The moment OpenAI releases a new model with a better prior, you will see a lot of these companies quietly swapping out their in-house "edge"/specialized fine tuned models. It's like those PDF data extraction companies that have been launching like crazy, 90% will be pivoting if they don't get enough B2B customers locked in. LLMs unfortunately is winner-take-all with the actual model providers cutting out all the middleman.