Deploy purpose-built AI agents that support clinical research, evidence-based medicine instruction, and accreditation-ready documentation — all on your own HIPAA-compliant infrastructure.
Medical school librarians are stretched thin supporting students across preclinical coursework, clinical rotations, and residency preparation — often with limited staff and growing research demands.
Reference queries increasingly require deep clinical knowledge, from systematic review support to point-of-care database navigation, yet librarians cannot be available 24/7 during high-stakes rotation schedules.
Accreditation bodies like LCME require documented evidence of information literacy instruction and library resource utilization, creating significant administrative burden that pulls librarians away from high-value student engagement.
Medical students on overnight rotations need immediate research support when library staff are unavailable, leading to poor evidence use at critical learning moments.
Over 60% of clinical rotation research queries occur outside staffed library hoursLCME and ACGME accreditation requires detailed records of library instruction sessions, resource usage, and information literacy outcomes — largely tracked manually.
Librarians spend up to 30% of their time on compliance documentation tasksMedical school repositories hold sensitive research data, theses, and clinical case studies requiring HIPAA-compliant access controls that legacy systems struggle to enforce consistently.
40% of health sciences institutions report gaps in repository access governanceOne-on-one or small-group evidence-based medicine instruction cannot scale to meet the needs of large cohorts rotating across multiple clinical sites simultaneously.
Average health sciences library serves 3–5x more users per librarian than peer institutionsHigh-cost clinical databases like UpToDate, DynaMed, and PubMed Clinical Queries go underused because students lack guided instruction on advanced search strategies.
Institutions report up to 45% of licensed database capacity goes unused annuallyA purpose-built MentorAI agent trained on your licensed resources and institutional collections answers clinical research questions 24/7, guiding students to authoritative sources during rotations.
Agentic Content delivers adaptive EBM modules — PICO framework, systematic review methodology, and database search strategies — personalized to each student's rotation specialty and skill level.
Agentic OS enforces role-based access controls on your digital repository, ensuring clinical case studies, theses, and research data are accessible only to authorized users on your own infrastructure.
AI agents automatically log library instruction touchpoints, resource utilization, and information literacy assessments, generating LCME-ready reports without manual data collection.
AI analyzes search queries, failed resource requests, and curriculum alignment to surface collection gaps and recommend acquisitions that directly support clinical education needs.
Agentic Credential issues verified digital badges for information literacy competencies — systematic review, database proficiency, citation management — aligned to ACGME milestones.
Audit existing library systems, licensed databases, and repository infrastructure. Configure HIPAA-compliant deployment environment on institutional infrastructure with SSO integration.
Train and deploy the clinical reference AI agent on institutional collections, licensed databases, and clinical curriculum context. Integrate with student portals and rotation scheduling systems.
Deploy adaptive EBM instruction modules and connect Agentic Credential for information literacy badging. Configure automated accreditation logging and reporting workflows.
Review agent performance data, refine reference responses based on librarian feedback, expand repository access controls, and align collection recommendations with upcoming curriculum changes.
Students on overnight rotations have no access to librarian guidance and rely on unverified sources
AI clinical reference agent provides 24/7 guided access to authoritative databases and institutional resources
Librarians manually compile usage logs, instruction records, and outcome data across disconnected systems before each accreditation cycle
AI agents automatically aggregate and format accreditation-ready reports in real time with zero manual data entry
Instruction is limited to scheduled sessions that many students miss due to rotation conflicts
Adaptive AI modules deliver personalized EBM instruction on demand, aligned to each student's current rotation specialty
Access controls on sensitive clinical research materials are inconsistently applied across legacy repository systems
Agentic OS enforces HIPAA-compliant, role-based access controls on institutional infrastructure with full audit logging
Collection decisions are based on annual surveys and librarian intuition with limited data on actual curriculum gaps
AI continuously analyzes search behavior and curriculum alignment to surface evidence-based acquisition recommendations
Powers the 24/7 clinical reference agent, providing personalized research guidance and evidence-based medicine support to medical students during rotations and beyond staffed library hours.
Provides the HIPAA-compliant infrastructure for deploying and managing all library AI agents on institutional systems, enforcing repository access controls and ensuring zero vendor lock-in.
Issues verified digital credentials for information literacy competencies aligned to ACGME milestones, enabling the library to demonstrate measurable student outcomes for accreditation purposes.
See how ibl.ai deploys AI agents you own and control—on your infrastructure, integrated with your systems.