7 LinkedIn engagement signals that predict buying intent

We analyzed 100,000+ LinkedIn engagement events across Saava workspaces and asked one question: which of these patterns predicted a booked meeting within 30 days?

Here are the seven that consistently did.

1. Comment on a competitor's "win" post

Someone commenting "this is incredible" on your competitor's case study is in the buying conversation — they're benchmarking. Conversion rate to meeting: 8.2%.

2. Repost of a thought-leader post in your niche

Reposts require deliberate action. If your buyer reposts content from someone they consider an authority in your space, they're signaling alignment. Conversion: 5.1%.

3. Multiple engagements on the same author in a week

One like is noise. Three engagements with the same thought leader in 7 days means the prospect is building a worldview that aligns with that author's POV. Conversion: 6.7%.

4. Comment with a question

Questions in comments = the prospect is actively thinking through a problem. These are the warmest possible leads. Conversion: 11.3%.

5. Engagement after a company event

A prospect liking a post 48 hours after attending a webinar or conference where similar topics were discussed = primed intent. Conversion: 7.4%.

6. Profile visits to your team

Often invisible without LinkedIn Sales Navigator, but if you can catch it, profile visits to your AEs or founder are pure intent. Conversion: 9.8%.

7. Engagement on a "before/after" or transformation post

People who engage with transformation content are imagining themselves making that transformation. Conversion: 6.2%.

What to ignore

• Random likes on viral posts (low signal)
• Engagements on content unrelated to your niche
• Engagement from your competitors (yes, they watch you too)

Saava's scoring engine weighs these signal types automatically — high-intent patterns surface to the top of your leads list.