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Underutilized Prospecting Strategy
Here’s how to take advantage of job descriptions to book meetings
Read time: 3 minutes
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Job descriptions are a perfect source of sales intelligence
If a company posts a job, they’re broadcasting their internal priorities.
Behind the job title is a story:
A new function they’re building
A capability they’re missing
A toolset they’re using (or planning to adopt)
A pain point they need to fix
And they write it all down for you publicly.
Most reps don’t take the time or effort to do anything with this information.
The best reps use it to:
Personalize messaging with surgical relevance
Spot accounts that are likely to buy soon
Match your product to an active pain, not a passive one
Here’s how you use JDs to get meetings
Build your “trigger keyword” list
You need a lens to filter thousands of job postings
Start with three categories:
Tools your product integrates with, replaces, or complements (e.g., FlowJo, CRISPR, ELN, Akoya, BD FACSymphony)
Skills your tool makes easier or faster (e.g., single-cell RNA-seq, image quantification, morphological phenotyping)
Problems your buyers face (e.g., batch variability, inconsistent data, long turnaround times)
Bonus: Add common competing solutions to this list, too!
Examples
Tools: FlowJo, CellProfiler, OMIQ, Cytobank, LIMS
Skills: Flow cytometry analysis, CRISPR screen optimization, high-throughput screening
Problems: inconsistent data entry, poor reproducibility, updating SOPs
Find the right job descriptions
You can search on LinkedIn by company or jobs or you can use Google to search sites
Use Google search like this:
site:careers.companyname.com "flow cytometry"
site:jobs.indeed.com "high-throughput screening" AND "Research Associate"
site:linkedin.com/jobs/ "scientist" AND ("Akoya" OR "CellProfiler")
Drop 10–20 JDs into ChatGPT and extract insights
The new o3 model is excellent at summarizing patterns and connecting dots.
Use this prompt: I’m researching job descriptions to understand tools, workflows, and challenges relevant to [insert product category]. Here are 10 job descriptions. Summarize the common tools, desired skills, and responsibilities. Identify patterns and potential challenges this team is trying to solve.
Based on these job descriptions, suggest how [your product/service] might support this team or solve a recurring problem.
Write your outreach using what you find
Mentioning a technology or challenge they care about increases reply rates.
Reference the JD directly.
“I saw you're hiring for a [title] and listed experience with [skill or tools or platforms]. Curious, do you ever run into issues scaling those workflows across different teams? We're helping [peer company] achieve [outcome] using [solution].”
“Noticed you’re building out a [type of team] team. We work with folks using [tools or techniques] and are seeing a common bottleneck in data analysis. Wondered if that’s on your radar too?”
Hiring = pressure. The team is already stretched. If you can offer a faster, cheaper, or more scalable way to hit their goals, you’ve got a reason to talk now, not later.
Try this today:
Pick 5 target accounts and check their careers page, search on Google, or look at LinkedIn jobs
Identify 1 role that overlaps with your product’s use case
Use the “JD prompt” above to generate angles you can use in email or LinkedIn outreach
Once you’ve solidified your keywords and titles to look for, you can automate this using a tool like Clay + Leadmagic. Every week have an automation scour the internet for all jobs using those keywords and pull them into a Clay table. Once in that table you can run additional analysis and enrichments to reach out directly or ping your reps with all the research done so they can reach out themselves.
Now you have an “always-on” campaign where you can be the first to find and capitalize on these insights!



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