Google DeepMind asked this in interviews.

“The question bank is really amazing. The exact questions being asked in interviews are there to practice, and most importantly the broken architecture questions. Token efficiency as a first-class dimension, not an afterthought — that is the gap no other platform closes.”

“Velocode is the only platform I have found that actually tests what AI engineering interviews are testing now. Within two weeks of daily practice I could see exactly where my gaps were.”

“While most AI interview prep resources feel fragmented and noisy, Velocode stood out as my comprehensive, one-stop solution.”

“Most platforms just tell you if your answer was right. Velocode scores how you actually think, how you use AI tools, whether you caught the failure modes, your reasoning. It felt way closer to a real interview signal than a simple right/wrong.”

“Velocode fills a gap that no other platform does — it's not just about solving the problem, it's about reasoning through it under pressure, and that's exactly what real AI interviews test. I finally feel like I'm preparing for the right thing.”