REGISTER NOW FOR API + AI SUMMIT 2026 | EARLY BIRD PRICING ENDS MAY 17 SECURE YOUR SPOT FOR THE KONG AGENTIC ERA WORLD TOUR GOVERN A2A TRAFFIC WITH KONG'S NEW AGENT GATEWAY DON’T MISS API + AI SUMMIT 2026 SEPT 30 – OCT 1
  • [Why Kong ](/company/why-kong)Why Kong
  • _AI CONNECTIVITY TECHNOLOGIES_
    The Unified API and AI Platform
    []
    • API Management
    • AI Management
    • Event Management
    • Monetization
    • RUNTIMES
    • [API Gateway ](/products/kong-gateway)API Gateway
    • [AI Gateway ](/products/kong-ai-gateway)AI Gateway
    • [Event Gateway ](/products/event-gateway)Event Gateway
    • [Service Mesh ](/products/kong-mesh)Service Mesh
    • [Context Mesh ](/products/kong-konnect/features/context-mesh)Context Mesh
    • [Ingress Controller ](/products/kong-ingress-controller)Ingress Controller
    • [Kong Operator ](/products/kong-operator)Kong Operator
    • CORE SERVICES
    • [MCP Registry ](/products/mcp-registry)MCP Registry
    • [API Service Catalog ](/products/kong-konnect/features/api-service-catalog)API Service Catalog
    • [Runtime Management ](/products/kong-konnect/features/runtime-management)Runtime Management
    • [APIOps & Automation ](/products/apiops-automation)APIOps & Automation
    • APPS & AI AGENTS
    • [Developer Portal ](/products/kong-konnect/features/developer-portal)Developer Portal
    • [Usage Billing & Metering ](/products/kong-konnect/features/usage-based-metering-and-billing)Usage Billing & Metering
    • [Observability ](/products/kong-konnect/features/api-observability)Observability
    • [KAi Agent ](/products/kong-konnect/features/kai-ai-agent)KAi Agent
    DEVELOPER TOOLS
    [Insomnia ](https://insomnia.rest/)Insomnia [Plugins ](https://developer.konghq.com/plugins/)Plugins [Volcano ](https://volcano.dev/)Volcano [Documentation ](https://docs.konghq.com/)Documentation [Open Source ](/community)Open Source
      • FOR PLATFORM TEAMS
      • [Developer Platform ](/solutions/building-developer-platform)Developer Platform
      • [Kubernetes and Microservices ](/solutions/build-on-kubernetes)Kubernetes and Microservices
      • [Observability ](/solutions/observability)Observability
      • [Service Mesh Connectivity ](/solutions/service-mesh-connectivity)Service Mesh Connectivity
      • [Kafka Event Streaming ](/solutions/kafka-stream-api-management)Kafka Event Streaming
      • FOR EXECUTIVES
      • [AI Connectivity ](/ai-connectivity)AI Connectivity
      • [Open Banking ](/solutions/open-banking)Open Banking
      • [Legacy Migration ](/solutions/legacy-api-management-migration)Legacy Migration
      • [Platform Cost Reduction ](/solutions/api-platform-consolidation)Platform Cost Reduction
      • [Kafka Cost Optimization ](/solutions/reduce-kafka-cost)Kafka Cost Optimization
      • [API Monetization ](/solutions/api-monetization)API Monetization
      • [AI Monetization ](/solutions/ai-monetization)AI Monetization
      • [AI FinOps ](/solutions/ai-cost-governance-finops)AI FinOps
      • FOR AI TEAMS
      • [Agent Gateway ](/agent-gateway)Agent Gateway
      • [AI Governance ](/solutions/ai-governance)AI Governance
      • [AI Security ](/solutions/ai-security)AI Security
      • [AI Cost Control ](/solutions/ai-cost-optimization-management)AI Cost Control
      • [Agentic Infrastructure ](/solutions/agentic-ai-workflows)Agentic Infrastructure
      • [MCP Production ](/solutions/mcp-production-and-consumption)MCP Production
      • [MCP Traffic Gateway ](/solutions/mcp-governance)MCP Traffic Gateway
      • FOR DEVELOPERS
      • [Mobile App API Development ](/solutions/mobile-application-api-development)Mobile App API Development
      • [GenAI App Development ](/solutions/power-openai-applications)GenAI App Development
      • [API Gateway for Istio ](/solutions/istio-gateway)API Gateway for Istio
      • [Decentralized Load Balancing ](/solutions/decentralized-load-balancing)Decentralized Load Balancing
      • BY INDUSTRY
      • [Financial Services ](/solutions/financial-services-industry)Financial Services
      • [Healthcare ](/solutions/healthcare)Healthcare
      • [Higher Education ](/solutions/api-platform-for-education-services)Higher Education
