[ CHALLENGES ]
Barriers to AI deployment in biotech and pharma
The barriers slowing AI adoption across research, clinical, and manufacturing.
Permanent IP leakage risk
Researchers uploading proprietary compound structures to cloud AI create irreversible trade secret exposure.
GxP audit requirements
AI used in regulated records must meet 21 CFR Part 11 ALCOA+ data integrity requirements -- standard gateways don’t.
Ungoverned AI sprawl
Research, clinical, and manufacturing teams use separate AI tools with no unified policy or audit layer.
[ GOVERNANCE ]
Controls for IP protection and GxP compliance
Bifrost enforces access controls, policies, and audit requirements across every AI workflow in the organization.
On-prem and VPC deployment
Deploy within your own infrastructure and route IP-sensitive research workloads to on-premises models within your perimeter.
ALCOA+-compliant audit logs
Capture attributable, tamper-evident records of every model interaction for FDA inspections.
Guardrails and data redaction
Strip PHI, block proprietary molecular notation, and enforce output content policies before data reaches any LLM.
Role-based access by function
Segment model access so R&D, regulatory affairs, and engineering teams operate in isolated permission tiers.
[ PLATFORM CAPABILITIES ]
Built for platform teams in pharma and biotech
Routing, guardrails, lab integrations, and observability designed around pharma's data sensitivity and scale requirements.
Drop-in SDK compatibility
Route existing AI integrations through Bifrost to access 1000+ models without rewriting application code.
High-availability clustering
Keep regulated AI workloads running continuously with peer-to-peer clustering and no single point of failure.
Lab system integrations
MCP Gateway connects AI workflows to ELN, LIMS, and QMS platforms without building custom middleware.
Intelligent model routing
Route molecular and clinical queries to on-premises models while directing general workloads to cloud providers.
Cost attribution and budgeting
Tag every request by project, therapeutic area, department, or user for chargeback reporting and budget enforcement.
Semantic caching
Reduce API costs on repeated queries and protocol questions with shared caching across research teams.
[ OPERATIONAL CAPABILITIES ]
Operational views for finance and research teams
Dashboard panels that support evidence export, routing visibility, and cost control for platform operators.
Audit trail viewer
Filter and export tamper-evident request logs for FDA Part 11 inspections and internal compliance review.
Routing and usage dashboard
Monitor live routing decisions, provider selection, latency, and model usage across research and clinical workloads.
Virtual keys and budgets
Assign scoped keys to teams and workflows with hard spending limits and real-time usage reporting.
[ USE CASES ]
Scale AI workflows in pharma and biotech using Bifrost
Engineering AI governance
Give platform and data science teams governed access to coding assistants and advanced models, with usage budgets, audit trails, and model access controls.
Scientific literature review
Use AI to search, summarize, and analyze scientific literature and patent filings while protecting proprietary research data.
Regulatory document writing
Assist regulatory writers with CTD modules with AI routed through audit-logged infrastructure ready for FDA review.
Pharmacovigilance monitoring
Analyze adverse event reports and detect safety signals with governed AI, with traceable logs and human review checkpoints.
Clinical trial operations
Summarize monitoring reports, site communications, and study documentation using governed AI with traceable logs.
Enterprise AI copilot
Deploy a governed AI assistant for all employees, with routing controls replacing shadow AI use.
[ DEPLOYMENT ]
Secure deployment
Run Bifrost wherever your compliance requirements demand - on-prem, in-VPC, or hybrid.
Single Binary
Bifrost is deployed as a single binary that you can run via NPX or Docker, no additional dependencies needed.
npx · Docker · Binary
Cluster Mode
Built-in high availability with gossip-protocol, automatic service discovery, and zero-downtime rolling deployments.
Multi-Node · P2P gossip
Air-Gapped (in-VPC, on-prem)
Deploy on-prem or in your VPC with full network isolation. Data never crosses your security boundary. SOC 2 Type II, HIPAA, and ISO 27001 compliant.
AWS · GCP · Azure · On-Prem
Helm Chart (K8s)
Bifrost is available as a Helm chart for easy deployment to your Kubernetes cluster.
K8s · Helm · Auto-scaling
[ BIFROST FEATURES ]
Open Source & Enterprise
Everything you need to run AI in production, from free open source to enterprise-grade features.
01 Governance
SAML support for SSO and Role-based access control and policy enforcement for team collaboration.
02 Adaptive Load Balancing
Automatically optimizes traffic distribution across provider keys and models based on real-time performance metrics.
03 Cluster Mode
High availability deployment with automatic failover and load balancing. Peer-to-peer clustering where every instance is equal.
04 Alerts
Real-time notifications for budget limits, failures, and performance issues on Email, Slack, PagerDuty, Teams, Webhook and more.
05 Log Exports
Export and analyze request logs, traces, and telemetry data from Bifrost with enterprise-grade data export capabilities for compliance, monitoring, and analytics.
06 Audit Logs
Comprehensive logging and audit trails for compliance and debugging.
07 Vault Support
Secure API key management with HashiCorp Vault, AWS Secrets Manager, Google Secret Manager, and Azure Key Vault integration.
08 VPC Deployment
Deploy Bifrost within your private cloud infrastructure with VPC isolation, custom networking, and enhanced security controls.
09 Guardrails
Automatically detect and block unsafe model outputs with real-time policy enforcement and content moderation across all agents.
[ SHIP RELIABLE AI ]
Try Bifrost Enterprise with a 14-day Free Trial
Drop-in replacement for any AI SDK
Change just one line of code. Works with OpenAI, Anthropic, Vercel AI SDK, LangChain, and more.