You will get an AI email triage agent with classification and draft replies
Project details
You'll get an AI-powered email triage system that automatically classifies incoming emails, prioritizes them by urgency, and drafts professional responses — all with human-in-the-loop approval before anything is sent.
Built with the Claude API using structured tool_choice output for reliable, consistent classification. No fragile text parsing — every email gets categorized into your custom taxonomy with a confidence score.
What's included:
• AI classification engine — categorizes emails by type, priority, and urgency using your custom rules
• Streamlit dashboard — batch inbox processing, draft review, one-click approve/edit/skip
• Human-in-the-loop workflow — no email is sent without your approval
• Domain-specific prompts — tuned to your industry (property management, SaaS, e-commerce, etc.)
Tech stack: Python, Claude API (tool_choice for structured output), Streamlit, FastAPI. Can integrate with Gmail API, Microsoft Graph, or SMTP for live email connectivity.
I specialize in Claude API automation and build production agents daily using Claude Code. This isn't a side experiment — it's my core stack.
Built with the Claude API using structured tool_choice output for reliable, consistent classification. No fragile text parsing — every email gets categorized into your custom taxonomy with a confidence score.
What's included:
• AI classification engine — categorizes emails by type, priority, and urgency using your custom rules
• Streamlit dashboard — batch inbox processing, draft review, one-click approve/edit/skip
• Human-in-the-loop workflow — no email is sent without your approval
• Domain-specific prompts — tuned to your industry (property management, SaaS, e-commerce, etc.)
Tech stack: Python, Claude API (tool_choice for structured output), Streamlit, FastAPI. Can integrate with Gmail API, Microsoft Graph, or SMTP for live email connectivity.
I specialize in Claude API automation and build production agents daily using Claude Code. This isn't a side experiment — it's my core stack.
AI Algorithms
Large Language Model, Transformer ModelAI Applications
AI-Enhanced Classification, Natural Language Generation, Natural Language Understanding, Sentiment AnalysisAI Development Language
PythonAI Tools
StreamlitAI Models
ChatGPTWhat's included
| Service Tiers |
Starter
$150
|
Standard
$300
|
Advanced
$500
|
|---|---|---|---|
| Delivery Time | 5 days | 7 days | 14 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 Tresno
AI Agent Developer | Python & Automation Engineer | Claude API & n8n
Singapore, Singapore - 3:05 pm local time
Background: 15+ years in fintech and digital innovation. Former Product Owner at Great Eastern Life (SGFinDex), Digital Innovation Manager at Phillip Securities where I built robo-advisory POCs, AI stock recommendation engines, and intraday trading algorithms. MSc Quantitative Finance, BSc Computer Science (USC).
What I deliver:
- AI agent development (Claude API, tool_use, structured outputs)
- Workflow automation with n8n, FastAPI, and Supabase
- Trading system development (MQL4/5, MT4, backtesting)
- Full-stack web applications and dashboards
- Data analysis and machine learning pipelines
I ship production-ready code with clean architecture. Available for both project-based and ongoing engagements.
Steps for completing your project
After purchasing the project, send requirements so Tresno can start the project.
Delivery time starts when Tresno receives requirements from you.
Tresno works on your project following the steps below.
Revisions may occur after the delivery date.
Discovery and email taxonomy setup
Review your current email workflow, define categories and priority rules. Configure the Claude API classification prompt for your domain.
Build AI agent and Streamlit dashboard
Develop the classification engine using Claude API with structured tool_choice output. Build the inbox dashboard with batch processing, draft responses, and human approval workflow.