      • [Insurance ](/solutions/insurance)Insurance
      • [Manufacturing ](/solutions/manufacturing)Manufacturing
      • [Retail ](/solutions/retail)Retail
      • [Software & Technology ](/solutions/software-and-technology)Software & Technology
      • [Transportation ](/solutions/transportation-and-logistics)Transportation
  • [Pricing ](/pricing)Pricing
      • DOCUMENTATION
      • [Kong Konnect ](https://developer.konghq.com/konnect/)Kong Konnect
      • [Kong Gateway ](https://developer.konghq.com/gateway/)Kong Gateway
      • [Kong Mesh ](https://developer.konghq.com/mesh/)Kong Mesh
      • [Kong AI Gateway ](https://developer.konghq.com/ai-gateway/)Kong AI Gateway
      • [Kong Event Gateway ](https://developer.konghq.com/event-gateway/)Kong Event Gateway
      • [Kong Insomnia ](https://developer.konghq.com/insomnia/)Kong Insomnia
      • [Plugin Hub ](https://developer.konghq.com/plugins/)Plugin Hub
      • EXPLORE
      • [Blog ](/blog)Blog
      • [Learning Center ](/blog/learning-center)Learning Center
      • [eBooks ](/resources/e-book)eBooks
      • [Reports ](/resources/reports)Reports
      • [Demos ](/resources/demos)Demos
      • [Customer Stories ](/customer-stories)Customer Stories
      • [Videos ](/resources/videos)Videos
      • EVENTS
      • [API + AI Summit ](/events/conferences/api-ai-summit)API + AI Summit
      • [Agentic Era World Tour ](/agentic-era-world-tour)Agentic Era World Tour
      • [Webinars ](/events/webinars)Webinars
      • [User Calls ](/events/user-calls)User Calls
      • [Workshops ](/events/workshops)Workshops
      • [Meetups ](/events/meetups)Meetups
      • [See All Events ](/events)See All Events
      • FOR DEVELOPERS
      • [Get Started ](https://developer.konghq.com/)Get Started
      • [Community ](/community)Community
      • [Certification ](/academy/certification)Certification
      • [Training ](https://education.konghq.com)Training
      • COMPANY
      • [About Us ](/company/about-us)About Us
      • [We're Hiring! ](/company/careers)We're Hiring!
      • [Press Room ](/company/press-room)Press Room
      • [Contact Us ](/company/contact-us)Contact Us
      • [Kong Partner Program ](/partners)Kong Partner Program
      • [Enterprise Support Portal ](https://support.konghq.com/s/)Enterprise Support Portal
      • [Documentation ](https://developer.konghq.com/?_gl=1*tphanb*_gcl_au*MTcxNTQ5NjQ0MC4xNzY5Nzg4MDY0LjIwMTI3NzEwOTEuMTc3MzMxODI2MS4xNzczMzE4MjYw*_ga*NDIwMDU4MTU3LjE3Njk3ODgwNjQ.*_ga_4JK9146J1H*czE3NzQwMjg1MjkkbzE4OSRnMCR0MTc3NDAyODUyOSRqNjAkbDAkaDA)Documentation
  • [](/search)
  • [Login](https://cloud.konghq.com/login)Login
  • [Book Demo](/contact-sales)Book Demo
  • [Get Started](/products/kong-konnect/register)Get Started
[Blog](/blog)Blog
  • [AI Gateway ](/blog/tag/ai-gateway)AI Gateway
  • [AI Security ](/blog/tag/ai-security)AI Security
  • [AIOps ](/blog/tag/aiops)AIOps
  • [API Security ](/blog/tag/api-security)API Security
  • [API Gateway ](/blog/tag/api-gateway)API Gateway
|
    • [API Management ](/blog/tag/api-management)API Management
    • [API Development ](/blog/tag/api-development)API Development
    • [API Design ](/blog/tag/api-design)API Design
    • [Automation ](/blog/tag/automation)Automation
    • [Service Mesh ](/blog/tag/service-mesh)Service Mesh
    • [Insomnia ](/blog/tag/insomnia)Insomnia
    • [Event Gateway ](/blog/tag/event-gateway)Event Gateway
    • [View All Blogs ](/blog/page/1)View All Blogs
We're Entering the Age of AI Connectivity [Read more](/blog/news/the-age-of-ai-connectivity)Read moreProducts & Agents:
    • [Kong AI Gateway](/products/kong-ai-gateway)Kong AI Gateway
    • [Kong API Gateway](/products/kong-gateway)Kong API Gateway
    • [Kong Event Gateway](/products/event-gateway)Kong Event Gateway
    • [Kong Metering & Billing](/products/usage-based-metering-and-billing)Kong Metering & Billing
    • [Kong Insomnia](/products/kong-insomnia)Kong Insomnia
    • [Kong Konnect](/products/kong-konnect)Kong Konnect
  • [Documentation](https://developer.konghq.com)Documentation
  • [Book Demo](/contact-sales)Book Demo
  1. Home
  2. Blog
  3. AI Monetization

