[ CHALLENGES ]
Why AI deployment stalls at telecom operators
Telecom operators are investing heavily in AI, but CPNI regulations, strict latency requirements, and fragmented systems delay production deployments.
No platform-wide visibility
Teams build using different LLM providers independently, with no shared view of costs, usage, or model behavior.
Integration built from scratch
Connecting GenAI to live network and customer systems requires custom work for every OSS, BSS, and ITSM tool used.
Regulated data and CPNI constraints
FCC §222 bars call records and location data from routing through any third-party API, ruling out cloud SaaS gateways for regulated workloads.
[ GOVERNANCE ]
Enterprise AI controls built for regulated operators
Bifrost gives compliance, security, and platform engineering teams the controls they need to deploy AI without creating CPNI or TCPA exposure.
Air-gapped network deployment
CPNI data stays inside your perimeter by architecture, removing FCC violation risk.
Immutable audit logs
Capture full interaction trails for CPNI annual certification, TCPA litigation defense, and EU AI Act conformity.
SSO and role-based access
Role templates for NOC analysts, network engineers, and internal teams enforce CPNI minimum-necessary access via IdP.
Guardrails and PII redaction
Enforce content safety rules and auto-redact PII and CPNI fields before requests reach any model, across every workflow.
[ PLATFORM CAPABILITIES ]
Production controls for every telecom AI workload
Governance, routing, and integration capabilities chosen for regulated, high-throughput, multi-vendor operator environments.
Air-gapped deployment
Deploy inside your VPC so sensitive data and CPNI-regulated data never leave your network perimeter.
Near-zero gateway overhead
~11µs gateway overhead keeps fraud detection, NOC queries, and internal AI workloads within real-time SLAs.
Multi-vendor MCP gateway
Connect LLMs to your ticketing, network management, and knowledge systems via a single interface with federated auth.
Semantic caching at scale
Cache semantically identical customer service queries, reducing LLM API costs on high-volume workloads.
Adaptive model routing
Automatically route traffic across providers for the lowest latency and error rates, balancing based on failures & TPM limits.
Department cost governance
Virtual keys enforce model access policies and granular spend limits with real-time cost visibility.
[ BIFROST INTERFACE ]
Operator views for production AI environments
Dashboard panels built for teams managing real-time routing, compliance readiness, and multi-department AI spend.
Live operations dashboard
Live view of request volume, provider routing, latency by tier, and system health across every active AI workload.
Audit log viewer
Track logins, permission changes, virtual key modifications, and guardrail violations across every user and team.
Virtual keys and budgets
Per-team API key management with configurable spend caps, usage breakdowns by role, and alerting before limits are reached.
[ USE CASES ]
Productionize telecom AI workflows using Bifrost
Coding agent governance
Centralize Claude Code and Codex usage across engineering teams to track spend and activity and enforce model access policies.
NOC AI and AIOps
Query Ericsson ENM, Nokia NetAct, and ServiceNow simultaneously in natural language, while maintaining OTel logs.
AI customer service
Route customer interactions through governed LLMs with semantic caching to cut costs on similar requests.
Employee knowledge search
Connect Confluence, Jira, and Slack through a secure and governed interface, eliminating shadow AI risk.
AI-assisted outbound campaigns
Generate personalized retention and upsell messages for voice and text channels, with TCPA consent guardrails enforced at the gateway.
Field tech assistant
Equip field technicians with an LLM that answers questions using site history, equipment configs, and vendor runbooks.
[ 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.