Apply less, but better.

How to stand out among a flood of generic (AI-generated) job applications

95% of job applications I receive look more or less the same. They usually read like this:

Hi Adrian, I am excited to apply for the position at your company. With my X years of experience in Y, I am confident I would be a great fit.”

AI made these generic applications even worse as they became more verbose and repetitive.

The bar to stand out is low because many people don’t even read the full job posting. I recently added a sentence at the bottom of the job posting saying: “Go to our website, check out the product demo, and tell me what you think our biggest technical challenges are.” Maybe 5% of applicants actually added an answer to that in their application. Those who did and sent a thoughtful answer almost always got a first interview, regardless of their experience level.

Show, don’t tell

Imagine you want to work at a startup that builds a wildfire management platform. You could either send them a generic application letter with your CV, or you could build a prototype like this. An autonomous wildfire tracking system that pulls NASA thermal data, processes satellite imagery, and scores its own predictions against real fire reports.

wildfire tracking sideproject

I’m pretty sure if that person applied, they’d get an immediate interview because the side project proves domain knowledge and a passion for the problem, which are all things that make you stand out.

Here’s an actual example of a such an application I recently received. The candidate references a relevant open-source project, lists specific technical challenges from previous roles, and explains how that could apply to us.

great application example

Going deep like this is also very helpful for the first interview:

  • I have code to review in advance
  • We have a ton of things to talk about. It’s a totally different starting point than “so, tell me about yourself.”

I’m aware this approach will mostly work for startups where the leadership or founder team still reviews the applications, and not some generic HR system filter. Spending a weekend deeply engaged with the problem space your company operates in can get you very far though.

This should also be encouraging to people early in their career or switching fields. When code is cheap, you can demonstrate that you can think about hard problems and communicate clearly.

One thoughtful application will beat 20 generic ones.
Apply less, but better.