Customer stories

Precision medicine teams that trust Mergic.

From multi-site hospital networks to genomics labs and biopharma R&D, teams rely on Mergic to unify imaging, genomics, and clinical data into one governed AI layer — and measure the impact in weeks, not years.

Trusted by

Aggregate impact

Measurable outcomes across precision medicine workflows.

3.2x

Average capacity increase without headcount growth

18x

Median acceleration in genomics secondary analysis

47%

Reduction in escalation and rework delays

<60s

Median triage and prioritization time

100%

Of AI inferences auditable and traceable

28

Organizations deployed across hospital, genomics, and biopharma

Case Study / Hospital Network

Multi-site teleradiology network scales capacity 3x without adding radiologists.

Challenge

12-site hospital network faced rising scan volumes, overnight escalation delays, and inconsistent cross-site interpretation.

The network handled over 800 CT/MRI scans per day across emergency departments, oncology, and neurology. Overnight shifts escalated urgent findings to on-call radiologists with multi-hour turnaround. Cross-site interpretation variance led to tumor board rework and delayed treatment planning.

Solution

Mergic Triage pre-flags critical findings in under 30 seconds and routes to specialist radiologists. Review provides cross-modal context from prior imaging, pathology reports, and genomic data at reading time. Citadel audit trails and policy controls meet governance requirements across all 12 sites.

3x

Capacity increase without new radiologists

42%

Reduction in overnight escalation delays

<30s

Average triage time per scan

12

Sites unified under one AI governance layer

800+

CT/MRI scans triaged per day

0

Critical findings missed since deployment

"Mergic gave us the cross-modal layer we couldn't build alone. Imaging plus genomics in one governed view changed how our tumor board operates. We went from six-hour overnight escalation delays to under 30 seconds."

Chief Medical Officer — Regional Cancer Center Network, 12-site deployment

Case Study / Genomics

Academic genomics lab cuts variant-calling from overnight to same-shift review.

Challenge

WGS secondary analysis took 14-18 hours per sample, delaying clinical reporting and limiting throughput.

The lab processed cancer and rare-disease whole genome samples for a 600-bed academic medical center. CPU-based variant calling meant samples submitted in the morning weren't ready until the next day, creating multi-day report delays and forcing weekend batch runs to meet clinical timelines.

Solution

Mergic Graph runs GPU-accelerated Parabricks workflows on NVIDIA DGX systems, compressing WGS secondary analysis from 18 hours to under 50 minutes. Variant annotation and clinical interpretation workflows operate on the same unified data layer, with audit trails for every inference step.

20x

Faster variant calling with Parabricks GPU acceleration

50min

WGS secondary analysis time, down from 18 hours

4x

Weekly sample throughput increase

100%

Of variant calls auditable end-to-end

0

Weekend batch runs required after deployment

600

Bed academic medical center served

"We went from 18-hour variant calling to under 50 minutes. The clinical team now gets results same-shift. Our throughput quadrupled without adding a single sequencer or analyst."

Director of Genomics — Academic Medical Center, 600-bed facility

Case Study / Biopharma R&D

Biopharma oncology team compresses target triage from weeks to days.

Challenge

Multi-omics target validation required weeks of manual data wrangling across imaging, genomics, and clinical cohorts.

The team evaluated potential oncology targets by linking tumor imaging phenotypes, genomic alterations, patient outcomes, and molecular generation workflows. Data lived in separate silos — PACS for imaging, cloud storage for FASTQ/VCF, EHR extracts for outcomes, and experiment tracking systems for in vitro assays. Manual integration consumed 60% of researcher time.

Solution

Mergic Graph unifies imaging, genomics, clinical, and experimental data into a single cross-modal knowledge graph. BioNeMo-powered molecular generation workflows operate directly on unified patient cohorts. Atlas experiment tracking connects in vitro results back to the original patient data, with full lineage and governance controls.

5x

Faster target validation cycles

80%

Reduction in manual data wrangling

100+

Cohorts linked across modalities

14

Days saved per target validation cycle

60%

Researcher time recovered from manual integration

3

New targets advanced to preclinical in first quarter

What teams say

Trusted by precision medicine leaders.

"The knowledge graph connected our imaging phenotypes to genomic alterations in ways we couldn't achieve manually. Three new targets reached preclinical validation in one quarter."

VP Translational Research — Oncology Biopharma, 200+ researchers

"Citadel's governance layer made our compliance team comfortable with AI in production for the first time. Full audit trails on every inference."

CISO — Multi-site Health Network

"We evaluated three vendors. Mergic was the only platform built natively on NVIDIA infrastructure rather than bolting it on. The performance difference is measurable."

Director of Innovation — University Health System

"Our pathologists now see genomic context alongside slides without switching systems. Integration that used to take us months took Mergic days."

