Agentic Web / NLWeb / MCP
Upgrade Your Website to an Agentic Web
The traditional web is 'operated by humans'; the web ahead is 'executed by AI.' We build a next-generation agentic web where users and AI can converse with your website in natural language.
Embed an AI agent with one line of code and support Microsoft NLWeb and MCP. We leverage your existing web assets — Schema.org, RSS, and more — to enable natural-language interaction without a full redesign.
Why It Matters
Users are tired of searching and are leaving. They don't surface in search, bounce between pages, and turn to external AI when they can't find answers — this is the lost opportunity of today's web.
01
Fragmented Information
Only those who know the right keywords surface in search; others never reach the information they need.
02
Lost & Exhausted
Users click through page after page, open link after link, and still wonder 'where is this written?'
03
Drop-off (Lost Opportunity)
Overwhelmed and unable to find answers, users leave — and turn to external AI instead.
What is the Agentic Web?
The agentic web is a web foundation where AI agents autonomously retrieve information, make decisions, and take actions to accomplish the user's goals. While the traditional web assumed 'humans operate it,' the web going forward is designed on the premise that 'AI executes.'
Today, users who don't know the right keywords never surface in search, click through page after page looking for information, and leave when they can't find it. The agentic web lets users complete searches and actions simply by stating their goal in natural language — eliminating the lost opportunities caused by 'search fatigue.'
The foundation for this is Microsoft's NLWeb (Natural Language Web). It delivers a new UX where users ask the web in natural language and get answers instantly — opened up to both people and AI through structured data and APIs.
3 Updates for Your Site
Conversational UX That Prevents Drop-off
Just say 'I want to find X' or 'I want to book Y.' Users reach their goal instantly without relying on forms or filters, dramatically improving UX and reducing drop-off before lead capture.
AI Agents That Operate Your Site
AI accesses your site externally and autonomously retrieves information or performs actions like booking via data and APIs. We set up a common protocol (MCP) accessible to multiple models such as GPT and Claude.
Reduced Hallucinations
Because answers are generated from your structured first-party information, the risk of misinformation common to general generative AI is reduced — always delivering the latest, accurate data to users and AI.
How We Deliver
STEP 01
Current-State Audit
Inventory existing web assets like Schema.org and RSS, and organize the data needed for conversation.
STEP 02
Vector DB Build
Vectorize existing data and store it in Elasticsearch / Qdrant, supplementing what's missing.
STEP 03
Agent Deployment
Add the AI agent to your site with a single tag, tuning color, greeting, and more.
STEP 04
MCP Integration
Build an MCP server so AI can autonomously perform booking, search, and other actions.
STEP 05
Measure & Improve
Measure AI recognition and answer accuracy with AIO analytics and continuously optimize.
💡 Because we reuse your existing Schema.org structured data and RSS feeds as-is, no full redesign is needed. We deploy a conversational search experience quickly, built on your current web assets.
Our Service
Service 01
Add an AI Agent with One Line of Code
Turn on-site search into a conversational experience
Add a single tag to embed an AI agent (chat) on your site. Users simply ask 'tell me about X' in a chat-like flow, and the AI summarizes your site's information and answers instantly. Answers display links to source articles to ensure trust, and users can dig deeper with follow-up questions while context is preserved.
- Go live with a single tag
- Summarize on-site information and answer instantly
- Source-article links to ensure trust
- Context-aware follow-up questions
- Customize chat color, icon, and greeting via GUI
Service 02
Vector DB Construction & Data Setup
Leverage your existing web assets as-is
No full redesign required. We reuse your existing Schema.org structured data and RSS feeds as-is, vectorize them in natural language, store them in vector DBs like Elasticsearch / Qdrant, and supplement only what's missing. Your existing site data powers a conversational search experience that can be deployed quickly.
- Reuse existing Schema.org and RSS feeds
- Vectorization and storage in Elasticsearch / Qdrant
- Supplementary design for missing structured data
- Data registration, update, and deletion from the admin panel
- Unified management of multiple domains (corporate, recruiting, etc.)
Service 03
MCP Support & Agent Integration
A web AI can operate autonomously
We build MCP servers and design function calls so AI agents can access your website directly. AI can autonomously perform actions like booking, search, and inventory checks, and we provide a common protocol that multiple AI models such as GPT and Claude can access safely.
- MCP server construction and function-call design
- Automated actions: booking, search, inventory checks
- Common protocol for multiple AI models (GPT / Claude, etc.)
- Secure access control and authentication design
- Effectiveness measurement and continuous improvement with AIO analytics
Use Cases Across Your Business
Corporate Sites
Instantly answer questions about company profile and IR, impressing investors and partners with transparency.
Product / Service Pages
Resolve detailed questions about features and specs on the spot, preventing pre-lead drop-off and boosting CVR.
E-Commerce
Transform product search into a more intuitive, efficient natural-language buying experience.
Support / FAQ
Learn from manuals and existing FAQs to respond automatically 24/7, cutting human support costs.
Internal Knowledge
Make vast internal documents searchless, automating inquiries to HR, accounting, and back office.
Integration with AIO Analytics
AI Recognition Analysis & Continuous Optimization
We analyze how well your site is recognized by generative AI and AI search, and benchmark against competitors. Based on the results, we refine structured data such as Schema.org and RSS so your site is correctly understood by AI, and continuously raise effectiveness with regular optimization reports.
Tech Stack
Protocol
- NLWeb
- MCP
- Schema.org
- RSS
Vector DB
- Elasticsearch
- Qdrant
- pgvector
- Pinecone
AI / LLM
- OpenAI API
- Claude API
- Gemini API
Framework
- LangChain
- LlamaIndex
- Vercel AI SDK
Infra
- Next.js
- Vercel
- Cloudflare Workers
Ready to upgrade your site into a web users and AI can talk to?
- Want to add an AI agent with one line of code
- Want conversational search built on existing Schema.org / RSS
- Want AI to autonomously book and search via MCP support
Free consultation · Online meeting available · Reply within 1 business day
Related Services
Free consultation on agentic web development
Whether it's a quick question or a big idea, we're here to help. Free consultation, no strings attached.
Online meetings available / Response within 1 business day