Andrii Baranov

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Tastemaker
Tastemaker
Gone streaking
Gone streaking

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What makes a cold outreach message read as "AI-written" to you?

Genuinely asking, not rhetorically. I've read a lot of AI-generated icebreakers lately, and the tells aren't always what I expect. Sometimes it's over-complimenting ("Your impressive work at X really stood out!"), sometimes it's just too smooth/no friction, sometimes it's actually fine and I only know because I was told it's AI.

What's the actual tell for you when you read a cold message? And does it matter if the content itself is accurate and relevant, or does the "feel" ruin it regardless?

Where does your enriched-lead data actually end up living?

Curious what people's real workflow looks like after finding/enriching a lead (email, LinkedIn info, whatever). CRM directly? A spreadsheet that's "temporary" and has been there for 8 months? Notion? Somewhere else entirely?

Everyone's setup seems different and I'm trying to figure out what the common denominator actually is. What's yours?

How much do you actually trust an AI-written job-match score?

Working on scoring candidates against job postings with AI, and I keep going back and forth on this: a bare percentage feels untrustworthy no matter how good the model is, but a full paragraph of reasoning is too slow to skim across 50 profiles.

Landed on a point-by-point checklist (what's met, what's missing) as a middle ground, but curious how others handle this. If a tool told you "73% match," would you trust it without seeing why? Where's the line between useful signal and noise for you?

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