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A research agent used for deal screening confused two startups named 'Blue' due to ambiguous naming, leading to mixed data; a simple fix was to skip internet search when trusted founder data is available.
The author is building a deal screening system and faces high costs when running deep research on multiple companies, seeking advice on cost-effective strategies like funneling, reuse, or alternative tools.