Kamya Shah

Kamya Shah

What Is AI Observability? A Platform Buyer's Guide

What Is AI Observability? A Platform Buyer's Guide

AI observability captures agent traces, scores output quality, and turns production logs into test data. A buyer's guide to choosing the right platform. AI observability is the practice of instrumenting an AI application so that every model call, retrieval step, and tool invocation is recorded, scored for quality,

Gateway-Level PII Redaction Before Provider Transmission

Gateway-Level PII Redaction Before Provider Transmission

Gateway-level PII redaction rewrites sensitive data in LLM requests before it reaches a provider. Bifrost enforces this as one policy across all providers. Sensitive Information Disclosure ranks second in the 2025 OWASP Top 10 for LLM Applications, covering the exposure of personally identifiable information (PII), credentials, and health records

Enterprise AI Governance with Virtual Keys

Enterprise AI Governance with Virtual Keys

Enterprise AI governance controls model access, tools, budgets, and rate limits. Bifrost makes virtual keys the single control point for LLM and MCP traffic. Enterprise AI governance is the practice of controlling which teams and applications can reach which models, tools, and budgets, and recording that access for audit. As

How to Govern AI Coding Agents at Scale

How to Govern AI Coding Agents at Scale

How to govern AI coding agents at scale with Bifrost, the AI gateway control plane, and Bifrost Edge for policy enforcement on every developer machine. Gartner predicts that 90% of enterprise software engineers will use AI code assistants by 2028, up from under 14% in early 2024. That growth makes

How to Track LLM Usage and Spend by Team

How to Track LLM Usage and Spend by Team

Provider invoices bill per API key, not per team. Track LLM usage and spend by team with Bifrost virtual keys, hierarchical budgets, and cost labels. A shared OpenAI or Anthropic organization key produces one invoice line per month, which means any company running several teams against that key cannot separate

Shadow MCP Servers: Visibility and Control at the Gateway

Shadow MCP Servers: Visibility and Control at the Gateway

Bifrost brings shadow MCP servers under governance by routing every AI tool call through the gateway, giving teams a live inventory and per-server allow/deny control across the fleet. Most organizations cannot answer a basic question: which Model Context Protocol (MCP) servers are running inside the AI tools their

Enterprise AI Guardrails for PII, Injection, and Toxicity

Enterprise AI Guardrails for PII, Injection, and Toxicity

Bifrost Enterprise AI guardrails check prompts and responses in-line for PII, prompt injection, toxicity, and leaked credentials, then block or redact. Prompt injection ranks first in the OWASP Top 10 for LLM Applications 2025, and sensitive information disclosure ranks second. Enterprise AI guardrails address both by validating prompts and