AI Governance Shouldn’t Cost More Than Your Actual AI Bill

This story was originally published on HackerNoon at: https://hackernoon.com/ai-governance-shouldnt-cost-more-than-your-actual-ai-bill. AI governance doesn't need a $3K monthly contract. Here's what production teams actually need from AI gateway infrastructure. Check more stories related to machine-learning at: https://hackernoon.com/c/machine-learning. You can also check exclusive content about #ai-governance, #ai-infrastructure, #ai-cost, #ai-observability, #llmops, #mcp, #ai-proxy, #ai-cost-optimization, and more. This story was written by: @vcodex. Learn more about this writer by checking @vcodex's about page, and for more stories, please visit hackernoon.com. Many startups are caught between fragile DIY AI proxy solutions and expensive enterprise governance platforms. This article argues for a practical middle ground focused on four essentials: context management, cost-aware routing, security guardrails, and token attribution. The goal is to control AI costs and risk without paying enterprise-level premiums before achieving product-market fit.