The CLI case is real Let's start with the strongest version of the CLI argument. For well-known tools baked into model training data (e.g., git, grep, curl, jq, docker, kubectl, gh, etc.), CLIs are highly effective for agent workflows. The model already knows the flags and the output formats. And…
[](/blog/enterprise/cli-vs-mcp-enterprise-ai-governance)
Showback and chargeback are not the same thing. Most organizations conflate these two concepts, and that conflation delays action. Understanding the LLM showback vs chargeback difference is the first step toward effective AI cost governance. Both are valuable, and each has its place given certain…
[](/blog/enterprise/llm-cost-management-ai-showback-and-chargeback)
Architecture Overview A multicloud DCGW architecture typically contains three main layers. 1\. Konnect Control Plane The SaaS control plane manages configuration, plugins, and policies. All gateways connect securely to this layer. 2\. Dedicated Cloud Gateway Data Planes Each cloud environment ho…
[](/blog/engineering/dedicated-cloud-gateways-managed-redis-multi-cloud)
Your dashboards scream 99.9% uptime. Latency stays well under 200ms. Error rates dwell at zero. These operational metrics look perfectly all right. Yet customer complaints continue to hit all-time highs. Your AI assistant prescribes incorrect medical dosages. Your cloud bill tripled overnight.…
[](/blog/learning-center/guide-to-ai-observability)
The goal of Integration Platform as a Service (iPaaS) is to simplify how companies connect their applications and data. The promise for the first wave of iPaaS platforms like Mulesoft and Boomi was straightforward: a central platform where APIs, systems, and workflows could be managed together…
[](/blog/engineering/kong-and-polyapi)
MCP is an open standard that defines how AI clients communicate with remote servers. It provides a standardized protocol for clients like Claude, Cursor, or VS Code to access tools, resources, and capabilities from external systems. Currently, MCP servers can expose several types of capabilities to…
[](/blog/engineering/mcp-servers-guide)
We've talked about why 2026 is the year of AI unit economics . There, we explored the "2025 hangover" where organizations realized that without financial governance, AI isn't just a science project but has become a margin-bleeding cost center. But "governance" and "monetization" shouldn't just be…
[](/blog/product-releases/konnect-metering-and-billing-demo)
If you've used KAi before, you'll notice the difference immediately. The enhanced version has deeper access to your Konnect environment and new tools for debugging, analytics, and configuration management: The new KAi is more capable because it's backed by a structured set of tools that can query…
[](/blog/product-releases/kai-upgrade-powered-by-konnect-mcp-server)
Every January, the same resolutions show up: eat better, exercise more, finally learn that language, finally figure out that production use case for AI agents (OK, this one isn’t so typical unless you operate in our universe). But if you're responsible for your organization's AI strategy, we'd like…
[](/blog/product-releases/ai-cost-control)
AI governance establishes the principles, roles, processes, and controls for responsible AI deployment. It transforms abstract ethics into concrete practices. Think of AI governance as a rulebook for how to use AI in a secure, ethical, observable, moderated, and auditable fashion. It’s a…
[](/blog/learning-center/what-is-ai-governance)
The AI boom has a dirty secret: for most enterprises, it's bleeding money. Every LLM call, every agent invocation, every API request that powers your AI products — they all cost something. And right now, most organizations have no idea what they're spending, who's spending it, or how to control…
[](/blog/product-releases/metering-and-billing-kong-konnect)
We know that successful AI connectivity programs often start with an intense focus on how you govern and protect LLM and MCP traffic. This is why Kong was first to market with an enterprise-grade AI gateway , and it’s why, in our last release, we added enterprise MCP proxy support to our…
[](/blog/product-releases/ai-gateway-3-13)
APIs have quietly powered the global shift to an interconnected economy. They’ve served as the data exchange highways behind the seamless experiences we now take for granted — booking a ride, paying a vendor, sending a message, syncing financial records, or stitching together SaaS tools into a…
[](/blog/engineering/api-ecosystems-for-the-agentic-era)
Companies are charging headfirst into AI, with research around agentic AI in the enterprise finding as many as 9 out of 10 organizations are actively working to adopt AI agents. LLMs are being deployed, agentic workflows are getting created left and right, and the promises of what this technology…
[](/blog/enterprise/ai-governance-wake-up-call)
In the latest Kong Gateway 3.12 release , announced October 2025, specific MCP capabilities have been released: The Kong AI Gateway sits in between the AI applications we build and the MCP Servers and GenAI models we consume. In fact, the Kong MCP Gateway sits side-by-side with the Kong LLM…
[](/blog/engineering/ai-gateway-mcp-gateway-mcp-server-breakdown)The Requirement : Article 10 of the EU AI Act mandates strict data governance for high-risk AI systems. This includes error detection, bias monitoring, and arguably most critically for enterprise use — ensuring that sensitive personal data (PII) is not improperly processed or leaked into public…
[](/blog/enterprise/eu-ai-act-compliance)