Background and Purpose— Seizures are a common complication of intracerebral hemorrhage (ICH). We developed a novel tool to quantify this risk in individual patients. Methods— Retrospective analysis of the observational Helsinki ICH Study (n=993; median follow-up, 2.7 years) and the Lille Prognosis of InTra-Cerebral Hemorrhage (n=325; 2.2 years) cohorts of consecutive ICH patients admitted between 2004 and 2010. Helsinki ICH Study patients’ province-wide electronic records were evaluated for early seizures occurring within 7 days of ICH and among 7-day survivors (n=764) for late seizures (LSs) occurring >7 days from ICH. A Cox regression model estimating risk of LSs was used to derive a prognostic score, validated in the Prognosis of InTra-Cerebral Hemorrhage cohort. Results— Of the Helsinki ICH Study patients, 109 (11.0%) had early seizures within 7 days of ICH. Among the 7-day survivors, 70 (9.2%) patients developed LSs. The cumulative risk of LSs was 7.1%, 10.0%, 10.2%, 11.0%, and 11.8% at 1 to 5 years after ICH, respectively. We created the CAVE score (0–4 points) to estimate the risk of LSs, with 1 point for each of cortical involvement, age <65 years, volume >10 mL, and early seizures within 7 days of ICH. The risk of LSs was 0.6%, 3.6%, 9.8%, 34.8%, and 46.2% for CAVE scores 0 to 4, respectively. The c-statistic was 0.81 (0.76–0.86) and 0.69 (0.59–0.78) in the validation cohort. Conclusions— One in 10 patients will develop seizures after ICH. The risk of this adverse outcome can be estimated by a simple score based on baseline variables.