Governed AI Infrastructure for
Manufacturing and Industrial Enterprises
Bifrost keeps proprietary designs and process data inside your network with air-gapped deployment, gives platform teams centralized control across plants and business units, and routes intelligently across providers and on-prem models.
[ CHALLENGES ]
Where AI adoption stalls across industrial operations
Manufacturers see clear value in AI for engineering, quality, and operations, but IP exposure, disconnected plants, and isolated environments hold deployments back.
Proprietary IP exposure
Engineers paste designs, specifications, and process data into public AI tools, sending trade secrets to third-party servers with no audit trail or oversight.
Fragmented AI across plants and business units
Separate teams and sites run their own provider keys and tools, creating inconsistent controls, duplicated cost, and no central visibility for corporate IT.
Isolated and air-gapped environments
Factory, OT, and export-controlled environments can't reach public cloud AI, leaving high-value use cases on the shop floor unsupported.
[ GOVERNANCE ]
Protect IP without slowing down engineering teams
Deploy Bifrost inside your environment and enforce consistent policy across every model call, on every site.
Air-gapped deployment
Keep proprietary designs, process data, and IP inside your network with on-prem or in-VPC deployment, including export-controlled and OT environments.
Tamper-evident audit logs
Capture every AI interaction in tamper-evident logs, ready for internal audit, quality systems, and security review.
Role-based access and SSO
Integrate with Okta or Azure AD and assign access by role, plant, or business unit across every Bifrost resource.
Plant and business-unit cost controls
Assign budgets per site or division, track spend by use case, and route routine queries to lower-cost models.
[ PLATFORM CAPABILITIES ]
Give platform teams control across every site and model call
Centralized governance, routing, and observability for industrial enterprises deploying AI across engineering, quality, and operations.
Multi-provider and on-prem routing
Route requests across 1000+ models, including OpenAI, Anthropic, and self-hosted open-source models, through one unified API.
Semantic caching
Reduce repeated query costs across specifications, manuals, and standards with response and document caching.
MCP Gateway
Connect AI agents to PLM, ERP, MES, and internal knowledge through governed, audited access to every tool call.
IP redaction and guardrails
Auto-detect and redact part numbers, formulations, and proprietary identifiers before they reach any model or user.
SIEM-integrated audit logs
Export structured logs via OpenTelemetry to Splunk, Datadog, or your SIEM with configurable long-term retention.
Intelligent routing and failover
Maintain throughput across global operations during provider outages with automatic failover and cost-aware routing.
[ BIFROST INTERFACE ]
Functional views built for industrial platform teams
Designed for the visibility that platform engineers, IT, and operations leaders actually need.
Operations dashboard
Real-time monitoring of request volume, model usage, latency, and system health across every plant and business unit.
Audit logs
Track authentication, access, configuration changes, and data activity in one place.
Budget and cost tracking
Per-site and per-division spend monitoring with threshold alerts and chargeback-ready attribution.
[ USE CASES ]
AI-powered industrial workflows with Bifrost
Engineering knowledge search
Search across specifications, manuals, standards, and prior designs with governed access and caching.
Quality and defect analysis
Analyze inspection reports, defect logs, and field failures to surface root causes and accelerate corrective action.
Supply chain document processing
Extract data from purchase orders, certificates, and supplier documents with multimodal support and MCP integration.
Maintenance and reliability support
Add LLM reasoning over equipment logs and maintenance histories to support predictive maintenance and technician guidance.
Shop-floor and field technician assistant
Deploy governed AI assistants for troubleshooting, procedures, and documentation, even in air-gapped environments.
Procurement and contract analysis
Summarize supplier contracts, identify obligations, and draft reviews with a complete audit trail.
[ DEPLOYMENT ]
Secure deployment
Run Bifrost wherever your operations and compliance requirements demand: on-prem, in-VPC, hybrid, or fully air-gapped.
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.