Honourable A.

yea this would have been the problem when there is not specifics like domain or company name. is there a city/location - that may help in streamlinin

did you have success with the sandbox stuff?

clearbit, apollo, crunchbase clearbit is the most reliable esp for the us market

dont think so

the uni - https://university.clay.com/ or a cohort https://university.clay.com/cohorts

No company name?

do you mean something like this? the column should have a different name that is not in the name of the lead you reaching out to but should be in the same company that is on your list?

you could try to tighten the prompt. Like be even more explicit about what it should not to return. eg: "Return the branded payment product name (e.g. 'XPay'), NOT the underlying processor (e.g. do NOT return 'mention what it should not return')" you could also try making use of the Example option in the claygent settings so any row that had bad or wrong output - you could correct it. eg: ifthe output is supposed to be RED but you are getting BLUE. in the example settings go to that row with BLUE and change the expected response to RED

for me the ones i have used so far, here is how i would say they are best use 4o mini - cheap, used for general task, can also scrape the web - but sometimes it could not be accurate. 4.1 mini - new version of the 4o mini, same use case as it but has better reasoning - notice in some cases it slightly cost more by an inch or sometimes not when using clay credit 4.1 / GPT-5 - for most complex reasoning tasks - does most of the work you want it to do - but very costly 4o mini is usually my go to for everyday task/scrape

could try apify scrape https://console.apify.com/actors/GdWCkxBtKWOsKjdch/input or try out this tool - havent used it thou