WHY GARTNER’S “CONTEXT MESH” CHANGES EVERYTHING AI CONNECTIVITY: THE ROAD AHEAD DON’T MISS API + AI SUMMIT 2026 SEPT 30 – OCT 1
  • Why Kong
    • Explore the unified API Platform
        • BUILD APIs
        • Kong Insomnia
        • API Design
        • API Mocking
        • API Testing and Debugging
        • MCP Client
        • RUN APIs
        • API Gateway
        • Context Mesh
        • AI Gateway
        • Event Gateway
        • Kubernetes Operator
        • Service Mesh
        • Ingress Controller
        • Runtime Management
        • DISCOVER APIs
        • Developer Portal
        • Service Catalog
        • MCP Registry
        • GOVERN APIs
        • Metering and Billing
        • APIOps and Automation
        • API Observability
        • Why Kong?
      • CLOUD
      • Cloud API Gateways
      • Need a self-hosted or hybrid option?
      • COMPARE
      • Considering AI Gateway alternatives?
      • Kong vs. Postman
      • Kong vs. MuleSoft
      • Kong vs. Apigee
      • Kong vs. IBM
      • GET STARTED
      • Sign Up for Kong Konnect
      • Documentation
      • FOR PLATFORM TEAMS
      • Developer Platform
      • Kubernetes and Microservices
      • Observability
      • Service Mesh Connectivity
      • Kafka Event Streaming
      • FOR EXECUTIVES
      • AI Connectivity
      • Open Banking
      • Legacy Migration
      • Platform Cost Reduction
      • Kafka Cost Optimization
      • API Monetization
      • AI Monetization
      • AI FinOps
      • FOR AI TEAMS
      • AI Governance
      • AI Security
      • AI Cost Control
      • Agentic Infrastructure
      • MCP Production
      • MCP Traffic Gateway
      • FOR DEVELOPERS
      • Mobile App API Development
      • GenAI App Development
      • API Gateway for Istio
      • Decentralized Load Balancing
      • BY INDUSTRY
      • Financial Services
      • Healthcare
      • Higher Education
      • Insurance
      • Manufacturing
      • Retail
      • Software & Technology
      • Transportation
      • See all Solutions
  • Pricing
      • DOCUMENTATION
      • Kong Konnect
      • Kong Gateway
      • Kong Mesh
      • Kong AI Gateway
      • Kong Event Gateway
      • Kong Insomnia
      • Plugin Hub
      • EXPLORE
      • Blog
      • Learning Center
      • eBooks
      • Reports
      • Demos
      • Customer Stories
      • Videos
      • EVENTS
      • API + AI Summit
      • Webinars
      • User Calls
      • Workshops
      • Meetups
      • See All Events
      • FOR DEVELOPERS
      • Get Started
      • Community
      • Certification
      • Training
      • COMPANY
      • About Us
      • We're Hiring!
      • Press Room
      • Contact Us
      • Kong Partner Program
      • Enterprise Support Portal
      • Documentation
  • Login
  • Book Demo
  • Get Started
Blog
  • AI Gateway
  • AI Security
  • AIOps
  • API Security
  • API Gateway
|
    • API Management
    • API Development
    • API Design
    • Automation
    • Service Mesh
    • Insomnia
    • View All Blogs
  1. Home
  2. Blog
  3. Product Releases
  4. New Year, New Unit Economics: Konnect Metering & Billing Is Here
Product Releases
January 6, 2026
4 min read

New Year, New Unit Economics: Konnect Metering & Billing Is Here

Alex Drag
Head of Product Marketing

If your 2026 resolution is to finally get AI costs under control, we've got you covered.

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 to suggest a different one for 2026: stop letting AI be a cost center. 

Because that’s going to kill your ability to actually drive maximum agentic AI value.

In case you missed it over the holidays, we shipped something that can help. We were going to wait until now to announce, but the Christmas gift angle was just too good not to take advantage of. Konnect Metering & Billing is now generally available — bringing monetization, billing, and real-time cost governance to the same platform that already manages your APIs, AI gateways, and event streams.

