I ve been looking closely at tools like PulpMiner, Firecrawl, and even throwing Gemini directly at the problem and honestly, they re all interesting in their own way.
But when it comes to event data specifically, I keep seeing the same issues pop up:
A lot of repeated effort across domains that almost behave the same
LLM-driven approaches that are expensive, inconsistent, or need babysitting
Tools that solve extraction but not discovery (or vice versa)
Time spent cleaning up results instead of using them
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