[ CHALLENGES ]
Why retail AI stalls before it reaches production
Customer-facing AI and fragmented providers require strong governance; integration complexity, peak costs, and ungoverned usage hinder scaling.
Seasonal traffic exposure
Black Friday and flash sales drive 10-50x traffic spikes. Standard gateways have no way to distribute load across providers automatically.
Ungoverned AI use
Employees use personal AI tools on payment records, customer PII, and supplier data without governance, creating PCI-DSS and CCPA liability.
Integration complexity
Connecting LLMs to commerce platforms, inventory systems, and data warehouses via custom code delays deployment and complicates auditing.
[ GOVERNANCE ]
Compliance controls for Retail and E-Commerce
Deploy Bifrost inside your existing environment and apply consistent access rules and spend limits across every team and use case.
PCI-DSS payment guardrails
Block PII such as card numbers and CVVs before they reach any LLM, keeping customer-facing AI outside PCI audit scope.
Granular access and budget controls
Create virtual keys with scoped model access, usage limits, and per-team, user, or application budget controls.
Audit-ready logging
Capture every model interaction with user ID, timestamp, and token detail to satisfy PCI Requirement 10 and CCPA obligations.
MCP tool governance
Enable governed and auditable access to MCP tools across connected systems including product catalogs, order management, and inventory.
[ PLATFORM CAPABILITIES ]
Infrastructure built for omnichannel retail operations
Routing, caching, and integration capabilities designed for the volume and latency demands of customer-facing workflows.
Adaptive load balancing
Automatically distributes traffic across providers, routing away from rate-limited or degraded endpoints when traffic spikes or providers fail.
Semantic caching
Serves near-identical user queries from cache to reduce live LLM calls and provider costs.
Horizontal cluster scaling
Peer-to-peer cluster architecture adds capacity in minutes, allowing traffic to scale from baseline to peak without config changes or downtime.
Ultra-low latency overhead
Maintains ~100 µs overhead at 5,000 RPS even with governance, routing, caching, and plugins enabled.
Multi-provider support and fallbacks
Route requests across multiple models and providers with automatic failover through a single-line integration.
In-VPC and air-gapped deployment
Deploy inside your cloud VPC so customer PII and cardholder data never leave your network perimeter.
[ BIFROST INTERFACE ]
Operational visibility designed for retail environments
Focused views for monitoring AI traffic, reviewing audit trails, and managing spend by team and workload.
Built-in observability
Live monitoring of request volume, provider distribution, and routing decisions to track system behavior.
Compliance audit logs
Searchable request history with metadata supporting PCI Requirement 10, CCPA data lineage, and DSARs.
Budget and access controls
Per-team virtual keys, spend limits, and usage summaries for finance and platform team visibility.
[ USE CASES ]
Retail workflows that run on Bifrost
AI shopping assistant
Route conversational commerce queries through a governed, high-availability layer that stays live when upstream providers degrade.
Real-time personalization
Serve homepage and product recommendations at scale, with semantic caching cutting repeat query costs across high-traffic pages.
Customer and merchant support
Automate order status, returns, and seller support queries with governed MCP tool access to commerce systems.
Enterprise AI adoption
Give engineering, merchandising, and ops teams governed access to leading models with centralized budgeting and audit trails.
Product content generation
Generate titles, descriptions, and SEO metadata across thousands of SKUs using cost-optimized batch model routing.
Demand forecasting
Connect LLMs to ERP and inventory systems via MCP so buyers can query forecasts and get reasoning behind every recommendation.
[ 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.