The DeepCog Platform
A unified, enterprise-ready platform for deploying, fine-tuning, monitoring, and scaling specialized medical LLMs — from research prototype to clinical production in days, not months.
Everything you need to ship medical AI
Model Hub
Access, version, and deploy any DeepCog medical LLM via a single unified API. Switch models, run A/B comparisons, and roll back in one click.
Fine-Tuning Studio
Adapt any base model to your proprietary clinical data using DPO, LoRA, and QLoRA pipelines — with HIPAA-compliant data handling throughout.
Observability & Monitoring
Real-time dashboards for model accuracy, latency, token cost, hallucination rate, and clinical safety flags — built for regulated environments.
Integration Layer
Pre-built connectors for Epic, Cerner, Salesforce Health Cloud, HL7/FHIR, DICOM, and 40+ clinical data sources. No custom ETL required.
Enterprise Security
SOC 2 Type II, HIPAA BAA, ISO 27001, and FedRAMP-ready deployment. Private VPC, customer-managed encryption keys, and full audit trails.
AI & Analytics
Automated clinical insight generation, cohort analytics, and longitudinal patient trend detection powered by our medical foundation models.
Built on a clinical-grade stack
The DeepCog Platform is architected in four distinct layers — from raw clinical data ingestion to model inference and downstream application delivery — each independently scalable and auditable.
- ✓ FHIR R4 and HL7 v2 native ingestion
- ✓ Multi-tenant with strict data isolation
- ✓ Kubernetes-native, auto-scaling inference
- ✓ On-premise, private cloud, or hybrid deployment
Deploy in four steps
Connect Your Data
Link your EHR, lab system, or data warehouse via our pre-built FHIR/HL7 connectors or REST API.
Select Your Model
Choose from our library of specialized medical LLMs or bring your own model for fine-tuning.
Customize & Fine-Tune
Adapt the model to your clinical workflows, terminology, and organizational guidelines.
Deploy & Monitor
Go live with one-click deployment and real-time performance monitoring built in from day one.
Powering every clinical workflow
Hospital Systems
Automate clinical documentation, discharge summaries, and prior-authorization letters using EHR-integrated AI that understands your institutional context.
Research Institutions
Accelerate literature synthesis, hypothesis generation, and cohort identification across millions of PubMed papers and clinical trial datasets.
Pharma & Biotech
Speed up drug discovery pipelines with ADMET prediction, compound-target interaction modeling, and regulatory document drafting.
Genomics Labs
Interpret VCF files, classify variants of uncertain significance, and generate ClinVar-ready reports with our GenomicLLM suite.
Platform at a glance
| Capability | Specification |
|---|---|
| API Latency (p99) | < 800 ms for 70B parameter models under standard load |
| Uptime SLA | 99.9% guaranteed; 99.99% on dedicated clusters |
| Deployment Options | SaaS, private cloud (AWS / Azure / GCP), on-premise bare metal |
| Data Standards | FHIR R4, HL7 v2.x, DICOM, VCF, SNOMED CT, ICD-10/11, RxNorm |
| Compliance | HIPAA BAA, SOC 2 Type II, ISO 27001, GDPR, 21 CFR Part 11 |
| Fine-Tuning Methods | DPO, LoRA, QLoRA, SFT — with your data, in your VPC |
| Max Context Window | 128 K tokens (OpenBioLLM-70B-Long) |
| Languages Supported | English, Spanish, French, German, Mandarin (clinical corpora) |
| Throughput | Up to 10,000 concurrent inference requests per cluster |
Ready to build on DeepCog Platform?
Schedule a technical deep-dive with our solutions engineering team and get your first model deployed in under 48 hours.