How Jack & Jill Cut Candidate Screening Costs By 88% With Jev
Blog post from TypeSafe AI
Jack & Jill, an AI-powered talent marketplace serving more than 5,000 companies and 400,000 startup professionals, replaced Google Gemini 3.1 Flash Lite with TypeSafe Jev for a key candidate-screening stage within 10 days of testing. In an evaluation across 150 live roles, Jev maintained comparable—and marginally higher, though not statistically significant—candidate selection quality, retaining 94.6% of eventual hiring-manager choices versus Gemini’s 93.9% and achieving a 0.933 AUC compared with 0.924. Jev reduced median screening time from 20.3 seconds to 10.3 seconds and lowered costs per 1,000 candidates from $0.755 to $0.092, an 88% reduction expected to save $265,000 annually at current volume and more than $500,000 with projected growth. The lower cost and faster performance have also enabled Jev’s use in over 15 workflows, including immediate job matching after candidate signup, faster profile checks, CV editing, company classification, and marketplace filtering.
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