Marketplaces
What the LLMs actually changed
We had machine learning in production at eJobs.ro for years before any of this was called AI. Skill classification and occupation taxonomies, vectorisation, …
Nobody describes the same job the same way
An employer writes “Analist / Teste”. A candidate writes “QA engineer”. Same job. Zero words in common. That’s the structural …
Don't call the model from your application
The hard part of machine learning in a marketplace is not the model. It’s that everything you’ve embedded is already out of date. At eJobs.ro both …
When the output is somebody's application
We score candidates against jobs. A recruiter opens a role and sees applicants ranked by how well they fit it, and that score is computed by a model. It …