WISE Agent Sphere and WISE iRAG Enterprise AI Agents

Wisenut Co., Ltd. is a Korean company based in Pangyo, Seongnam, that describes itself as an AI agent specialist with 25 years of experience in search, chatbot and text analytics and more than 5,500 applied cases. It serves public agencies, finance and insurance, education, travel, retail and logistics, and IT and manufacturing.

WISE Agent Sphere is a multi-agent integration platform for building and combining agents that work alongside staff, built on Wisenut's search, chatbot and RAG engines with connectors to legacy systems, web crawling and multimodal data. WISE iRAG is a RAG-based agent solution, WISE LLOA is an LLM specialised for agents, and the portfolio also includes the Search Formula-1 vector search engine and the WISE iChat hybrid chatbot. Hwaseong City Hall uses a citizen-consultation assistant with source citations.

• WISE Agent Sphere: multi-agent integration platform for building and combining business agents.
• WISE iRAG: RAG-based agent solution with source-cited answers.
• WISE LLOA: LLM specialised for AI agent tasks.
• Search Formula-1 V7 Vector Edition: hybrid keyword and vector enterprise search.
• WISE iChat and Answerny: hybrid chatbot and SaaS chatbot for customer and citizen service.
• Multimodal RAG: ongoing R&D on knowledge-graph metadata and text, image and voice queries.

A provincial people's committee in Vietnam can run a citizen-consultation agent over administrative procedures with cited answers. An insurer can combine enterprise search and agents to answer staff questions on products and claims rules. A manufacturer can search technical documents, drawings and voice notes through multimodal RAG.

Lets organisations reuse proven enterprise search and chatbot engines as the retrieval base for agents, reducing hallucinations through cited answers. A no-code, conversation-based agent builder was shown at AI Festa 2026. Public agencies in Korea can buy WISE Agent Labs through the government procurement platform, which shortens purchasing. Wisenut reported first-half 2026 revenue of 14.65 billion KRW with sharp growth in AI agent revenue.

Public agencies and enterprises are replacing FAQ chatbots with agents that search internal records and cite sources, and governments are funding multimodal RAG research. Vietnamese ministries and provinces modernising citizen services, and enterprises building internal knowledge search, face similar demand for agents grounded in their own documents.

Wisenut is headquartered at DTC Tower, Pangyo, Seongnam, Gyeonggi-do, led by CEO Kang Yong-sung, and trades under stock code 096250. It holds a Korean cloud service security certification. It leads a government-backed multimodal RAG R&D consortium with Sejong University, Misoo Information Technology and KETI through December 2027, with pilots at SBSi and Chonnam National University Hospital.