Chief Pathologist — Regional Cancer Center

"Same-shift variant results changed everything. No more overnight batch runs, no more weekend analysis. The clinical team gets what they need when they need it."

Lab Director — Precision Genomics Facility

Measured impact

Outcomes that matter to every stakeholder.

Clinical teams, compliance officers, data scientists, and executives all see measurable impact within the first 90 days of deployment.

Measurable ROI framework

Every Mergic pilot is scoped with a defined success metric: turnaround time reduction, throughput increase, cost-per-case improvement, or accuracy gain. At 90 days, we deliver a comprehensive impact report with before/after comparisons against your baseline. If targets aren't met, we extend the pilot.

Defined metrics before day 1 — outcomes measured at day 90

For clinical teams

Faster triage, same-shift results, and cross-modal context at the point of care — without switching systems or retraining workflows.

For compliance teams

Immutable audit trails, de-identification, HIPAA BAA, and SOC 2 Type II from day one. Full traceability from input to clinical action.

For data scientists

GPU-native pipelines, version-controlled models, and reproducible benchmarks without managing GPU infrastructure.

For executives

Capacity improvements without headcount growth. One platform contract replacing multiple point solution vendors.

90

Days to measurable outcomes

Industry coverage

Proven across precision medicine verticals.

Hospital Networks

Multi-site radiology, pathology, and tumor board workflows with cross-modal AI triage and unified governance. Scales capacity without adding headcount by accelerating interpretation and routing critical findings instantly.

Products: Vision, Lumen, Citadel

Genomics Labs

GPU-accelerated WGS/WES pipelines with Parabricks, unified annotation, and clinical interpretation layers. Same-shift results replace overnight batch runs.

Products: Helix, Graph, Citadel

Biopharma R&D

Cross-modal knowledge graphs connecting imaging phenotypes, genomics, outcomes, and molecular generation. Weeks of manual wrangling become days.

Products: Graph, Forge, Atlas

Research Institutions

Private deployment, audit trails, and policy controls for academic medical centers and translational research programs.

Products: Citadel, Atlas, Graph

Precision Oncology

Tumor boards get unified imaging, genomics, and treatment response data in a single governed view. Molecular tumor boards meet faster with complete context.

Products: Vision, Helix, Graph, Lumen

Technology stack

Built natively on the NVIDIA healthcare stack.

NVIDIA Clara

AI-powered medical imaging workflows with clinical-grade inference pipelines.

MONAI

Medical imaging deep learning framework for training and deploying segmentation models.

Parabricks

GPU-accelerated variant calling and genomic analysis. WGS in minutes, not hours.

BioNeMo

Generative AI for biomolecular design and drug target discovery pipelines.

Holoscan

High-performance streaming for real-time medical device AI at the edge.

NVIDIA NIM

Optimized AI model inference microservices for governed production deployment.

Getting started

How teams evaluate Mergic.

30-day pilot

From discovery call to measurable clinical impact in under 30 days.

Every engagement starts with a workflow you choose. We map the GPU architecture, configure governance policies, deploy on your infrastructure (cloud, VPC, or on-prem), and measure impact against your baseline. No multi-month integration projects. No vendor lock-in. If the pilot doesn't deliver measurable improvement, you walk away with zero obligation.

1. Discovery call

Bring a clinical, genomic, or R&D workflow. We map the GPU architecture, deployment boundary, and first measurable outcome.

2. Pilot deployment

Run a 30-day pilot on a representative dataset. Governance policies, model routing, and audit trails configured for your compliance team.

3. Production scale

Expand across sites, modalities, and workflows. Cloud, VPC, on-prem, or hybrid. Full support and SLAs.

Ready to start

See how Mergic accelerates your precision medicine workflows.

Schedule a demo and bring a clinical, genomic, or R&D use case. We will map the GPU architecture, deployment model, and first measurable outcome.

Certifications & compliance

Trusted by regulated healthcare organizations for a reason.

Mergic carries the certifications your compliance team requires and the architecture your security team demands — before any contract is signed.

Security and compliance posture

Every Mergic deployment ships with a signed BAA, SOC 2 Type II report on request, HIPAA-compliant infrastructure documentation, and a pre-filled security questionnaire to accelerate your vendor review process. Our compliance team responds to customer security reviews within 48 hours.

Security review materials available on request

HIPAA BAA

Business Associate Agreement signed before any PHI enters the platform. Full encryption controls at rest and in transit.

SOC 2 Type II

Annual third-party audit with automated control evidence. Report available to enterprise customers under NDA.

GDPR & HITRUST

Controls aligned with EU data privacy and HITRUST CSF for healthcare security frameworks.

FDA 21 CFR Part 11

Electronic records and signatures controls for GxP-regulated clinical AI workflows.

Trusted by precision medicine teams worldwide