# AI Monetization

# LLM Cost Management: How to Implement AI Showback and Chargeback

[AI Gateway](/blog/tag/ai-gateway)AI GatewayApril 6, 2026

Every enterprise moving AI into production is about to face a familiar problem in an unfamiliar form: the cost explosion, but for LLMs. This is very similar to what happened with cloud. In the early days of cloud, teams spun up infrastructure with no visibility into who was consuming what. Finance…

Alex Drag
[](/blog/enterprise/llm-cost-management-ai-showback-and-chargeback)

# Practical Strategies to Monetize AI APIs in Production

[API Gateway](/blog/tag/api-gateway)API GatewayMarch 27, 2026

AI APIs don't get enough credit for how much weight they're actually carrying. These AI APIs aren't merely technical connectors. They're, in fact, cost drivers and potential revenue engines. And when something goes sideways, they're ground zero. In production, they behave nothing like the…

Deepanshu Pandey
[](/blog/engineering/monetize-ai-apis)

## Subscribe to Kong’s newsletter

Stay ahead of API and AI Gateway trends. Get expert insights, technical guides, and best practices delivered to your inbox.

## step-0

## See AI Gateway in Action

Secure your AI infrastructure with prompt guards, PII sanitization, and centralized governance. Control LLM costs with token-based rate limiting and semantic routing across providers.

[Get a Demo](/contact-sales)Get a Demo

## step-0

    • Company
    • [About Kong ](/company/about-us)About Kong
    • [Customers ](/customer-stories)Customers
    • [Careers ](/company/careers)Careers
    • [Press ](/company/press-room)Press
    • [Events ](/events)Events
    • [Contact ](/company/contact-us)Contact
    • [Pricing ](/pricing)Pricing
      •    * [Terms](/legal/terms-of-use)
      •    * [Privacy](/legal/privacy-policy)
      •    * [Trust and Compliance](https://trust.konghq.com/)
    • Platform
    • [Kong AI Gateway ](/products/kong-ai-gateway)Kong AI Gateway
    • [Kong Konnect ](/products/kong-konnect)Kong Konnect
    • [Kong Gateway ](/products/kong-gateway)Kong Gateway
    • [Kong Event Gateway ](/products/event-gateway)Kong Event Gateway
    • [Kong Insomnia ](/products/kong-insomnia)Kong Insomnia
    • [Documentation ](https://developer.konghq.com)Documentation
    • [Book Demo ](/contact-sales)Book Demo
    • Compare
    • [AI Gateway Alternatives ](/performance-comparison/ai-gateway-alternatives)AI Gateway Alternatives
    • [Kong vs Apigee ](/performance-comparison/kong-vs-apigee)Kong vs Apigee
    • [Kong vs IBM ](/performance-comparison/ibm-api-connect-vs-kong)Kong vs IBM
    • [Kong vs Postman ](/performance-comparison/kong-vs-postman)Kong vs Postman
    • [Kong vs Mulesoft ](/performance-comparison/kong-vs-mulesoft)Kong vs Mulesoft
    • Explore More
    • [Open Banking API Solutions ](/solutions/open-banking)Open Banking API Solutions
    • [API Governance Solutions ](/solutions/api-governance)API Governance Solutions
    • [Istio API Gateway Integration ](/solutions/istio-gateway)Istio API Gateway Integration
    • [Kubernetes API Management ](/solutions/build-on-kubernetes)Kubernetes API Management
    • [API Gateway: Build vs Buy ](/campaign/secure-api-scalability)API Gateway: Build vs Buy
    • [Kong vs Apigee ](/performance-comparison/kong-vs-apigee)Kong vs Apigee
    • Open Source
    • [Kong Gateway ](https://developer.konghq.com/gateway/install/)Kong Gateway
    • [Kuma ](https://kuma.io/)Kuma
    • [Insomnia ](https://insomnia.rest/)Insomnia
    • [Kong Community ](/community)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.

  • English
  • Japanese
  • Frenchcoming soon
  • Spanishcoming soon
  • Germancoming soon
Everything is 200 OK
© Kong Inc. 2026
Interaction mode