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Notes from the matching engine

Research, product updates, and practical guides on AI job matching, explainable scoring, and getting hired faster.

FeaturedProduct · 6 min read

How we score a job match from 0 to 100%

A look under the hood at the four weighted factors — skills, experience, location, and salary — that drive every Jobrods match score, and why explainability matters.

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Brutalist illustration of three sources funneling into one clean de-duplicated feedInsights

Why aggregating Reed, Indeed, and Adzuna beats checking them one by one

Job seekers waste hours hopping between boards and re-reading the same listings. Here's how a single de-duplicated feed changes the search entirely.

28 April 2026 · 4 min read
Brutalist illustration of one relevant orange card lifted out of a large stackResearch

The hidden cost of irrelevant job listings

We analyzed thousands of searches and found candidates skip past most of what they see. Relevance, not volume, is the metric that matters.

9 April 2026 · 5 min read
Brutalist illustration of a CV document being scanned by a beam of lightGuides

What a good CV looks like to an AI matching engine

Structure, clarity, and concrete outcomes help our models understand your experience. Practical tips to make your profile machine-readable without losing the human touch.

18 February 2026 · 7 min read
Brutalist illustration of an opened black box revealing its inner logicEngineering

Building explainable AI for the job market

Black-box recommendations erode trust. We share the principles behind every Jobrods explanation and why we'll never hide the reasoning.

3 December 2025 · 8 min read
Brutalist illustration of a padlock and shield protecting a resumeTrust

Your career data deserves a privacy-first job search

Your CV is sensitive. Here's how Jobrods handles your data, what we store, what we never do, and the controls you have over your own information.

16 September 2025 · 5 min read
Brutalist illustration of three data streams converging into a single arrowCompany

Why we built Jobrods

The job search is broken in a specific, fixable way. This is the founding story of Jobrods and the problem we set out to solve in March 2025.

24 March 2025 · 5 min read