How do you use job posts as buying signals?

A job post is a company describing its problem in public. Read the duties, not the title.

Most teams treat job posts like trivia. A company is hiring, so someone pastes "saw you're hiring" into a sequence and calls it personalization. It tells the buyer you saw a headline. Nothing more.

The useful part of the post is the paragraph where the company writes down what is broken and what it will pay a salary to fix.

Why is a job post a better signal than a job title?

A title tells you who sits in a seat. A post tells you what the company wants done and roughly when.

I already made the case that job change is a signal, not the motion. A job post is different. Someone inside the company had to get headcount approved, write the duties, and publish them. That is a budget decision you can read for free.

It still is not proof of purchase intent. Ehrenberg-Bass Institute, writing for the LinkedIn B2B Institute, estimates that about 95% of B2B buyers are out of market at any given time. A job post does not move an account into the buying group by itself. It tells you which problem has a line item this quarter. That is enough to write a note that could not go to anyone else.

What should I read in the post?

Skip the perks. Read four things.

1. The duties list. Look for verbs tied to your problem. "Own the migration off the legacy tool." "Build reporting from scratch." "Clean up the CRM." Those are confessions.
2. The tools named. "Experience with X required" tells you the current stack. "Experience replacing X a plus" tells you the stack is on notice.
3. The first 90 days. Many posts say what success looks like early. That is the closest thing to a buying window you will get without a call.
4. The reporting line. Who the hire reports to is often who owns the budget for the problem. Write that name down before you touch the champion.

If none of the four connect to what you sell, archive it. Not every hiring company is your account.

How do I tell a real job-post signal from noise?

Score it on three questions before it touches a sequence.

• Does the post describe the problem you solve, in duty language? A generic "growth marketer" post at a fit account is weak. A post that says "stand up a first attribution model" is strong if attribution is your job.
• Is it fresh? A post that has been open for months might mean a hard hire, a frozen role, or a recycled listing. A post from this week is a decision someone made recently.
• Does it stack with another signal? Pair it with a second proof: site visits from that account, competitor engagement, a G2 category browse. One signal is a guess. Two that agree is a reason to write.

Intent-based outbound already covers why a hiring spike can mean building or freezing. The duties are how you tell which.

Fit still comes first. Firmographic fit vs buyer intent is a two-axis call. A perfect post at a company that cannot buy you is a wasted send.

What do I write once the signal is real?

Write to the problem, not the hire.

Bad: "Congrats on the growth. Saw you're hiring an analytics lead. Want to chat?"

Better: "Your posting for an analytics lead says the first 90 days are about rebuilding pipeline reporting. That is usually a sign the current dashboards are not trusted. I help teams fix the data underneath before the new hire inherits it. Worth a short note on how?"

The second version proves you read the post. It names the duty, offers a point of view, and makes one ask.

Two rules. Never pitch the candidate as if they already work there. And do not imply you know anything the post did not say. Quote the duty. Do not invent the pain.

How do I run this every week?

Keep it small and owned.

1. Pick 50 fit accounts. Not your whole TAM.
2. Check their careers pages weekly. Company careers pages are owned by the company and usually more current than reposts on aggregators.
3. Log only posts with duty language that matches your problem. Paste the exact line into the CRM next to the account.
4. Require a second signal before outreach. No second proof, no send. The post waits.
5. Review what booked. After a month, look at which duty phrases led to replies that became meetings. Those phrases are your real signal list.

That is Signals: finding who has the problem now, in their words.

Adapt or fail. Read what they wrote before you write to them.

Start Signals, Convert, Grow

FAQ

Are job posts a buying signal or just a hiring signal?

Both, if you read them right. The hire is the hiring signal. The duties list is the buying signal, because it shows which problem has budget this quarter.

Should I contact the person being hired?

Not before they start. Write to the hiring manager or the budget owner about the problem the post describes. The new hire becomes a thread later.

What if the post is old?

Treat posts that have sat open for a long time as weak. The role may be frozen or hard to fill. Fresh posts reflect a recent decision.

Can I automate job-post monitoring?

You can automate collection. Keep the scoring and the first line human until you know which duty phrases actually lead to meetings.

How is this different from job-change signals?

A job change tells you a person moved. A job post tells you what a company wants fixed. The post is usually the stronger clue about the problem.