I Built a LinkedIn Outreach System That Actually Started Conversations Instead of Looking Like Spam
Built a LinkedIn outreach workflow yesterday and got 4 positive replies on day 1.
A few weeks ago I posted about wanting to build AI systems publicly and got called out because I was mostly talking instead of executing. Fair criticism honestly. So I spent the last few weeks building a LinkedIn outbound workflow focused on keeping humans in the loop instead of fully automating conversations.
The system handles prospect scraping, personalized connection requests and messages, reply tracking, automated follow ups, and Slack notifications when someone responds positively so I can manually take over the conversation myself. The goal was never mass spam. I wanted to see if lightweight automation combined with manual closing could still feel human enough to get real responses.
Yesterday was the first live run and it generated 4 positive replies. I also sold a version of the system to a client recently which was probably the bigger validation for me.
The hardest part so far has not been the automation itself. It has been making the personalization believable enough that people do not instantly assume it is botted outreach. Still improving deliverability, warm up behavior, follow up timing, and message quality.
Curious what outreach workflows are actually working for people here right now because LinkedIn automation feels way more fragile than it did even a year ago.