12 LinkedIn Buyer-Intent Signals Most Sales Teams Ignore

LinkedIn's biggest gift: the comment section

Everyone scrapes LinkedIn for job titles. The actual buying intent sits in the comments under competitor pricing posts, "we just switched from X" announcements, and "what does your stack look like" threads. Nobody reads them at scale because Sales Navigator doesn't surface them.

The 12 signals worth scoring on

1. Direct competitor mention — "We use [X] but…"
2. Pricing complaint on a competitor's post — gold
3. "Anyone tried [adjacent tool]?" — top-of-funnel
4. Switching announcement — "we moved off X"
5. Stack screenshot share — public stack reveal
6. Hiring an "X specialist" — confirms tool in use
7. Asking for vendor recommendations — direct ask
8. Complaining about onboarding — switching window
9. Renewing soon — "contract up in Q2" → window
10. Founder hires a CRO — top-down stack overhaul
11. Funding round closed — budget unlocked
12. Layoff post — consolidation, fewer tools

How PluckLead scores these on 0–100

Each signal carries a base score (40–80) plus modifiers: company fit, role fit, recency, and verbatim phrases that match buyer-intent vocabulary. A "we just churned off HubSpot" comment from a head of growth at a 50-person SaaS is 90+. The same comment from a marketing intern at a 5-person agency is 30. Same words, different signal.

Why we don't scrape your feed

PluckLead's LinkedIn ingestion is manual paste: you bring the post URL and the comments you want captured. We never log in as you, never store a cookie, never run a browser. PhantomBuster and Waalaxy do — and that's why their users get account suspensions.

If you find a competitor's pricing post with 80 angry comments, paste them in. PluckLead turns each commenter into a scored lead with profile link, status, and an AI-drafted reply that quotes the actual comment back at them.