Beyond Resume Matching: Why We Built Seeker
Most career technology asks essentially the same question:
"How well does your resume match this job?"
If you've ever used an ATS scanner or resume checker, you've probably seen some version of it. Upload a resume, compare it against a job description, and get back a percentage score.
That can be useful.
But it also assumes that careers are static.
Real careers rarely work that way.
People switch industries. Engineers become managers. Teachers move into operations. Military veterans enter technology. Support specialists build automation systems and eventually become infrastructure engineers.
The path people actually take through their careers is usually much messier than the systems evaluating them.
The Problem With Job Titles
One of the stranger things I noticed while building Seeker was how often people already seemed qualified for jobs they would probably never think to apply for.
A customer support engineer who spent three years writing Python scripts to automate internal workflows might never search for a Developer Productivity Engineering role.
A systems engineer who regularly coordinates projects, manages stakeholders, and drives cross-functional initiatives might not realize they're already doing many of the things expected of a Technical Program Manager.
The titles are different.
The underlying skills often are not.
Most hiring systems don't really understand that distinction. They see keywords, titles, years of experience, and certifications. If those things don't line up exactly, the opportunity may never even appear.
But human careers don't develop through exact title matches.
They develop by accumulating capabilities.
Careers Should Work More Like Navigation
A GPS doesn't ask:
"Are you already at your destination?"
It looks at where you are today, where you want to go, and calculates a route between those two points.
Sometimes the route is direct.
Sometimes there's a bridge to cross, a road that's temporarily closed, or one extra step before you can move forward.
Careers aren't very different.
The question probably shouldn't be:
"Can this person perform this exact job today?"
A much more interesting question is:
"Given everything they've already done, where could they realistically go next?"
That small shift changes the entire problem.
Instead of treating every opportunity as an isolated keyword search, you start looking at careers as networks of transferable skills, domain knowledge, and accumulated experience.
A Resume Is Evidence
A resume contains much more than a list of past jobs.
It contains evidence.
Evidence that someone has led projects.
Evidence that they've solved difficult technical problems.
Evidence that they've communicated across teams, mentored coworkers, improved processes, or built systems that made other people's jobs easier.
Someone who spent years automating support operations may already have the foundation for infrastructure engineering.
Someone who organized large technical initiatives may already possess many of the skills required for program management.
Someone who built internal developer tools may be much closer to platform engineering than their current title suggests.
Those patterns often matter more than the label attached to the role.
Building A Career Routing Engine
That idea eventually became the foundation for Seeker.
Rather than simply asking whether a resume matches a single job posting, Seeker tries to build a structured understanding of a person's experience and compare those capability patterns against a large, continuously changing set of real opportunities.
The goal isn't to produce one score.
Different opportunities naturally fall into different groups:
- Strong current-fit roles
- Adjacent opportunities
- Career pivots
- Stretch goals
- Long-term targets
A person might already qualify for some of them.
Others might only require learning one technology, completing a certification, or building a single project.
Instead of presenting a dead end, the system can begin to show a path forward.
Why We Think This Matters
Technology changes faster than job titles.
Entire disciplines appear within a few years. Old roles split apart or merge together. The work people actually perform evolves much faster than the labels companies assign to it.
The systems we use to evaluate careers should be able to recognize that reality.
We don't think the future is simply a better ATS scanner.
And we don't think another resume score solves the larger problem.
The more we worked on Seeker, the more we came to think of it less as a resume matcher and more as a navigation system.
Because careers aren't static documents.
They're journeys.
And journeys deserve better navigation than a keyword search.