Target Account Pipeline
LinkedIn engagement signals: turn post engagers into conversations
How to capture likes, comments and reposts on your posts, competitor posts and keyword posts with Clay, keep the engagers who fit, and follow up by hand.
5 min · Ayhan K. Isaacs · November 2026
- Signal cohorts
- CapturedObserved
- Difficulty
- Starter
- Time to run
- 2 to 3 days to the first scored engagers
- Tools
- Clay, LinkedIn Sales Navigator, HubSpot, Smartlead, Trigify
A like on a LinkedIn post tells you very little. A comment on your own post from a target buyer tells you a lot. Most social listening programs treat the two the same and put everyone who reacted into a sequence.
LinkedIn engagement signals work when you score the engagement by type and by whose post it was, keep the people who fit, and reply on LinkedIn before anyone sends an email.
Who this is for
This playbook is for SaaS teams where a founder, an executive or a few employees post on LinkedIn every week, selling to buyers who are active there: marketing, sales, RevOps, product and founders.
It also works without your own posts, using competitor and keyword posts, but the signal is weaker.
Who this is not for
This is not for markets whose buyers rarely use LinkedIn, which includes many industrial, clinical and public-sector roles.
It is also not for teams that plan to auto-message every engager. That gets LinkedIn accounts restricted and annoys the people you want to reach.
The signal it engineers or captures
LinkedIn post engagement on your own posts is a captured signal. In our glossary a repost scores 4, a comment 3 and a like 1. A LinkedIn profile view by a target after they engage is also captured and adds to the score.
Engagement on a competitor's post or on a post that matches your keywords is observed: anyone can see it. A social post by a target executive on a relevant topic is observed too, and it is the best opening for a public reply.
The workflow
01 Choose the sources
Use three sources, in order of value: your own team's posts; posts by competitors and by the creators your buyers follow; and posts that match five to ten keywords for your category and the problem you solve, written in the words buyers use.
Keep the source list short, so one person can review the output each day.
02 Pull the engagers
Use Clay or a listening tool such as Trigify to collect the people who reacted, commented or reposted, with the post URL, the engagement type and the comment text. Run it daily for your own posts and twice a week for the rest.
Store everything in one Clay table, one row per person per post.
03 Enrich and filter for fit
Enrich each engager with current company, title, seniority, company size, industry and country. Drop competitors' employees, your own team, job seekers and anyone outside your ICP. Send existing customers to their account owner instead.
Expect the filter to remove a large share of the list. That is the point of the step.
04 Score the engagement as well as the fit
Fit is a gate: only engagers who pass it get scored. Example points to tune: a repost of your post 35, a comment 30, a like 10; a comment on a competitor or keyword post 15, a like 5; a comment that describes a problem you solve, plus 20; a profile view within seven days, plus 10; an account on your named list, plus 20.
An AI column can read each comment and answer one question: does it describe a problem we solve, yes or no.
05 Reply in public first
For the top tier, the post author or a teammate replies to the comment with substance, then sends a connection request with a short note about the post. No pitch in the first message.
Example: "Thanks for the comment on the routing post. You mentioned leads go cold after 6pm. We fixed that with an on-call rotation in HubSpot. Want the setup?"
06 Move to email only when it makes sense
If the person accepts and replies, keep the conversation on LinkedIn. If they do not accept within a week and they score high, send one short email from the same person that refers to the post.
Lower tiers get a light nurture: an invitation to the next post, webinar or report, never a meeting ask.
07 Feed the content plan
Once a month, group the comments by topic. Topics that draw comments from target buyers are the next posts to write and the next angles for outbound.
Posts that draw likes from peers and nothing from buyers can stop.
What it costs and how long it takes
Tools: Clay, a LinkedIn listening tool if Clay does not cover your sources, Sales Navigator and the CRM.
Time: two days to set up the sources, enrichment and scoring. After that, plan 20 to 30 minutes a day for the person who replies. That time is the program, so do not automate it away.
The numbers
We have not published a LinkedIn engagement signal result yet. Measure: engagers per week, the share who pass fit, connection acceptance, replies, meetings held, and which posts produced them.
Track every number by source, so you know whether your own posts or competitor posts produce the pipeline.
Where it breaks
Low fit is the first thing that breaks. Popular posts draw peers, vendors and job seekers. If fewer than one engager in ten fits, change the topics rather than loosening the filter.
Automation is the second. Automated messages to everyone who liked a post get flagged, and LinkedIn restricts the accounts that send them. Keep the first touch manual.
The third is the creepy opener. "Saw you liked a post about X" reads as surveillance. Talk about the topic.
The fourth is not posting. Without your own posts you only have observed signals, which every competitor watching the same creators also has.
Hand-off to sales
When an engager replies with a problem or a question, the person in the thread books the call or introduces the rep in the same thread.
The rep gets the post, the comment, the conversation and the Clay summary in a CRM task. The first call starts from what the buyer wrote in the comment.
FAQ
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