You will get a custom AI Automation Roadmap & Technical Strategy

Project details
Stop hiring more Virtual Assistants. Start building an AI Workforce.
Most businesses are doing "AI" wrong. They subscribe to ChatGPT Plus and hope for the best. That isn't automation; that is just a faster typewriter.
I am an AI Solutions Architect based in the US (with global clients in Singapore & Dubai). I don't just write prompts; I engineer autonomous business systems that run 24/7 without human supervision.
What sets this audit apart? Unlike generic "consultants" who only know theory, I am a builder. My roadmaps are technically grounded in Python, n8n, RAG (Vector Databases), and Large Language Models (LLMs). I look at your messy, manual workflows—whether it's lead qualification, invoice processing, or customer support—and I design a clean, "Zero-Touch" architecture to replace them.
You will receive a clear Execution Blueprint:
The Math: Exact ROI calculations (Time & Money saved).
The Tech: Specific tool recommendations (OpenAI vs. Claude, Supabase vs. Neon).
The Path: A phased implementation plan to go from "Manual" to "Autonomous" in 4 weeks.
Don't guess with your tech stack. Get a professional architectural roadmap before you write a single line of code.
Most businesses are doing "AI" wrong. They subscribe to ChatGPT Plus and hope for the best. That isn't automation; that is just a faster typewriter.
I am an AI Solutions Architect based in the US (with global clients in Singapore & Dubai). I don't just write prompts; I engineer autonomous business systems that run 24/7 without human supervision.
What sets this audit apart? Unlike generic "consultants" who only know theory, I am a builder. My roadmaps are technically grounded in Python, n8n, RAG (Vector Databases), and Large Language Models (LLMs). I look at your messy, manual workflows—whether it's lead qualification, invoice processing, or customer support—and I design a clean, "Zero-Touch" architecture to replace them.
You will receive a clear Execution Blueprint:
The Math: Exact ROI calculations (Time & Money saved).
The Tech: Specific tool recommendations (OpenAI vs. Claude, Supabase vs. Neon).
The Path: A phased implementation plan to go from "Manual" to "Autonomous" in 4 weeks.
Don't guess with your tech stack. Get a professional architectural roadmap before you write a single line of code.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Regression Analysis, Transformer ModelAI Applications
AI Chatbot, AIOps, Automatic Speech Recognition, Conversational AI, Natural Language Generation, Natural Language Understanding, Sentiment Analysis, Synthetic Data GenerationAI Development Language
PythonAI Tools
Azure OpenAI, GitHub Copilot, Hugging Face, NVIDIA AI Platform, PyTorch, Replit, Streamlit, TensorFlowAI Models
BERT, ChatGPT, Dolly, GPT-3, GPT-4, GPT-Neo, LaMDA, LLaMA, OpenAI Codex, WhisperWhat's included
| Service Tiers |
Starter
$150
|
Standard
$300
|
Advanced
$500
|
|---|---|---|---|
| Delivery Time | 3 days | 5 days | 7 days |
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 | - | - | - |
Optional add-ons
You can add these on the next page.
1-Hour Live Consultation
(+ 1 Day)
+$150
Prototype Script (n8n)
(+ 3 Days)
+$300Frequently asked questions
65 reviews
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KL
Katherine L.
May 26, 2026
React Calendar + AI Training : DOT SAP Platform
Incomplete project. Haven't heard from contractor in over 60 days.
Sv
Sarvy v.
Feb 11, 2026
Infusionsoft Expert
KL
Katherine L.
Jan 28, 2026
Local AI Co-Pilot Dev: Llama 3.3 & HIPAA
What an amazing talent! Roue was always on top of things. Super patient with me and she knows what she's doing. We have extended another big project to Roue. She is an answer to our prayers. I highly recommend her for dev projects.
FC
Frank C.
Sep 18, 2025
Chatbot Prompt Writer
SS
Stephanie S.
Nov 11, 2024
Active Campaign Clean Up and Systemization Protocol with SOP Development
Roue demonstrated a solid understanding of Active Campaign, which was helpful for our initial needs. Her technical knowledge allowed us to make progress in our Active Campaign cleanup. We did face some challenges in communication, as it was difficult to connect with her during PST hours, which caused project delays. Additionally, her time estimates for certain tasks were higher than expected compared to other team members’ time estimates. Nevertheless, Roue’s grasp of the technical side is evident, and I appreciate her contributions in that area.
About Roue
AI Automation Architect | Custom Agents (RAG) | LLM Business Workflows
91%
Job Success
San Jose, United States - 2:40 pm local time
I don't just "set up automation." I build AI-Native Growth Engines that run your business 24/7. As a US-based AI Architect, I help SMEs in Singapore, Dubai, and the US replace manual admin work with intelligent, autonomous agents.
What I Build:
AI Sales Agents: Scrape leads, research them, and write hyper-personalized emails (Apollo + GPT-4o).
Internal Knowledge Bots (RAG): Chatbots that know every PDF and SOP in your company (Vector DBs + Python).
Operations Autopilots: End-to-end workflow automation (n8n + OpenAI) that handles invoicing and scheduling.
My Stack: Python, LangChain, OpenAI API, Supabase/Neon, n8n.
Ready to scale without increasing headcount? Book a consultation.
Steps for completing your project
After purchasing the project, send requirements so Roue can start the project.
Delivery time starts when Roue receives requirements from you.
Roue works on your project following the steps below.
Revisions may occur after the delivery date.
Intake & Discovery Analysis
I review your current workflow, analyze your tech stack compatibility, and identify the primary bottlenecks slowing down your operations.
Solution Architecture Design
I design the "To-Be" AI-Native workflow. I select the specific LLMs (GPT-4 vs Claude), database structure (RAG), and automation tools (n8n/Python) best suited for you.