Set yourself up to succeed in the age of AI connectivity. Here's the TL;DR on why it matters and how it can make 2026 the year your AI program starts paying for itself.

The 2025 hangover: AI spending without AI accountability

Last year, enterprises went all-in on AI, and as many as 9 out of 10 orgs were actively adopting AI agents. The investments were real. The experiments were plentiful. 

The ROI? For most organizations’ finances, it's not even TBD. It's flat-out negative (think a quarter of orgs bleeding 16% or more gross business margins).

The problem isn't the technology — it's the lack of financial governance infrastructure around it. 

Most AI programs today can't answer basic questions: What does it cost to serve a single customer? Which products are margin-positive? Who's burning through LLM tokens without generating value? How much does all that stuff behind my MCP server (the APIs and event data that are the actual context for MCP to leverage) actually cost as a part of agentic workflows?

If any of this sounds familiar, you're not alone. (If it doesn’t sound familiar, you may want to take a look at the financial situation of all of these resources, as you might be part of the 84% of orgs hemorrhaging margins and not know about it yet.) 

Either way, you don't have to carry that ambiguity into the new year.

What we shipped: Monetization & cost governance across the AI data path

Konnect Metering & Billing gives you a unified engine for metering, billing, and governance — spanning APIs, LLMs, (and eventually) MCP servers, and event streams. 

  • Meter everything, bill anything. Turn AI and API traffic into revenue. Support usage-based pricing, tiered plans, credits, subscriptions, or custom enterprise deals — all without custom dev work.
  • Real-time enforcement, not just reporting. This is what separates Konnect from standalone billing platforms. Because your Konnect Gateway infra sits at the runtime layer, usage limits and entitlements can be enforced at the point of access — before costs spiral, not after.
  • APIs are part of your AI strategy. Your AI products don't run on LLMs alone. The backend APIs, data services, and integrations that power them all contribute to your cost structure and your monetization opportunity. One platform covers it all.
  • Proactive FinOps. If you're investing in AI FinOps, this is how you make it strategic. Real-time visibility by customer, product, or team. Quotas and alerts that actually prevent overages. The foundation for treating AI like a business, not a science project. Konnect Metering & Billing is not an AI FinOps tool. It’s an AI FinOps supercharger.

Want to learn more? Get an overview of AI monetization, get a deeper dive in this Konnect Metering & Billing blog, or dig into the Metering & Billing docs.

Your 2026 AI resolutions, solved

So, as you’re returning to work from the holidays, you don’t have to work that hard to figure out how to answer your coworkers’ much-too-often-asked questions about your New Year’s resolutions. You can just copy and paste the below and share.

The resolution and how Konnect helps

  • Get visibility into AI usage: Real-time metering across the full AI data path — LLMs, APIs, events
  • Monetize our AI capabilities: Flexible product catalog with usage-based billing out of the box
  • Stop surprise AI overages: Runtime enforcement of quotas, limits, and entitlements — especially on LLM tokens
  • Prove ROI to the CFO: Customer-level and product-level margin visibility
  • Unify our billing stack: One platform for API and AI monetization
  • Somehow convince my leadership to fund my API & eventing projects with all that coveted AI budget: Build out a proposal that showcases unified cost governance and monetization of the entire AI data path in your existing Konnect platform

Make 2026 the year AI pays for itself

The companies that win with AI won't just be the ones with the best models — they'll be the ones with the best unit economics. That means knowing what every capability costs, pricing it appropriately, and enforcing governance at runtime.

That's what Konnect Metering & Billing delivers. And it's available now.

Get started

Here's to a 2026 with better margins, clearer costs, and AI programs that actually show ROI. Happy New Year from the Kong team!

Ready to get started? Learn more by reading the documentation or request a demo.

Looking to discover more about AI connectivity? Join us live from the New York Stock Exchange on February 2. Kong's leadership team will show you how to unify your AI data path and move from fragmented experiments to production-ready infrastructure. Register now!

