Underdog.io / Blog

How to test IT candidates in the era of AI, when anyone can ship polished output: score the process, not the artifact. Get live-assessment formats, AI-fluency signals, and anchors that separate real judgment from good prompting.

Career growth in startups stalls when scope grows but titles don't. Learn to pick a company with real expansion room, make your ownership visible, evaluate equity honestly, and know when to push for promotion or move on.

Structured interview techniques predict job performance up to 3x better than gut-feel hiring. Learn to build a competency rubric, write behavioral questions, calibrate interviewers, and score fairly without slowing down.

The best AI coding tools for developers depend on the job — completion, repo reasoning, prototyping, or governance. Compare Copilot, Cursor, Claude Code, Cody, Aider, and 5 more by workflow fit, pricing risk, and review load.

Reference checks change the hiring decision just 1% of the time. Rebuild your reference check process around a role-specific question script, a scorecard that demands evidence, and the flags that catch coached references.

Hardware engineer roles pay a $161,740 median — but the title hides six different careers. See which niche startups actually hire for, from SI/PI to validation, and the debug stories that win startup interviews.

What is a passive candidate in recruitment? The 70% of professionals who aren't applying anywhere. Learn the five openness signals, outreach that converts at 20–35%, and why 61% of replies come from the follow-up.

What is phantom equity? A cash promise tied to company value — no shares, no dilution, no voting rights. See how grant, vesting, and payout triggers work, why FICA can hit before you're paid, and what to negotiate first.

Robotics engineer roles often hide behind titles like controls, field service, and automation. See how the sub-tracks differ, where specialized pay reaches $197K–$209K, and the portfolio evidence startups actually check.

The right startup engineering team structure isn't an org chart — it's how decisions move. Compare flat, squad, and functional models with role ratios and stage-by-stage examples from pre-seed to Series B.