Short answer: linkedin's buyer intent score in Sales Navigator tells you an account is "interested", but not who, not why, and not when. It sits behind the top tier and you can't put it in a workflow. The raw engagement events under it (profile views, post engagement, comments, accepted connections, company page follows) name the person and arrive as they happen. Feed those to your own stack and decide what counts.
Last updated: 19 October 2026
linkedin will sell you a "buyer intent" score. It won't tell you how it's calculated, who's behind it, or what you're supposed to do with it. That's not data. That's a horoscope.
You pay for it on the top Sales Navigator tier. You open it. It says interest at some account is "high." And then you sit there, because there's no person attached, no action to take, no event you can point a workflow at. A rep on r/sales put it well: "we had intent data all last year and never used it." That's not a one-off. That's the normal experience of a buyer intent score.
We've spent a long time looking at the actual events underneath these scores. The events are real and they're useful. The score wrapped around them is the part that isn't.
What is the Sales Navigator buyer intent score?
It's a rating linkedin puts on an account to say how interested it looks in you. A level, with no event log behind it. You see the conclusion. You don't see the inputs.
Why doesn't the buyer intent score work?
Four problems, and they stack.
It's gated. The score lives behind the most expensive Sales Navigator tier. Most teams evaluating "buyer intent" never see it, and the ones who pay are often the ones who, like that rep, never use it.
It's blurred. The score won't tell you who. You get "this account is showing interest," not "this person did this thing." You can't act on an account. You act on people.
It's vague. You can't see what drove it, so you can't trust it or build on it.
And it lags. By the time activity rolls up into a score, the moment is gone. Plenty of buyers engage once. One profile view, one comment, then nothing. A score that updates after the fact tells you someone was interested last week. The raw event would have told you the day it happened.
Intent score vs raw events
| Buyer intent score | Raw engagement events | |
|---|---|---|
| Who | An account | A named person |
| What | A level | The exact action (view, comment, follow) |
| When | After it rolls up | As it happens |
| Can you see the logic? | No | You write the logic |
| Can you put it in a workflow? | Hard | Yes |
What should you track instead of an intent score?
Not a score. The raw events underneath it.
Who viewed your profile. Who engaged with your post. Who wrote a comment. Who accepted a connection. Who followed the company page. As individual events, with the person attached, as they happen.
That's the difference between "this account is warm" and "this named person looked at your profile twice this morning." One is a horoscope. The other is something you can put in a workflow.
And here's a truth the score buries, from another rep on r/sales: "just because someone matches your ICP criteria doesn't mean they will buy. create your email list based on intent." Exactly. The action is the signal, not the label. You want the actions, raw, so you can decide what they mean.
Why do raw events beat scores now that you have AI?
This is the part that changed for me in the last two years.
A score is someone else's judgment, baked in and frozen. linkedin decided what counts, weighted it, and handed you the conclusion. You can't see the inputs and you can't change the logic.
Raw events are the opposite. You take the stream of what people actually did, and you feed it to your own AI. Clay applies your criteria. Claude reads the context and decides how to respond. Your CRM routes it by your rules. The judgment happens in your stack, against your definition of a good fit, not linkedin's.
To be clear about what we do and don't do: teamfluence delivers the raw events. It doesn't decide which ones are good. That call belongs to you and your AI, because you're the only one who knows your business. We hand you the stream. You build the logic.
When your stack can reason over data on its own, the last thing you want is a pre-chewed score. You want the raw material, and the freedom to judge it yourself.
Why couldn't you get these events before?
I wrote about how this engagement is the best buying-signal data in b2b, and how it's been stuck inside the linkedin interface where your tools couldn't reach it (the full piece is here). The score was linkedin's answer to that gap: don't give you the events, sell you a number about them.
The better answer is to get the events themselves into your stack. It's your engagement. teamfluence is the layer that delivers that raw event stream into the tools you already work in. What you do with it is yours.
What do you do with raw engagement events?
Once the events land in your stack:
- Enrich on arrival. Pipe each event into Clay and enrich the person against your own criteria. You decide what qualifies, not a vendor.
- Let your AI read context. Hand the event and the person to Claude to draft a relevant first line, or to score it however your team defines a good fit.
- Route by your rules. Send the ones your logic flags into your CRM or sequencer, tagged with the event that triggered them.
- Act in the window. Because the events arrive as they happen, you can reach a one-time engager while they're still paying attention, instead of after a score catches up.
You build the logic. The events just have to show up raw and on time.
What to do today
Stop renting someone else's score. Own the raw signal. The teams pulling ahead on linkedin aren't buying a tidier black box. They're feeding their own AI the raw events and deciding for themselves what matters. The intent score answers a question you didn't ask. The raw events answer the one you did: who, doing what, right now.
FAQ
Is the buyer intent score in every Sales Navigator plan? No. It sits on the top Sales Navigator tier, so most teams never see it.
Does the intent score tell you which person is interested? No. It rates the account, not the person. You still have to work out who.
What are raw engagement events? Single actions with a person attached: a profile view, a post reaction, a comment, an accepted connection, a company page follow.
Does teamfluence score the events for you? No. teamfluence delivers the events. You and your AI decide which ones matter.
Want to see what the raw events look like? See the event types you can pipe into Clay: the data on each, and how they land in your stack. Or talk to sales and we'll show you on your own account.