FunnelSphere LLC
Solving Real-World Business Challenges
with Mathematical Optimization, ML & Generative AI
Mathematical Optimization × Machine Learning × Generative AI
Technology-Driven Solutions for Real-World Business
Services
Mathematical Optimization
Leveraging operations research to solve optimization problems including shift scheduling, warehouse layout, and resource allocation.
Machine Learning
Building predictive analytics, anomaly detection, and data-driven decision systems to extract value from business data.
Generative AI / LLM Agents
Providing document processing automation, conversational agents, and workflow automation powered by large language models.
DX Consulting
Supporting end-to-end digital transformation from problem identification through system implementation.
Projects
ShiftMarine — Shift Optimization
Solving expertise-dependent operations in port and logistics through DX. Developed automated shift scheduling for Niihama Port and warehouse layout optimization for Shikokuchuo City. Combining mathematical optimization, machine learning, generative AI, and LLM agents to convert veteran tacit knowledge into optimization models.
Partners: Kuwabara Transport Co., Ltd., Kawanoe Port Transport Co., Ltd.
Learn moreMateriSpark — AI Food Specification Document Management DX
A SaaS service that streamlines food specification document management through AI. Achieving automated reading, data structuring, and management automation of food specification documents to support food safety and quality control.
Partner: Kadoi Shouten Co., Ltd.
Learn moreAbout the CEO
Shumpei Kobayashi
Kobayashi Shumpei
CEO
Part-time Specially Appointed Researcher at the Graduate School of Information Science and Technology, Center for Education and Research in Information Science and Technology, the University of Tokyo. Applying cutting-edge research insights to real-world business challenges to address societal issues through technology.
Education
Nakayama Lab (Quantum Machine Learning)
Nakajima Lab (Quantum Reservoir Computing)
Research Fields
Quantum machine learning, reservoir computing, soft computing