SENTRY – AI-Powered Field Inspection & Portfolio Generation Platform

Where Field Intelligence Becomes Actionable Insight

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Overview

SENTRY is an AI-powered field inspection and portfolio generation platform designed to transform raw field observations into structured reports, actionable insights, and executive-ready documentation.

The platform combines mobile field operations, GPS tracking, evidence collection, AI analysis, automated report generation, and portfolio creation into a unified workflow.

SENTRY enables organizations to:

• Conduct structured field inspections
• Capture evidence in real time
• Record voice observations
• Track field routes using GPS
• Generate AI-powered insights
• Produce professional reports automatically
• Build executive portfolios from inspection data

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Key Features

Field Operations

• Session-based inspections
• GPS route tracking
• Real-time field monitoring
• Evidence capture workflow
• Voice observation recording
• Structured inspection management

Artificial Intelligence

• SENTRY AI Assistant
• Intelligent field-data analysis
• Context-aware recommendations
• Automated insight generation
• Natural language interaction
• Multi-provider AI integration

Reporting & Documentation

• Automated report generation
• Executive summaries
• AI-generated findings
• Portfolio generation
• Export-ready documentation
• Evidence-backed reporting

Platform Infrastructure

• Dockerized deployment
• Redis task queue
• Celery background workers
• PostgreSQL persistence
• MinIO object storage
• Prometheus monitoring
• Grafana dashboards
• Flower task monitoring

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System Workflow

Field Session
      │
      ▼
GPS Tracking + Evidence Collection
      │
      ▼
Voice Observations
      │
      ▼
AI Analysis Engine
      │
      ▼
Insights & Recommendations
      │
      ▼
Automated Report Generation
      │
      ▼
Portfolio Creation
      │
      ▼
Executive Deliverables

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Screenshots

Dashboard

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Session Creation

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Route Tracking

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Evidence Capture

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Voice Observation

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AI Insights

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Portfolio Generation

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Generated Report

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Final Portfolio

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Technology Stack

Frontend

• React Native
• Expo
• TypeScript
• Zustand

Backend

• FastAPI
• Python

Database

• PostgreSQL
• pgvector

Artificial Intelligence

• Google Gemini
• Multi-Provider LLM Gateway
• Custom Assistant Service

Infrastructure

• Docker
• Docker Compose
• Redis
• Celery

Object Storage

• MinIO

Monitoring

• Prometheus
• Grafana
• Flower

Authentication

• JWT Authentication

Testing

• Pytest
• TypeScript Validation

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Architecture

┌───────────────────────┐
│   React Native App    │
└──────────┬────────────┘
           │
           ▼
┌───────────────────────┐
│      FastAPI API      │
└──────────┬────────────┘
           │
 ┌─────────┼─────────┐
 ▼         ▼         ▼
AI      PostgreSQL  MinIO
Engine   + pgvector Storage
 │
 ▼
Redis
 │
 ▼
Celery Workers
 │
 ▼
Reports & Analytics

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Monitoring Stack

The platform includes a production monitoring ecosystem:

• Grafana Dashboards
• Prometheus Metrics
• Flower Worker Monitoring
• Health Checks
• API Diagnostics
• Service Observability

Available services:

• Grafana
• Prometheus
• Flower
• FastAPI Health Endpoints

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API Documentation

Swagger UI is available after startup:

http://localhost:8000/docs

OpenAPI schema:

http://localhost:8000/openapi.json

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Local Development

Clone Repository

git clone <repository-url>
cd SENTRY

Start Backend

cd backend

python -m venv venv

# Windows
venv\Scripts\activate

pip install -r requirements.txt

Run Backend

uvicorn app.main:app --reload

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Docker Deployment

Start all services:

docker compose up -d

Verify containers:

docker ps

Access services:

Service	URL
API	http://localhost:8000
Swagger	http://localhost:8000/docs
Grafana	http://localhost:3000
Prometheus	http://localhost:9090
Flower	http://localhost:5555
MinIO	http://localhost:9001

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SENTRY AI Assistant

The integrated AI Assistant supports:

• General knowledge queries
• Travel planning
• Recommendations
• Study plans
• Coding assistance
• Decision support
• Task management
• Reminder management
• Operational assistance

The assistant uses an intent-routing architecture that separates:

• General Assistant
• Task Management
• Reminder Management
• SENTRY Operations

to ensure correct tool usage and natural conversational behavior.

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Roadmap

Planned Enhancements

• Multi-language support
• Advanced analytics
• AI-generated presentations
• Offline synchronization
• Geospatial intelligence
• Enterprise RBAC
• Mobile notifications
• Advanced portfolio customization

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License

This project is licensed under the MIT License.

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Author

Developed as a production-grade AI-powered field intelligence platform focused on transforming field observations into actionable business intelligence.

SENTRY — Where Field Intelligence Becomes Actionable Insight