You will get Design and build custom LLM AI agents for your business workflows


Project details
You will get a custom LLM-based AI agent and workflow designed around your existing tools and real business needs. I don’t just deliver a “cool demo”—I help you automate specific tasks and workflows so you can reduce manual work, run more campaigns, and improve your results.
With experience leading a 1.5-year AI transformation for a major enterprise client (60–80% workload reduction and 5–10x performance gains), I focus on clear business impact, not experiments that never ship. I handle the full process from understanding your current workflow, designing the AI agent behavior, and integrating with your tools, to testing, documentation, and handover.
The solution you receive will be practical, explainable, and ready to use by your team, with async-friendly communication and clear expectations at every step.
With experience leading a 1.5-year AI transformation for a major enterprise client (60–80% workload reduction and 5–10x performance gains), I focus on clear business impact, not experiments that never ship. I handle the full process from understanding your current workflow, designing the AI agent behavior, and integrating with your tools, to testing, documentation, and handover.
The solution you receive will be practical, explainable, and ready to use by your team, with async-friendly communication and clear expectations at every step.
AI Algorithms
Large Language ModelAI Applications
AI Chatbot, AI Content Creation, AI-Generated Code, Image Processing, Natural Language Generation, Natural Language Understanding, Synthetic Data Generation, Time Series AnalysisAI Development Language
PythonAI Tools
Azure OpenAI, Hugging Face, StreamlitAI Models
ChatGPT, OpenAI Codex, WhisperWhat's included
| Service Tiers |
Starter
$300
|
Standard
$800
|
Advanced
$1,500
|
|---|---|---|---|
| Delivery Time | 7 days | 14 days | 21 days |
Number of Revisions | 1 | 2 | 3 |
AI Model Integration | |||
Batch Normalization | - | - | - |
Database Integration | - | ||
Detailed Code Comments | |||
Image Upscaling | - | - | - |
MLOps | - | - | |
Model Deployment | - | ||
Model Documentation | |||
Model Monitoring | - | - | - |
Model Testing & Optimization | |||
Model Tuning | - | ||
Natural Language Processing | |||
NLP Tokenization | - | - | - |
Pre-Training | - | - | - |
Prompt Engineering | |||
Setup File | |||
Source Code |
Frequently asked questions
About Ryota
AI Solutions Architect | AI Agent Developer | Enterprise AI Consultant
Minato City, Japan - 12:10 pm local time
designing and deploying LLM-based systems for enterprise clients.
🎯 PROVEN RESULTS:
Led a 1.5-year AI transformation project for Japan's largest telecommunications
and TV company, delivering:
• 60-80% reduction in marketing operations workload
• 300-400% increase in campaign volume
• 5-10x improvement in conversion rates through AI-powered strategy
💼 WHAT I DO:
I specialize in end-to-end AI solution delivery:
• Business analysis & requirement definition
• AI system architecture design (LLM agents, workflows, automation)
• PoC development and validation
• Production deployment with process optimization
• Custom tool development tailored to client workflows
🔧 TECHNICAL EXPERTISE:
• LLM Integration: GPT, Gemini, custom fine-tuning
• AI Agent Development: crewAI, LangChain, multi-agent systems
• Backend: Python (FastAPI), SQL, REST APIs
• Frontend: Next.js, React
• Infrastructure: Azure Cloud, Docker, CI/CD
• AI Platforms: Dify, custom workflow automation
💡 MY APPROACH:
I combine technical expertise with business acumen, ensuring AI solutions
integrate seamlessly into existing operations while delivering measurable ROI.
I work closely with stakeholders to understand pain points and design solutions
that are both powerful and user-friendly.
🌐 WORK STYLE:
• Async, chat-based collaboration preferred
• Flexible scheduling (can work alongside main commitments)
• Clear communication and regular progress updates
• Focus on delivering value, not just code
Ready to help you transform your business with AI. Let's discuss your project!
Steps for completing your project
After purchasing the project, send requirements so Ryota can start the project.
Delivery time starts when Ryota receives requirements from you.
Ryota works on your project following the steps below.
Revisions may occur after the delivery date.
Discovery and requirements clarification
We clarify your goals, current workflow, tools, and success metrics. I review your examples and confirm scope, constraints, and deliverables before building.
AI agent and workflow design
I design the AI agent behavior, prompts, and workflow architecture, including how it integrates with your tools and when it should take actions.