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AI readiness & MCP development

Make your business discoverable in AI search.

Customers are asking AI where to go and what to buy. Make it easier for AI to find and understand your business.

ChatGPT example
Illustrative conversationNot an actual ChatGPT result.
You
Where can I find a good coffee roaster in Kuala Lumpur?
Assistant · illustrative example

Here are two places to start exploring specialty coffee in Kuala Lumpur.

Sources
You
What should I compare before choosing?
Assistant · illustrative example

Compare the current offerings, location and delivery options on each site. It’s worth checking the details directly before you decide.

This is a scripted illustration, not a live ChatGPT result. The source links lead to public websites; information can change.

Scroll to continue the conversation ↓
Your turn

Could AI find your business?

Enter your website to check its public signals for AI discovery, readable content and agent connections.

No account needed. Enter a public domain without a path or private information.
From discovery to connection

Make it easier to find you. Make it possible to work with you.

I’m Khai Jiet, an AI engineer. I help businesses improve their AI search foundations and build MCP integrations that connect authorized assistants to useful tools and data.

Discovery and MCP are different challenges. An MCP server does not guarantee search visibility or recommendations.

Discuss an MCP project ↗

agent-ready / machine view

# about
name: Khai Jiet Liong
service: AI search readiness and MCP development
website: https://aeo.liongkj.com/
contact: me@liongkj.com

# scan
purpose: Check selected public website signals for AI discovery,
  content accessibility, and agent connections.
input: A public website domain, without a path.
method: POST /api/scan with JSON {"domain":"yourcompany.com"}
output: Categorized findings, evidence and suggested next steps.
limits: The scan is not comprehensive and cannot predict AI recommendations.
privacy: The submitted domain is used to perform the scan and is not stored.

# services
AI readiness: Review public discovery and content foundations.
MCP development: Connect authorized AI assistants to selected tools and data.
note: MCP does not automatically improve AI search visibility.

# contact
email: me@liongkj.com
portfolio: https://liongkj.com/

# scenarios
Example conversations are illustrative, not transcripts of actual AI answers.
Their source links point to real public websites.
Open the plain-text version ↗