I Built an App to Analyze Job Postings for Company Secrets in 15 Minutes: Here's How (Prompts + Demo)

I just used AI to uncover the specific technical issues Anthropic—a $183B AI giant—is likely experiencing internally.

How? Not because I have a hotline to their founder. LOL.

Nor have they admitted this stuff publicly.

No. I did it by reading their job postings with AI.

Yesterday, I was talking with a job seeker and had a realization that made me drop everything and build something new.

We’re sitting on a goldmine of corporate intelligence that’s been hiding in plain sight: job postings.

But we don’t really have a good way to access that intelligence. There are just too many jobs to reasonably analyze by hand.

Until now.

What used to take teams of analysts weeks to decode can now be done in seconds with the right AI prompts. And I’m not talking about just finding open positions—I’m talking about reverse-engineering entire company strategies, spotting operational weaknesses, and identifying exactly where competitors are vulnerable.

I spent the last couple of days building and testing this approach on real companies, and the results were so revealing that I had to share everything immediately. Here’s what you’re getting:

• A 10-minute demo video where I expose Anthropic’s strategic gaps using nothing but their public job postings

• A ready-to-remix Lovable mini-app that runs this analysis automatically (built it myself, takes any company URL)

• I built a Job Seeker’s Intelligence prompt that reveals hidden culture issues, growth trajectories, and which roles are actually worth pursuing vs. ghost postings

• I built a Competitive Intelligence prompt that extracts B2B sales weaknesses, technical debt indicators, and strategic pivots your competitors don’t want you to see—great stuff for PMs, C-suite, marketers, sales, and more

• The bigger picture: Why job postings represent a new class of “invisible data” that AI has suddenly made visible—and what this means for privacy, strategy, and competitive advantage in 2025

Whether you’re job hunting, running competitive intelligence, evaluating investments, or just curious about what your own company is telegraphing to the world, these tools will change how you think about publicly available information.

Let’s crack this code together.

(And PS. Yes you get all that Anthropic tea in the video.)