Analyzing LinkedIn Profiles for Program Fit: Overcoming Sign-In Challenges

·Oct 16, 2025 08:29 PM·

I'm trying to analyze LinkedIn profiles by looking at posting frequency, post engagement and post content to find the best fit for our program. Has anybody been able to move past the sign-in requirement when using AI to do this?

3 comments

· Sorted by Oldest

Kabeer A.
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Hey Eddie, good question LinkedIn’s login wall makes direct AI analysis tricky. The workaround is to use Phantombuster or Apify to scrape post data (frequency, engagement, content) first, then send that data into Clay + AI column for analysis. That way, Claygent doesn’t need to log in it just processes the scraped content. I can show you the setup if you’d like.
👍🏼1
Izzy (.
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our native professional post enrichments can get post engagement + content for sure! you don’t even need API :) for posting frequency, you’d have to add in some additional logic yourself to get that - try asking sculptor how to do it?
Eddie C.
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Izzy (. you superstar! I always forget about sculptor and tend to confuse it with AI enrichment feature

Kabeer A.
·
·
Hey Eddie, good question LinkedIn’s login wall makes direct AI analysis tricky. The workaround is to use Phantombuster or Apify to scrape post data (frequency, engagement, content) first, then send that data into Clay + AI column for analysis. That way, Claygent doesn’t need to log in it just processes the scraped content. I can show you the setup if you’d like.
👍🏼1
Izzy (.
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our native professional post enrichments can get post engagement + content for sure! you don’t even need API :) for posting frequency, you’d have to add in some additional logic yourself to get that - try asking sculptor how to do it?
Eddie C.
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Izzy (. you superstar! I always forget about sculptor and tend to confuse it with AI enrichment feature