Data Quality: The Hidden Power Behind Accurate Patent Research
T he ability to search global patent data has evolved dramatically - from early USPTO archives to platforms like Espacenet and AI-powered paten t tools. Yet one constant remains : without clean data, even the smartest algorithms fail . Incomplete, outdated, or misclassified data can mislead Freedom to Operate (FTO) analysis, distort competitor tracking, and create legal risk. High-quality patent data must be complete , valid , consistent , and accurate to drive sound IP decisions. Common issues include: Assignee Variants: “IBM,” “I.B.M.,” and “International Business Machines” treated as separate entities. Broken Priority Chains: Distorted expiry or legal timelines. Outdated Legal Status: Paying fees on expired patents. CPC Misclassifications: Misleading technology insights. Translation Errors: Missed patents due to poor multilingual cove...