INSIDE JOBRIC

By Ric @ Jobric · August 2026

Most of what I write here is about the market and about you. This one is about the machine.

Once a month I'm going to open the hood: one feature explained properly, the handful of things we built that actually change your search, and what's coming next. Plus the odd fix worth mentioning, because pretending software is never wrong about anything fools nobody.

Let's start with the thing everything else depends on.

Every other job site hands you a search box and a results count. Forty thousand results. Eight thousand results. The number is supposed to feel like abundance. It isn't. It's a filing cabinet with the drawer taken off, and you're the one doing the filing.

Jobric works the other way around. You upload a resume, you tell us what you want, and we bring you a short list. Ten a week on the free plan. Three a day if you're paying.

The small number is the hard part. Here's why.

Before a job can reach you, it gets read and sorted into a career category. Not by keyword matching. Our own classifier reads the posting and decides what kind of work it actually is, because "registered nurse" and "site reliability engineer" are not the same labor market and scoring across them produces expensive nonsense. That single decision is what makes a ten-item list possible instead of a ten-thousand-item one.

Jobs the classifier is confident about go straight into the pool. Anything it isn't sure of waits for a nightly pass that takes a longer, more careful look.

In July we rebuilt that nightly pass. It's the reason your match volume should look noticeably healthier from here.

About 84,000 more postings in your matching pool.

We rebuilt the nightly sorting pass so it runs on dedicated time, asks the classifier a far narrower question, and works through jobs in batches rather than one at a time.

Together those gave the nightly run substantially more headroom, and we spent it clearing about 84,000 postings into the matching pool.

We also changed how the nightly budget gets divided. Each category now gets a share proportional to its own queue, so a huge category can't quietly starve a small one. If you work in a specialized field, that one's for you.

Your search will now tell you why it's thin.

When your matches dried up, the dashboard used to just go quiet. Silence is the worst possible answer, because you can't tell whether the market is bad, your filters are too tight, or something's wrong on our end.

There's now a Search Health strip that appears for exactly those searches. It tells you how many roles we reviewed, which of your own filters ruled roles out, and the single biggest market reason your search is coming up short. When easing one specific preference would genuinely open things up, and only then, it says so once. As a reference point, not a nudge. It stays out of the way entirely when your search is going fine, and it's on every plan.

Matching that costs us less and you nothing, which is the point.

Scoring your resume against a job is the most expensive thing we do, and we do it many times over for every person on the platform.

Your first matches, the ones on screen within seconds, still run at full speed. Everything past that now goes through a cheaper lane built for volume, and scoring reads a short profile summary written once when your resume is first processed rather than re-reading the whole document every time. If that lane is ever unavailable, the work falls back automatically, so a score can be delayed but never lost.

You see none of this. That's the whole idea. It's also the reason the free plan can stay as generous as it is while the job pool keeps growing.

One more, filed under privacy: product analytics now run entirely on our own systems. Nothing on the page loads or transmits to an outside analytics company, and your email address stays with us. We still measure how the product gets used. We just do it ourselves.

Two that were quietly getting in the way of your search.

Your resume got a promotion. Your scores hadn't heard. Re-uploading a resume didn't reliably kick off a fresh scoring run, which meant you could add a certification, a new title and two years of experience and still get matched as your previous self. Re-uploads now trigger a re-score, so your matches reflect the version of you that you just handed us. Which was always the intent, and is now also the behavior.

The search that waited to be asked twice. If your first search stopped partway through, the recovery check used to go off how old your account was rather than where the search had actually got to. It now reads the state of the search itself. One that stalls gets picked up and run again on its own, your status emails arrive, and anything the automation can't resolve goes to a person.

Outcomes, not just applications. Job trackers now continue past interview into Offer, Hired and Rejected, with a small celebration when you mark something Hired, and a quiet application gets one gentle follow-up asking how it went. Rolling out gradually. This matters more than it sounds: what a genuinely good match looks like is something we can only learn from what happened after you applied.

Fewer, sharper career categories. Some of our categories are really just individual job titles, or near-duplicates of each other. Consolidation is ongoing and deliberately slow, because merging two categories that only sound alike is how a nurse ends up staring at veterinary postings.

A classifier that teaches itself. We laid the groundwork for our in-house classifier to learn directly from the more expensive model's decisions instead of waiting on a person to label examples by hand. Expected to make sorting both cheaper and more accurate over time.

Most of the above is plumbing. Sorting queues, nightly passes, bulk lanes. None of it makes a good screenshot.

It's also the entire difference between a short list that's genuinely curated and a short list that's just a small number of random jobs. Anyone can show you ten results. Showing you the right ten takes a classifier, a scoring pipeline, and a lot of overnight work you'll never see.

You're going to see it here anyway, every month. A product that asks you to trust its judgment should be willing to show you how that judgment gets made.

The job market works for you now.

That's the update. Now go do something that isn't job searching.

Ric @ Jobric