Purpose: Matching patients to investigational therapies requires new tools to support physician decision making. We designed and implemented Precision Insight Support Engine (PRECISE), an automated, just-in-time, clinical-grade informatics platform to identify and dynamically track patients on the basis of molecular and clinical criteria. Real-world use of this tool was analyzed to determine whether PRECISE facilitated enrollment to early-phase, genome-driven trials., Materials and Methods: We analyzed patients who were enrolled in genome-driven, early-phase trials using PRECISE at Memorial Sloan Kettering Cancer Center between April 2014 and January 2018. Primary end point was the proportion of enrolled patients who were successfully identified using PRECISE before enrollment. Secondary end points included time from sequencing and PRECISE identification to enrollment. Reasons for a failure to identify genomically matched patients were also explored., Results: Data were analyzed from 41 therapeutic trials led by 19 principal investigators. In total, 755 patients were accrued to these studies during the period that PRECISE was used. PRECISE successfully identified 327 patients (43%) before enrollment. Patients were diagnosed with 29 tumor types and harbored alterations in 43 oncogenes, most commonly ERBB2 (21.3%), PIK3CA (14.1%), and BRAF (8.7%). Median time from sequencing to enrollment was 163 days (interquartile range, 66 to 357 days), and from PRECISE identification to enrollment 87 days (interquartile range, 37 to 180 days). Common reasons for failing to identify patients before enrollment included accrual on the basis of molecular alterations that did not match pre-established PRECISE genomic eligibility (140 [33%] of 428) and external sequencing not available for parsing (127 [30%] of 428)., Conclusion: PRECISE identified 43% of all patients accrued to a diverse cohort of early-phase, genome-matched studies. Purpose-built informatics platforms represent a novel and potentially effective method for matching patients to molecularly selected studies., Competing Interests: The following represents disclosure information provided by authors of this manuscript. All relationships are considered compensated. Relationships are self-held unless noted. I = Immediate Family Member, Inst = My Institution. Relationships may not relate to the subject matter of this manuscript. For more information about ASCO's conflict of interest policy, please refer to www.asco.org/rwc or po.ascopubs.org/site/ifc. Ezra Y. RosenResearch Funding: BayerJaclyn F. HechtmanHonoraria: Medscape Consulting or Advisory Role: Navigant Consulting, Axiom Biotechnologies Research Funding: BayerJames J. HardingConsulting or Advisory Role: Bristol-Myers Squibb, CytomX Therapeutics, Eli Lilly, Eisai Research Funding: Bristol-Myers Squibb (Inst), Pfizer (Inst), Eli Lilly (Inst), Novartis (Inst), Incyte (Inst), Calithera Biosciences (Inst), Polaris (Inst)Lillian M. SmythHonoraria: AstraZeneca, Pfizer Consulting or Advisory Role: AstraZeneca, Genentech Research Funding: AstraZeneca (Inst), Genentech (Inst), Puma Biotechnology (Inst) Travel, Accommodations, Expenses: Pfizer, Genentech, Puma BiotechnologyKomal L. JhaveriConsulting or Advisory Role: Novartis, Pfizer, Spectrum Pharmaceuticals, AstraZeneca, Taiho Pharmaceutical, Jounce Therapeutics, ADC Therapeutics, Synthon, Intellisphere, Bristol-Myers Squibb Research Funding: Novartis (Inst), Genentech (Inst), Debio Pharmaceuticals (Inst), ADC Therapeutics (Inst), Pfizer (Inst), Novita Pharmaceuticals (Inst), Clovis Oncology (Inst), Eli Lilly (Inst), Zymeworks (Inst) Travel, Accommodations, Expenses: Taiho Pharmaceutical, Jounce Therapeutics, Pfizer, AstraZeneca Other Relationship: Novartis, Pfizer, Taiho Pharmaceutical, Jounce TherapeuticsAlexander DrilonHonoraria: Medscape, OncLive, PeerVoice, Physicians Education Resources, Targeted Oncology, MORE Health, Research to Practice, Foundation Medicine, Peerview Consulting or Advisory Role: Ignyta, Loxo, TP Therapeutics, AstraZeneca, Pfizer, Blueprint Medicines, Genentech, Helsinn Therapeutics, BeiGene, Hengrui Therapeutics, Exelixis, Bayer, Tyra Biosciences, Verastem, Takeda, ARIAD Pharmaceuticals, Millennium Pharmaceuticals, BerGenBio, MORE Health, Eli Lilly Research Funding: Foundation Medicine Patents, Royalties, Other Intellectual Property: Wolters Kluwer (royalties for Pocket Oncology) Other Relationship: Merck, GlaxoSmithKline, Teva Pharmaceuticals, Taiho Pharmaceutical, Pfizer, PharmaMar, Puma BiotechnologyMarc LadanyiHonoraria: Merck (I) Consulting or Advisory Role: National Comprehensive Cancer Network/AstraZeneca Tagrisso RFP Advisory Committee, Takeda, Bristol-Myers Squibb, Bayer, Merck (I) Research Funding: Loxo (Inst), Helsinn TherapeuticsDavid B. SolitStock and Other Ownership Interests: Loxo Consulting or Advisory Role: Pfizer, Loxo, Illumina, Intezyne Technologies, Vivideon Therapeutics Travel, Accommodations, Expenses: MerckMichael F. BergerConsulting or Advisory Role: Roche Research Funding: IlluminaDavid M. HymanConsulting or Advisory Role: Chugai Pharma, CytomX Therapeutics, Boehringer Ingelheim, AstraZeneca, Pfizer, Bayer, Genentech Research Funding: AstraZeneca, Puma Biotechnology, Loxo, Bayer Travel, Accommodations, Expenses: Genentech, Chugai Pharma No other potential conflicts of interest were reported., (© 2019 by American Society of Clinical Oncology.)