Compliance & Validation — Not documented by Atlas
Ask the vendor: Which compliance certifications (HIPAA, 21 CFR Part 11, SOC 2, GxP) do you hold?
Paradigm4
Scientific data-management company whose REVEAL platform, built on the SciDB engine, powers large-scale multimodal biomedical analytics.
Paradigm4, founded in 2009 (co-founded by database pioneer Michael Stonebraker) and headquartered in Waltham, Massachusetts, provides REVEAL applications running on its SciDB computational database to integrate and analyze large multimodal life-sciences datasets — genomics, imaging, clinical, and real-world data — for pharma and biobank research. No third-party security certifications were surfaced on public pages at profiling time — request security documentation for sensitive data.
- Headquarters
- Waltham, United States
- Founded
- 2009
- Deployment options
- cloud, on-premise, private-cloud
- Website
- https://www.paradigm4.com
- https://www.linkedin.com/company/paradigm4
Categories
Vendor Scorecard
50% — Partial coverage. Coverage score — how completely Atlas documents Paradigm4 across 7 buyer-evaluation areas. Reflects available Atlas data, not solution quality.
Deployment & Hosting — Documented
cloud, on premise, private cloud
Pricing Transparency — Not documented by Atlas
Ask the vendor: What is your pricing model, and what drives total cost of ownership?
Implementation & Onboarding — Not documented by Atlas
Ask the vendor: What is a realistic implementation timeline, and what onboarding support is included?
Organization & Role Fit — Documented
Mid-Size Biotech, Large Pharma, Top 20 Pharma, Data Management, IT / Digital, R&D Leadership
Solution Scope — Documented
Biomarker Discovery, Real-World Evidence
Company Viability — Partially documented
Founded 2009
Always ask the vendor
Not captured in Atlas data — confirm directly. Excluded from the score above.
Data Rights & IP
Who owns model outputs? Is our proprietary data used to train models others can access, and where does our data reside?
Model Credibility & Explainability
Can you share validation studies or benchmarks, explain how the model reaches its conclusions, and describe how bias and drift are monitored?
Questions to Ask This Vendor
- What is the scaling profile of SciDB for our dataset sizes?
- Which REVEAL applications match our analytical use cases?
- What security certifications can be evidenced?
- What does deployment and data onboarding involve?