LinkedIn is the richest public intent data source in B2B sales. It's also the most over-monitored and under-filtered.
Every notification vendor will surface "Company X liked a post about CRM tools." That's not an intent signal. It's noise.
Real intent signals on LinkedIn have a different character: they're specific, personal, and time-bound. Here's how to separate them.
The Signals That Convert
1. Role Change Posts
When someone announces they've started a new job, it's more than a social moment. It's a 90-day buying window. New hires evaluate tools in their first three months before their opinions calcify and budgets lock. The best ones have used your product before and are ready to champion it again.
What to do: Don't congratulate them. Wait 2–3 weeks for them to settle in, then open with context — "Noticed you moved to [Company] — curious how you're thinking about [problem] with a new team." That's relevant. A generic "congrats!" is noise.
2. Problem-Framing Posts
This is the highest-signal content type on LinkedIn: a decision-maker who writes a post explaining a problem they're wrestling with. "We're struggling to prioritize our outbound pipeline with 200 accounts and 2 reps..." is an explicit hand-raise.
The window is tight — reach out within 24 hours, while the post is still getting engagement. Reference the post specifically, not vaguely.
What not to do: "Great post! We help with exactly this." That's the response everyone sends. Instead: "Your post about prioritization resonated — we track 14M companies for exactly the signals that tell you which 20 accounts matter this week, not this quarter. Happy to show you what your ICP looks like through that lens."
3. Competitor Comparison Posts
"Anyone have experience with [Competitor A] vs [Competitor B]?" This is pure purchase-intent. The person is actively evaluating and has already decided they're buying something.
Reply in comments first — add genuine value to the comparison. Then DM with a specific offer: "Happy to add a third data point from our side — no deck, just a 15-min walk through your use case."
4. Promotion Announcements
A promotion to a decision-making role is underrated as a trigger. The person now has authority they didn't have before, a mandate to prove themselves, and a list of things they want to change. They're in a change mindset.
The key: congratulate sincerely and tie to their new mandate. "Congrats on the VP role — now that you own the full revenue motion, curious if you're thinking about [specific problem]."
5. Job Posting Activity
When a company posts for a role that reports to your buyer persona, that's a company-level signal. A new "Sales Operations Manager" posting suggests they're building RevOps infrastructure. That's infrastructure that probably needs your product.
The Signals That Don't Convert
For every high-signal event above, there are five that look like intent but aren't:
- Generic "like" activity — Liking a post doesn't mean buying intent. Ignore it.
- Sharing third-party content — Sharing an article about sales doesn't mean they're evaluating tools. It means they have a LinkedIn strategy.
- Viewing your profile — Profile views are curiosity, not intent. Don't immediately pitch someone who viewed your profile.
- Commenting "great post!" — Engagement farming. Not intent.
- Attending a webinar you hosted — Intent-adjacent, but weak alone. Combine with other signals before reaching out.
Building the Filter
The filter that makes LinkedIn signals actionable:
- Role relevance: Does this person have budget authority for what you sell? If not, even a strong signal is low-value.
- Company fit: Does their company match your ICP? A VP Sales at a 10-person startup isn't the same signal as a VP Sales at a 200-person Series B company.
- Signal recency: Social signals decay fast. A post from last week is cold. A post from yesterday is warm. A post from today is hot.
- Specificity: Vague content = low signal. Specific problem framing = high signal.
Layer these and you go from monitoring LinkedIn to prospecting it.
LinkedIn isn't a broadcast channel for your SDRs. It's a real-time intent feed — if you know what to look for and act fast enough.