A 1–10 framework for scoring LinkedIn buying intent — patterns, signals, and the thresholds that decide when to comment, DM, or skip a prospect.
The 1–10 LinkedIn buying intent framework (2026)
If you treat every LinkedIn post as equally interesting, you'll burn 30 hours a week monitoring noise. The fix is the same one we use for Reddit: a 1–10 intent score that lets you act only on the 10–15% of posts that signal real buying intent.
This is the LinkedIn-specific version of the 1–10 buying intent score framework we already published for Reddit. Same scale, different signals, different reply playbook.
Key takeaways
LinkedIn intent splits into 4 signal patterns: direct ask, complaint post, stack post, role change. Each maps to a different score band.
Score 9–10 = DM within 1 hour. Score 5–8 = comment publicly first. Score 1–4 = skip or watch.
LinkedIn's algorithm rewards comments more than DMs — commenting on a 7+ post is often higher-leverage than a cold DM.
Across 5,000+ LinkedIn posts scored in Q1 2026 internally, only ~12% hit intent 8+. Tools without scoring waste your time on the other 88%.
Pair this framework with how to find buyers on LinkedIn and how to DM on LinkedIn without getting banned.
What is a LinkedIn buying intent signal?
A LinkedIn buying intent signal is a public post or comment in which someone explicitly states they're shopping, struggling, or comparing in your category — and is open to peer recommendations. The strongest signals contain phrases like "recommendations for," "alternatives to," "anyone using," "we just switched from," or "finally moved off."
Not every product mention is intent. Praise posts ("X has been great") are content. Job change announcements without context are noise. Forward-looking statements ("thinking about adding...") are intent.
How do I score a LinkedIn post on the 1–10 scale?
Use three factors: explicitness of the ask, urgency markers, and authority signals. A direct ask with a stated deadline from a founder/owner = 9–10. A vague "considering options" comment from a non-decision-maker = 2–3.
Score | Signal pattern | Action |
|---|---|---|
9–10 | Direct ask + deadline + budget signal from a decision-maker | DM within 1 hour, 2–3 sentences referencing the post |
7–8 | Direct ask, no urgency | Public comment first, DM after engagement |
5–6 | Recommendation thread or vendor complaint | Public comment only |
3–4 | Tangential mention or non-buyer commenter | Like + follow author, watch 14 days |
1–2 | Job change, generic praise, irrelevant context | Skip |
Why are public comments more powerful than DMs on LinkedIn in 2026?
LinkedIn's 2025–2026 algorithm changes pushed comment engagement to the top of feed visibility. A thoughtful 2–3 sentence comment on a post with 100+ engagement reaches 5–10x more eyeballs than the equivalent DM — and your future DM has built-in social proof from the comment thread.
Pair the comment with a follow (not a connection request) in the same hour. The OP sees both notifications, recognizes the name, and your eventual DM is no longer cold.
What signals are NOT actually intent?
Four things that look like intent but aren't:
Promotional posts from competitors — the OP isn't shopping, they're selling. Skip.
Job change announcements without context — someone joined a new company. Doesn't mean they're buying anything in your category.
Re-shares with hot takes — someone quoted a vendor article with commentary. They're posting content, not asking.
Generic praise ("X has been great for 2 years") — forward-looking would be "X has been great… but I'm wondering if I should switch." Praise without a "but" is content.
The 5-signal qualification model in how to qualify B2B prospects before sending an outreach DM (fit, intent, timing, budget, authority) layers on top of this scoring — use both.
Frequently asked questions
How fast does LinkedIn intent decay?
Faster than Reddit. ~60% of replies happen within 24 hours of a LinkedIn post. By day 7, the post is buried in feed and your reply lands in a cold thread. Comment within 4 hours for max visibility.
Can I automate LinkedIn intent scoring?
Yes. repco scores every LinkedIn post we monitor automatically and surfaces only 8+ signals. Doing this manually past 5 keywords or 50 followed prospects is unrealistic.
Should I use LinkedIn Sales Navigator for intent monitoring?
No. Sales Navigator surfaces fit data (industry, role, company size) — not intent. The framework here works on the public LinkedIn feed without Sales Nav. We covered the LinkedIn vs Sales Nav split in why I stopped using LinkedIn Sales Navigator.
Score before you reply
The difference between booking 5 calls a week and burning your account on cold DMs is whether you scored intent before sending. The 1–10 framework cuts 88% of noise and surfaces the prospects most likely to reply.
repco scores every LinkedIn post automatically and drafts a 2–3 sentence reply tied to the specific post. Find my buyers (Free) and skip the manual scoring.
Further reading: The 1–10 buying intent score (Reddit version) | How to find buyers on LinkedIn | How to DM on LinkedIn without getting banned
Previous post:
Your next customer is asking for what you sell - right now
No credit card · Takes 60 seconds