INDEPENDENT AI SYSTEMS STUDIO

WE BUILDAUTONOMOUSSYSTEMS.

We design AI agents and autonomous workflows
that turn ideas into systems that do real work.

Explore our systems

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AGENTS · AUTOMATION · DECISION SYSTEMS · GENERATIVE

OUR SYSTEMSFROM REASONING TO REALITY

Intelligence.
Set in motion.

Models are only the beginning. We build the context, tools and feedback loops that let AI do useful work.

Intelligence

AI systems that observe, reason and decide.

AI agentsLLM orchestrationContext architecture

Automation

Systems that move from decision to execution.

WorkflowsAPI integrationAgent orchestration

Decision Systems

Turn relevant context into clearer, faster decisions.

RetrievalEvaluationHuman review

Generative Systems

Software that turns inputs into new possibilities.

Video / image / audioMedia pipelines

HOW WE BUILDREASON → ACT → LEARN

Ideas become
operating systems.

A model is a starting point. We connect it to context, tools, evaluation and human oversight to design systems for real operations.

DESIGN PRINCIPLE

From model
to workflow.

We combine role-specific context, tools, evaluation and human checkpoints—then connect each step to real work.

Discuss a system

PROJECT PORTFOLIOAI SYSTEMS · DIGITAL PRODUCTS

IN DEVELOPMENT · VALIDATION

AI sales,
in motion.

We are developing and validating an AI sales workflow that identifies relevant conversations, assesses potential leads, prepares replies for human review, and uses outcomes to inform future decisions.

SNS AUTOMATIONLEAD INTELLIGENCEHUMAN REVIEW

MODEL INTEGRATION · PLANNED EVALUATION

We plan to evaluate Claude API for lead analysis and response drafting. It is not integrated in the current V1; this does not imply an Anthropic partnership.

Talk about AI systems

THREADS → LEAD PIPELINE

LISTENCollect conversations

⌁

ASSESSScore with AI

◌

REVIEWHuman-reviewed response

↗

LEARNImprove from outcomes

⟳

BUILT AROUND REAL WORKSNS AUTOMATION × AIWEBSITES × AIONLINE STORES × AIOPS AUTOMATION × AI

PROJECTS IN PROGRESS

From design to validation, each project is labeled with its current stage.

IN DEVELOPMENT

AFTER VOID Online Store

Developing an online shop and digital experience for the AFTER VOID brand. Public details will be limited to work approved for display.

ECOMMERCEDIGITAL EXPERIENCE

DESIGN & DEVELOPMENT

AI Sales Automation for Food Commerce

Designing an automation tool to support prospect organization and sales follow-up for food businesses, including acai commerce.

SALES WORKFLOWSAI AUTOMATION

IN DESIGN

Road Maintenance Support

Exploring AI-assisted workflows for organizing road damage information and preparing maintenance reports.

PUBLIC INFRASTRUCTUREREPORTING WORKFLOW

IN DEVELOPMENT

AI Content Service for E-commerce

Developing a service that helps create e-commerce content such as product imagery and video from product information. Features remain in development ahead of launch.

GENERATIVE CONTENTEC WORKFLOWS

LEGAL COMPANY INFORMATIONMr.ConfluenceMakers

Intelligence,
in operation.

Legal name: Ｍｒ．Ｃｏｎｆｌｕｅｎｃｅ　Ｍａｋｅｒｓ株式会社
English name: Mr.ConfluenceMakers Co., Ltd.
Corporate number: 4430001093962 ↗
National Tax Agency search ↗
Registered office: Kita 4-jo Nishi 4-chome 1-7
Chuo-ku, Sapporo, Hokkaido 060-0004, Japan
Representative: Ryo Handa / Representative Director
Incorporated: March 17, 2025
Contact: info@mrconflencemakers.com ↗
Focus: AI agents, autonomous workflows,
decision systems & generative AI
Website: mrconflencemakers.com ↗

START A CONVERSATIONHUMAN TO HUMAN

What should we build next?

LET’S BUILD
WHAT’S NEXT.

AI development. Automation. Product collaboration.
Let's connect the right ideas.

info@mrconflencemakers.com

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