A company hiring a demand generation lead has a demand generation problem, has six figures approved to fix it, and has announced both in public. Nobody in marketing is reading.

1. A job ad is a budget approval with a description attached. Nobody posts a role they have not funded. By the time the listing appears, the headcount has cleared finance, someone senior has agreed the problem exists, and a hiring manager has been made personally responsible for solving it. That is further through the buying cycle than most of your pipeline.

2. Hedge funds have been doing this for years. Analysts have tracked corporate job listings as alternative data to predict market entries, product launches and regional expansion well before any announcement. Amazon’s postings have repeatedly given away new categories and new countries. It is not insider information. It is a careers page.

3. The posting contains the tech stack. “Experience with our CRM, our marketing automation platform, our data warehouse” is a list of everything they currently run, published voluntarily. Sales intelligence vendors sell this back to you as a product. The source is free and has better spelling.

4. A reposted role is a scream. The same listing appearing three times over five months means the search has failed twice. That company has now spent half a year without the function, is behind on whatever the role was meant to deliver, and is considerably more receptive to a different kind of answer.

5. Read the responsibilities as a symptom list. “Rebuild our attribution model.” “Own our AI search visibility.” “Establish a repeatable outbound motion.” Somebody wrote down exactly what is broken, in the imperative, and posted it on the internet with a salary attached.

6. The ambulance outside tells you more than the sign on the building. A company’s marketing describes the state it wishes to be in. Its hiring describes the state it is actually in. When those two documents disagree, the hiring one is correct.

7. Never mention the posting. Reach out about the problem, not the vacancy. “I noticed you are hiring” is creepy and immediately reframes you as a vendor circling a wound. Write about the thing the role exists to fix and let them figure out how you knew.

8. Set the searches once and let them run. Ten saved searches across the job boards, by title and geography, delivered weekly. It is fifteen minutes to configure and then it is a permanent, self-updating list of companies with a funded problem in your exact category.

9. I spent twenty-plus years inside the market that reads these professionally. Recruiters have always understood that hiring activity is the most honest signal a company emits. Marketing has never once looked at it, which is why this is sitting here unexploited in the most public place imaginable.

The bottom line. Everybody in B2B is buying intent data from vendors who assembled it by watching people read things. Meanwhile your prospects are publishing signed, funded, dated confessions about what is broken in their business, and the only qualification required to read them is a browser.