You will get A Custom AI Operations Engine for Business Automation.

Project details
Sentrya Ops is an AI Operations Engine built to structure and automate business workflows with a professional, scalable logic layer.
This system is designed for businesses that need more than a simple bot. It helps transform incoming requests, leads, or operational inputs into structured routing, qualification, follow-up logic, and decision-ready outputs.
Sentrya Ops can be adapted for lead handling, CRM routing, follow-up strategy, reporting flows, operational summaries, and ad-support workflows. The architecture is already validated as an AI orchestration framework, while live integrations with CRM, messaging, scheduling, reporting, or advertising platforms are connected according to each client’s stack and project scope.
This project is ideal for companies that want a cleaner operations flow, smarter automation logic, and a custom AI system built around real business processes — not a generic template.
You receive a premium workflow structure, client-specific adaptation, and a system designed to support real operational execution.
This system is designed for businesses that need more than a simple bot. It helps transform incoming requests, leads, or operational inputs into structured routing, qualification, follow-up logic, and decision-ready outputs.
Sentrya Ops can be adapted for lead handling, CRM routing, follow-up strategy, reporting flows, operational summaries, and ad-support workflows. The architecture is already validated as an AI orchestration framework, while live integrations with CRM, messaging, scheduling, reporting, or advertising platforms are connected according to each client’s stack and project scope.
This project is ideal for companies that want a cleaner operations flow, smarter automation logic, and a custom AI system built around real business processes — not a generic template.
You receive a premium workflow structure, client-specific adaptation, and a system designed to support real operational execution.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Transformer ModelAI Applications
AI Chatbot, AIOps, Conversational AI, Natural Language Generation, Natural Language UnderstandingAI Development Language
PythonAI Models
ChatGPT, GPT-4, LLaMAWhat's included
| Service Tiers |
Starter
$59
|
Standard
$129
|
Advanced
$249
|
|---|---|---|---|
| Delivery Time | 3 days | 5 days | 7 days |
Number of Revisions | 1 | 2 | 4 |
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.
Fast Delivery
+$19 - $49
Additional Revision
+$25
1. Extra Integration
(+ 1 Day)
+$39
2. Extra Automation Flow
(+ 1 Day)
+$35
3. Admin Dashboard Setup
(+ 2 Days)
+$49Frequently asked questions
About Thiago
AI Agent Developer | LangGraph, LangChain, APIs & n8n
Porto Alegre, Brazil - 6:05 am local time
I help businesses create AI-powered systems that connect language models, APIs, automations, data, external tools, and real workflows. My work is focused on building systems that can receive information, understand context, classify requests, apply logic, trigger tools, structure data, and deliver useful outputs to people, platforms, or business systems.
My current stack includes Python, LangGraph, LangChain, LangSmith, Langflow, APIs, webhooks, Docker, n8n, OpenAI/Groq, VPS infrastructure, reverse proxy, SSL, and self-hosted environments.
I use n8n as part of my stack for orchestration and integration, but my work is not limited to basic workflows. I combine n8n with agent frameworks, Python logic, structured JSON outputs, API integrations, observability, and self-hosted infrastructure to build AI systems that are organized, traceable, and easier to maintain.
I can help with:
- AI agents for business operations, support, triage, and routing
- LangGraph and LangChain agent workflows
- n8n automation and workflow orchestration
- API, webhook, CRM, WhatsApp, and Telegram integrations
- Structured JSON outputs and tool-calling logic
- LangSmith observability and LLM tracing
- Self-hosted AI automation environments with Docker, VPS, SSL, and reverse proxy
- Input validation, security layers, monitoring, and operational safeguards
One of my main portfolio projects is Sentrya Ops V2, an Agentic AI Operations Desk designed with multi-LLM routing, security, observability, Telegram Admin Console, dashboard monitoring, and integration with external tools.
My goal is to build AI systems that are functional, secure, well-structured, and useful in real business scenarios — not just isolated prompts, disconnected automations, or short-lived prototypes.
I work best with clients who need a reliable technical partner to design, connect, and structure AI systems that can support real operations.
Steps for completing your project
After purchasing the project, send requirements so Thiago can start the project.
Delivery time starts when Thiago receives requirements from you.
Thiago works on your project following the steps below.
Revisions may occur after the delivery date.
Workflow Discovery & Client Requirements Review
Review the client’s workflow, business goals, requirements, tools, and systems to define the correct implementation structure for the project.
System Configuration & Workflow Build
Configure the Sentrya Ops workflow, operational logic, routing structure, and core implementation layer based on the approved project scope. Step 3


