Find Warm Leads on LinkedIn: AI ICP Scoring on Comments
![LinkedIn Comment Thread: Replies + Reactors [No Login] ✅](/_next/image?url=https%3A%2F%2Fimages.apifyusercontent.com%2F11sbux3-FLzTGfMvaH6MurMdDQU5I-7ixwSCOcFK6eU%2Frs%3Afill%3A250%3A250%2Fcb%3A1%2FaHR0cHM6Ly9hcGlmeS1pbWFnZS11cGxvYWRzLXByb2QuczMudXMtZWFzdC0xLmFtYXpvbmF3cy5jb20vc0NDU2R3bm1LTUoxUTJzVG4tYWN0b3ItRFZWeHE0dXNlM3V5bVI3T2ItaHk0ODZwcGFOQS1fX19fX19fX19fX19fJTI4MTclMjkucG5n.webp&w=3840&q=75){kind=small}
Every time a competitor posts something viral on LinkedIn, dozens of your ideal customers show up in the comments and reactions. This task pulls all of them, deduplicates into unique engagers, and scores each against your ICP with Claude Haiku - seniority, decision-maker flag, buying intent, sentiment. A ready-to-sort warm-lead list from one comment URL.
![LinkedIn Comment Thread: Replies + Reactors [No Login] ✅](https://images.apifyusercontent.com/11sbux3-FLzTGfMvaH6MurMdDQU5I-7ixwSCOcFK6eU/rs:fill:250:250/cb:1/aHR0cHM6Ly9hcGlmeS1pbWFnZS11cGxvYWRzLXByb2QuczMudXMtZWFzdC0xLmFtYXpvbmF3cy5jb20vc0NDU2R3bm1LTUoxUTJzVG4tYWN0b3ItRFZWeHE0dXNlM3V5bVI3T2ItaHk0ODZwcGFOQS1fX19fX19fX19fX19fJTI4MTclMjkucG5n.webp){kind=small}
Input
Output fields
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The LinkedIn Comment Thread: Replies + Reactors [No Login] ✅ Actor is ready to run with the inputs already set for "Find Warm Leads on LinkedIn: AI ICP Scoring on Comments". Sign up or log in and you'll land in Apify Console with a copy of this exact task.
Start the "Find Warm Leads on LinkedIn: AI ICP Scoring on Comments" task
The LinkedIn Comment Thread: Replies + Reactors [No Login] ✅ Actor will start running based on the input automatically. You can also change all the input fields, like linkedin comment urls, enrich engagers with icp scoring (llm), and more, to match your specific use case.
Receive the "Find Warm Leads on LinkedIn: AI ICP Scoring on Comments" output
Monitor the progress in real time. You will be notified as soon as your dataset is complete and ready for review. Each result includes data such as type, comment url, author name, and more.
Integrate into your workflow
The final output is delivered in JSON, CSV, or Excel format, ready to be plugged into your workflow. You can also run the "Find Warm Leads on LinkedIn: AI ICP Scoring on Comments" task via API.
Integrate "Find Warm Leads on LinkedIn: AI ICP Scoring on Comments" into your workflow
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Paste a comment URL into LinkedIn comment URLs and describe your buyer in Your ideal customer profile. The task pulls every reply and reactor, deduplicates them into unique engagers and scores each one against your ICP.
Each engager gets an ICP fit score, seniority level, decision-maker flag, buying intent score, intent type and sentiment, alongside their name, position and LinkedIn URL.
On LinkedIn, click the timestamp of the comment you want. The address bar then shows a URL containing commentUrn, which is the format the task needs.
Edit Your ideal customer profile. This task targets B2B SaaS founders and heads of growth at 20-500 person companies in North America or Europe, so swap in your own roles, company sizes and regions.
No LinkedIn login or cookies are needed. The ICP scoring runs on your own API key, entered in the API key field of the form.