Blog
Insights on system design, product thinking, and building better hiring processes.
AllAIAI cheatingAI scoringHackerRankLLM as a judgeLLM interactionROIassessmentcheat-proofcoding testsengineeringengineering hiringengineering interviewsevaluationfairnessguidehiringinterview consistencyinterview frameworkinterview questionsinterviewsproduct engineerproduct thinkingproductivityquestion bankrubricsystem designtechnical assessment
system designrubricevaluationhiringinterviews
How to Evaluate System Design Answers: A Rubric-Based Approach
A practical framework for scoring system design interview responses using a 5-dimension rubric. Stop relying on gut feel — start evaluating consistently.
Rohan BhartiMar 10, 202612 min read
AIhiringfairnessevaluationassessment
The Case for AI as Your Hiring Judge: Consistent, Fair, Always-On
Human interviewers are inconsistent, biased by mood, and limited by time. AI judges evaluate every candidate with the same rubric, same depth, every time.
Rohan BhartiMar 16, 202612 min read
LLM as a judgeAI scoringsystem designevaluationinterview consistency
How We Use LLM-as-a-Judge to Score System Design (and Why It's More Consistent Than Your Interview Panel)
LLM as a judge for hiring delivers 80% human agreement at a fraction of the cost. Here's how AssessAI scores system design with chain-of-thought AI evaluation.
Rohan BhartiApr 21, 202615 min read