domain Wolin AI

We are Wolin AI,
Get Your Brand Recommended by AI Search.

Our brand BrandDefender.ai helps companies get correctly cited by ChatGPT, Gemini, Perplexity, and Claude. We do three things: AEO consulting, AI customer service, and open-source MCP memory systems.

What we build

Three complementary product lines that serve local brands and the global developer community.

manage_search

AEO Consulting

Answer Engine Optimization for brands across industries. We implement JSON-LD schema, optimize content structure, and deliver monthly AI visibility reports. The goal is simple: when someone asks ChatGPT or Gemini about your category, your brand shows up with the right story.

  • check_circleAI visibility health check
  • check_circleJSON-LD schema deployment
  • check_circleMonthly monitoring reports
Free AI brand scan arrow_forward
chat

AI Chatbot

Production-grade LINE Bot / Meta Bot / Web Chat with three-layer memory, live agent takeover, and a Supabase backend. Already serving real brands in retail and e-commerce. Fully customisable for your tone, product catalog, and FAQs.

  • check_circleThree-layer memory
  • check_circleHuman takeover
  • check_circleSupabase backend
LINE chatbot guide arrow_forward
memory

Open Source MCP

We ship MCP servers for Claude Code, Cursor, and LLM application developers. Local-first, privacy-preserving, designed to cut API cost and improve quality. Two tools are already public, with more in the pipeline.

  • check_circlePromptThrift (token compression)
  • check_circlePromptForge (prompt quality)
  • check_circleMemory system (coming soon)
GitHub repos arrow_forward

Who we serve

We focus on two audiences. Taiwan brands that need AI visibility, and global developers that need smarter AI tooling. The consulting business funds the open source work, and the open source work builds technical credibility for the consulting business.

storefront Brands & Agencies

Brands and agencies across industries, from e-commerce to consumer goods to retail. Whether you want to be correctly cited by ChatGPT or Gemini, we provide end-to-end AEO solutions to help your brand stand out in AI search.

code Global Developers

Claude Code, Cursor, and LLM application builders who need reliable, local-first, privacy-preserving MCP tools. Every MCP we ship includes real-world stress tests and full test coverage.

Frequently Asked Questions

What services does Wolin AI provide?

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We offer three core services: (1) AEO Search Optimization to get your brand recommended by AI search engines like ChatGPT and Gemini; (2) AI Customer Service with LINE Bot / Meta Bot / Web Chat powered by large language models for 24/7 automation; (3) AI MCP Solutions using Model Context Protocol technology to build custom AI tools and data integration for your brand.

What is the difference between AEO and SEO?

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Traditional SEO optimizes your website ranking on Google search results. AEO (Answer Engine Optimization) optimizes how AI search engines like ChatGPT, Gemini, and Perplexity recommend your brand. AEO core techniques include JSON-LD structured data deployment, brand knowledge graph construction, and AI search monitoring. Both are complementary, but AEO is essential for the AI era.

What is AI MCP?

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MCP (Model Context Protocol) is an open standard by Anthropic that allows AI models to securely connect with external data sources and tools. Our AI MCP solutions help brands integrate internal data (product catalogs, knowledge bases, order systems) with AI models through MCP, creating custom AI workflows and automation tools.

Which industries do you serve?

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We serve brands across industries, including e-commerce, consumer brands, brand agencies, and retail. These industries rely heavily on search and word-of-mouth recommendations, making AEO optimization and AI customer service tools essential for maintaining brand competitiveness in the AI search era.

Ready to work together?

We accept new consulting clients and welcome open source contributions.

send Contact Us rocket_launch Free AI Brand Scan