Judge AK Lahoti criticised the initial probe, saying no fingerprints, mobile dump data, or proper crime scene sketches were collected. Samples were contaminated, compromising forensic analysis. The lack of due procedure, poor evidence collection, and procedural lapses led the court to declare the evidence insufficient to convict any of the accused.