Median task time
- Traditional
- 39 sec
- JobPilot
- 18 sec
Preparing a clear view
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Preparing a clear view
Faster decisions, safer action
JobPilot reduces application fatigue while preserving user control: local resume analysis, deterministic priority, inspectable evidence, independently verifiable receipts, and a direct employer destination that never auto-applies.
Prepared GPT-5.6 review proof · OpenAI API requests: 0
Moderated directional usability study, n=5
Five participants compared a traditional job posting with JobPilot.
Small directional study, n=5. All participants completed the traditional condition first and JobPilot second. Different roles prevented same-role carryover, but practice or order effects may contribute to the observed difference.
Confidence: 3.8 → 6.0 out of 7. Decision alignment: 40% → 100%. These are aggregate usability observations, not hiring-outcome evidence.
Participants reviewed two synthetic roles: Analytics Operations Engineer and Data Enablement Engineer. Different roles were used between conditions to prevent same-role carryover.
Four factual questions covered required experience, preferred experience, work arrangement, and the weakest-supported qualification. Apply / Review Further / Skip was analyzed separately as decision alignment. Confidence and clarity used seven-point self-reported scales.
Collection was anonymous and browser-local under jobpilot-decision-utility.v2. It collected no PII, and participant-level rows are not public.
Limitation: All participants completed the traditional condition first and JobPilot second. Different roles prevented same-role carryover, but practice or order effects may contribute to the observed difference.
Roles from the processed official-source portfolio appear in a profile-configured location view—without browser geolocation or a map API.
Fit, Evidence Quality, blockers, location, and recency make the next review explicit instead of hiding it behind a feed.
Only a verified application handoff says Apply. Recorded or reachable postings say Open Original Posting; pending and unavailable states expose no link.