Unleash the power of APIs with Kong Konnect

Learn MoreGet a Demo
API MonetizationKong KonnectAIAgentic AIEnterprise AIMetering & Billing

Table of Contents

  • The 2025 hangover: AI spending without AI accountability
  • What we shipped: Monetization & cost governance across the AI data path
  • Your 2026 AI resolutions, solved
  • Make 2026 the year AI pays for itself
  • Get started

More on this topic

Videos

Context‑Aware LLM Traffic Management with RAG and AI Gateway

Videos

Building the Connectivity Layer for Agentic AI

See Kong in action

Accelerate deployments, reduce vulnerabilities, and gain real-time visibility. 

Get a Demo
Topics
API MonetizationKong KonnectAIAgentic AIEnterprise AIMetering & Billing
Alex Drag
Head of Product Marketing

Recommended posts

From Strategy to Action: See Konnect Metering & Billing in Motion

Product ReleasesJanuary 22, 2026

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

Dan Temkin

Liabilities into Assets: Konnect Metering & Billing, Powered by OpenMeter

Product ReleasesOctober 14, 2025

Picture this: you’ve spent months building a slick API that developers love, and it’s already humming behind the scenes in production. But every time someone calls your endpoint, what happens? You get an invisible hit across multiple cost centers, i

Dan Temkin

KAi Just Got a Major Upgrade, Powered by the New Kong Konnect MCP Server

Product ReleasesJanuary 21, 2026

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: Active tracing and debugging: KAi can now

Alex Drag

An Early Christmas Present for the AI C-Suite: Metering & Billing Comes to Kong Konnect

Product ReleasesDecember 18, 2025

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

Alex Drag

AI Input vs. Output: Why Token Direction Matters for AI Cost Management

EnterpriseMarch 10, 2026

The Shifting Economic Landscape: The AI token economy in 2026 is evolving, and enterprise leaders must distinguish between low-cost input tokens and high-premium output tokens to maintain profitability. Agentic AI Financial Risks: The transition t

Dan Temkin

The Platform Enterprises Need to Compete? Kong Already Built It

EnterpriseFebruary 25, 2026

A Response to Gartner’s Latest Research We have crossed a threshold in the AI economy where the competitive advantage is no longer about access to data — it’s about access to context. The "context economy" has arrived, defined by a fundamental

Alex Drag

Agentic AI Cost Management: Stopping Margin Erosion and the Fragmentation Tax

EnterpriseJanuary 30, 2026

AI spending is exploding across the organization—but often not in the ways leadership approved or finance can track. Development teams spin up LLM connections to ship features faster. Data teams provision GPU clusters for experiments that get abando

Alex Drag

Ready to see Kong in action?

Get a personalized walkthrough of Kong's platform tailored to your architecture, use cases, and scale requirements.

Get a Demo
Ask AI for a summary of Kong
Stay connected
    • Company
    • About Kong
    • Customers
    • Careers
    • Press
    • Events
    • Contact
    • Pricing
    • Legal
    • Terms
    • Privacy
    • Trust and Compliance
    • Platform
    • Kong AI Gateway
    • Kong Konnect
    • Kong Gateway
    • Kong Event Gateway
    • Kong Insomnia
    • Documentation
    • Book Demo
    • Compare
    • AI Gateway Alternatives
    • Kong vs Apigee
    • Kong vs IBM
    • Kong vs Postman
    • Kong vs Mulesoft
    • Explore More
    • Open Banking API Solutions
    • API Governance Solutions
    • Istio API Gateway Integration
    • Kubernetes API Management
    • API Gateway: Build vs Buy
    • Kong vs Apigee
    • Open Source
    • Kong Gateway
    • Kuma
    • Insomnia
    • Kong Community

Kong enables the connectivity layer for the agentic era – securely connecting, governing, and monetizing APIs and AI tokens across any model or cloud.

  • Japanese
  • Frenchcoming soon
  • Spanishcoming soon
  • Germancoming soon
© Kong Inc. 2026