What I check before I apply
Each time a job alert landed, I checked the same things. Could I work there from Ontario? Did the salary make sense? Had I already passed on it? I used those questions to design the first review screen and tested it against postings from my own search.
Separate qualifications from preferences
I split suitability into five parts: role fit, work fit, company interest, freshness, and salary. A hybrid role in Toronto can be a practical option and still ask for experience I don’t have. Keeping the reasons visible lets me make that call.
Decide where AI earns its cost
I use rules to compare straightforward facts like pay ranges and location. I reserve AI for the harder comparison between a posting’s requirements and my experience. When the requirements are missing, the assessment can stay unknown.