Evidence arising from primary care electronic health records can help to assess the risk of symptomatic-but-as-yet-undiagnosed cancer. Existing evidence and methodological innovations in this field of study hold further promise for improving the diagnostic process and achieving earlier diagnosis in cancer patients.