You will get a production-ready AI feature integrated into your existing SaaS

Project details
Add one focused AI capability to your existing SaaS without turning the codebase into a disposable demo. I will integrate a clearly defined AI feature into your product, covering the agreed backend API, frontend experience, data flow, error handling, configuration, tests, and deployment support.
With 20+ years in software development, I combine hands-on full-stack implementation with system architecture and 0-to-1 product experience. I work across TypeScript, React, Next.js, Node.js, Python, FastAPI, PostgreSQL, Supabase, Docker, cloud platforms, and leading LLM APIs.
The packages are intentionally scoped: Starter covers one backend integration; Standard delivers a complete frontend-and-backend feature; Advanced covers a production workflow with deployment, monitoring, documentation, and handoff. We will confirm acceptance criteria before work begins. If your request is broader than one feature, I will identify it early and recommend a custom contract instead of hiding scope risk.
With 20+ years in software development, I combine hands-on full-stack implementation with system architecture and 0-to-1 product experience. I work across TypeScript, React, Next.js, Node.js, Python, FastAPI, PostgreSQL, Supabase, Docker, cloud platforms, and leading LLM APIs.
The packages are intentionally scoped: Starter covers one backend integration; Standard delivers a complete frontend-and-backend feature; Advanced covers a production workflow with deployment, monitoring, documentation, and handoff. We will confirm acceptance criteria before work begins. If your request is broader than one feature, I will identify it early and recommend a custom contract instead of hiding scope risk.
AI Algorithms
Large Language Model, Transformer ModelAI Applications
AI Chatbot, Conversational AI, Natural Language Generation, Natural Language UnderstandingAI Development Language
PythonAI Tools
Azure OpenAI, Hugging FaceAI Models
ChatGPT, GPT-4What's included
| Service Tiers |
Starter
$499
|
Standard
$999
|
Advanced
$1,999
|
|---|---|---|---|
| Delivery Time | 5 days | 10 days | 15 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 Jerry
Senior Full-Stack AI & SaaS Developer | MVP to Production
Hangzhou, China - 3:03 pm local time
With 20+ years in software development, I combine hands-on 0-to-1 product building with experience leading large-scale production systems. You work with one senior developer who can see the whole product, make pragmatic tradeoffs, and ship maintainable software.
What I can help you build:
• SaaS MVPs and complete web applications
• AI-assisted SaaS features and hosted LLM API integrations
• APIs, admin dashboards, subscriptions, billing, and multi-tenant systems
• Scalable backend architecture and database design
• Existing-product modernization, performance, and reliability improvements
Selected experience:
• Built Amazing Chinese, an AI-powered Chinese learning platform, end to end
• Built Echoling, an AI-assisted spoken-English practice product
• Led a next-generation VAS platform at Tuya Smart supporting transactions, provisioning, metering, and billing for 100+ internal services
• Co-founded and architected a K-12 learning platform adopted by thousands of schools
Core stack:
TypeScript, React, Next.js, Node.js, Python, FastAPI, Java, PostgreSQL, MySQL, Supabase, Redis, Kafka, Docker, Cloudflare, and Vercel.
I focus on usable products, clean architecture, honest communication, and measurable delivery—not disposable demos. Share your goal, current stage, and constraints, and I’ll help identify the shortest responsible path to launch.
Steps for completing your project
After purchasing the project, send requirements so Jerry can start the project.
Delivery time starts when Jerry receives requirements from you.
Jerry works on your project following the steps below.
Revisions may occur after the delivery date.
Scope and technical alignment
I review the product, codebase, constraints, and acceptance criteria, then confirm the implementation boundary.
Implement and integrate the AI feature
I build the agreed backend and frontend integration with error handling, maintainable structure, and documented configuration.