Build LLM mini-apps — and monetize them safely

We help MCP-powered mini-apps in ChatGPT and Claude earn revenue with a relevance-first ad network. You ship the app. We plug into context and provide links that the LLM chooses to show only when they fit.

MCP-level integration Relevance-safe ads Transparent analytics

High-level info here. Details on a call or in chat — email dev@kone.vc or book time at Calendly.

Example: Business Helper experience inside an LLM.

How it works

1) Relevant services per user intent

Based on the user’s request and conversation context, the system selects the most relevant services and provides short descriptions and links that fit the intent.

Intent → relevant offers & content
Clear descriptions for each suggestion
Delivered at the MCP layer
2) The LLM decides what to show

ChatGPT (or Claude) chooses if and how to include links in the final answer. That means users see links only when they’re actually helpful — and developers are protected from irrelevant ad spam.

LLM selects which links to include
Links appear naturally in the answer
No forced placements

Monetize your mini-app via our LLM ad network

We help developers earn from usage by connecting their MCP servers to our advertising network. We plug into the user context and provide relevant links — the LLM decides what to show. You get full analytics and transparent statistics.

Three link types

Choose what fits your UX and audience.

1
Direct ads
Sponsored offers and product links.
2
Content links
Useful advertiser content: videos, articles, guides.
3
Referral / affiliate
Revenue-share links when it matches the intent.
Relevance-safe by design

Links are recommendations, not inserts. ChatGPT chooses what’s relevant — so your users don’t see random ads, and your product stays clean.

LLM filters relevance
Protected from spammy placements
Better user trust
Transparent analytics

We provide reporting you can trust: clicks, conversions (where available), revenue, and breakdown by placement type.

Clear dashboards
Stats by mini-app & endpoint
Full visibility
Advertiser supply you can rely on

We moderate advertisers on our side and bring access to hundreds of thousands of advertisers via our ad partners. You get a reliable monetization partner for your LLM mini-apps.

Advertising opportunities via MCP integration
Advertising opportunities with MCP-level integration

Try it in 2 minutes

Start with our reference app: Business Helper. It shows how MCP mini-apps behave inside ChatGPT and Claude. Full details on the Business Helper page.

Use this MCP URL
https://go.kone.vc/business
Open setup guide
!
ChatGPT note
Enable Developer Mode: Settings → Advanced Settings.
Example user request

After connecting, try a prompt like this (the app will pull relevant experience and recommendations):

I’m launching a B2B SaaS. Give me a step-by-step GTM plan for the next 30 days, and recommend the most relevant videos to watch first.
Talk partnership

Partner with us

High-level overview here — we’ll go into implementation details on a call or in chat.

Email

For mini-app developer partnerships:

Book a call

Let’s discuss setup, monetization, and rollout.

FAQ

Will my app show irrelevant ads?

No. We provide candidate links, and the LLM decides what’s relevant to include. This protects UX from random placements.

Where does the integration happen?

At the MCP level. We connect through your MCP server integration so monetization works naturally inside the LLM workflow.

Do you provide analytics?

Yes — transparent reporting so you can see performance and revenue clearly.

What’s the next step?

Email dev@kone.vc or book a call at Calendly.

Ship your mini-app. We’ll help you monetize it.

MCP-level integration, relevance-safe links, and transparent analytics — built for LLM-native products.