Configurable tools for
your science
Every tool is shaped around your data structures, regulatory context, and scientific priorities so the insights you need are organized and actionable from the start.
The Cloud-Agnostic Data Platform
A research data platform with two domain-specific suites — Discovery for R&D and Clinical for trial operations. Data access, analytical workflows, AI-powered insights, and cloud compute in one place.
PerchOps
Cloud Oversight and Optimization
Visibility into cost, security posture, and compliance alignment across AWS, Azure, and GCP. Operates independently or alongside VelSight to keep infrastructure efficient and sustainable.
One Platform. Two Domain Suites.
Zero migration. One platform. VelSight is a research data platform built on a shared, cloud-agnostic data layer with configurable analytical workflows, AI-powered insights, and integrated cloud compute.
R&D and clinical teams typically stitch together software from multiple vendors. Each has its own login, its own data silo, its own cost. Data moves between them via exports, downloads, and copy-paste.
Cloud Console
Complex, requires cloud expertise
Notebook / IDE
Separate login, no persistence
Visualization Tool
Manual export/import
Manual Interpretation
Time-consuming, not reproducible
Clinical System
Separate platform and vendor
Project Management
Context lost at every handoff
VelSight replaces that stack with one platform.
Zero Migration
Deploy in place, no rip-and-replace
One Login
Single authentication across R&D and clinical
One Data Layer
Cloud-agnostic, no forced migration
Two Domain Suites
Discovery for R&D, Clinical for trials
VelSight Discovery
From raw data to biological insight in one place.
Designed for research and translational teams working across multiomic and experimental datasets. Discovery centralizes data access, configurable workflows, AI-grounded interpretation, and interactive visualization into one structured environment.
Discovery connects directly to R&D data buckets through the shared Data Hub and operates within the same authentication and governance layer as Clinical.
Configurable Analytical Workflows
From bulk RNA sequencing to proteomics and metabolomics. VelSight uses an adapter pattern — new analysis types are added without rewriting the platform. No code required to go from uploaded data to interpreted results.
Interactive Visualizations
Volcano plots, PCA, heatmaps, gene correlation views, and more. Explore your data interactively — filter, zoom, and export publication-ready figures.
AI-Powered Interpretation
AI insights grounded in real scientific databases — Gene Ontology, KEGG, Reactome, STRING, UniProt, GWAS Catalog, and Human Protein Atlas. Evidence first, then interpretation in context.
Cloud Workspaces
RStudio, Marimo notebooks, virtual machines, and compute containers — all connected to your data through the Data Hub. No manual downloads, no fragmented workflows.
Structured Data Management
BioProjects, Datasets, AnalysisResults, and AI Insights are tracked in a structured hierarchy. Every result traces back to its source data and workflow configuration.
Enrollment & Site Performance
Track enrollment velocity across all sites in real time. Compare site performance, identify lagging enrollment, and surface trends without waiting for a report.
Adverse Event Monitoring
Monitor adverse events by category and severity with configurable dashboards. Surface safety signals early and track them across arms and timepoints.
Demographics & Participant Status
Visualize participant demographics, track status across the trial lifecycle, and monitor lab results — all from a centralized view.
Biomarker Trend Analysis
Analyze biomarker trends across arms and timepoints. Bridge the gap between clinical outcomes and translational data without switching platforms.
Clinical AI Interpretation
AI insights grounded in regulatory and trial databases — ClinicalTrials.gov, FAERS, MedDRA, and ICH guidance. Domain-specific interpretation, not a generic language model.
Trial-Grade Access Controls
One dedicated bucket per trial with per-user access grants. Clinical roles include stricter controls aligned with trial governance and compliance requirements.
VelSight Clinical
Your clinical team doesn't need a separate platform.
Same data layer. Same access controls. Purpose-built analytics. VelSight Clinical centralizes trial data access and analytical workflows without replacing your EDC or CTMS systems.
Clinical filters Data Hub connections to clinical-designated data buckets, ensuring domain separation while operating on the same platform engine as Discovery.
The VelSight Platform Engine
Both Discovery and Clinical are powered by the same engine. The difference is the domain — different data types, different analytical workflows, different knowledge sources, different compliance requirements.
Data Hub
Cloud-Agnostic Data Access
Connect once. Access from everywhere. Your data stays where it is — AWS S3, Azure Blob Storage, Google Cloud Storage, Wasabi, and more. File browsing, metadata management, and role-based access controls are built in.
- Multi-cloud with no stored credentials
- IAM role-based authentication
- Clinical bucket designation for trial data isolation
- Metadata, format detection, and search
Configurable Analytics Engine
Adapter-Based Workflows
VelSight uses an adapter pattern to support organization-specific analytical workflows. New analysis types are added by implementing adapters, not rewriting the platform. R&D and clinical analytics evolve without fragmenting infrastructure.
- Custom workflows per organization
- Pre-built adapters for common analysis types
- Same engine powers both Discovery and Clinical
- Guided step-by-step execution with reproducible results
AI Insights
Grounded in Science, Not Guesswork
Retrieval Augmented Generation across scientific and clinical databases. Auto Insights generate categorized findings, warnings, and suggestions with confidence levels and cited evidence. AI Chat answers questions in real time using your analysis context.
- Pathway, interaction, and functional annotation from real scientific databases
- Genomic association and protein expression evidence across human tissues
- Clinical trial, adverse event, and regulatory guidance for clinical interpretation
- Domain-specific AI personas per workflow
Workspaces
On-Demand Cloud Compute
Full development environments connected to your data. Mount cloud storage directly from the Data Hub — your data appears without manual downloads. Start in seconds, persistent storage, optional GPU.
- RStudio Server with 30+ bioinformatics packages
- Marimo notebooks with GPU support
- Ubuntu 24.04 VMs with root access and SSH
- Compute containers — minimal overhead, GPU-capable
PerchOps
Cloud Oversight and Optimization
PerchOps operates across AWS, Azure, and GCP environments to provide visibility into cost, security posture, and compliance alignment.
Complementary to VelSight but operates independently. When paired together, PerchOps ensures that the infrastructure supporting both R&D and clinical analytics remains efficient, secure, and sustainable as programs scale.
Cloud Cost Transparency
Visibility into spend across AWS, Azure, and GCP environments
Security Posture Monitoring
Continuous assessment of configuration risks and vulnerabilities
Compliance Gap Identification
Detect misalignment with regulatory and organizational standards
Guided Remediation Pathways
Actionable steps to resolve cost, security, and compliance issues
Designed to Work Together
Our services examine your study design, data types, analytical objectives, and decision points — then build an ecosystem that reflects how your research and clinical work actually function.
Our tools give your teams structured access to what we build.
Services can be delivered independently. When paired with VelSight and PerchOps, they create a cohesive data environment where analysis, governance, and usability reinforce one another over time.
Let's talk about your program
Every engagement starts with understanding your science, your data, and your objectives. We'll help you figure out which tools and services fit.