Automatic Reporting of Battlefield Series Game Statistics

Advanced data orchestration and Discord integration that automatically detects the end of a session and delivers detailed statistics directly to your Discord server.

Players want to track their progress and analyze their gameplay, but manually checking stats is time-consuming and breaks the flow.

Now everything happens automatically.

Automatic session end detection The system monitors the game API in real time and detects when a session ends. No action required from the player – no commands, no clicks, no screenshots.

No interaction, full automation.

USED TECHNOLOGIES

  • Automation: Python, VBA, Power Query
  • Database: MySQL
  • API Integrations (including): Steam, PlayStation Network, Xbox Live, Discord, Microsoft Graph, Game Tools Network, OpenAI API
  • Machine Learning: FacebookProphet, XGBoost
  • Visualization and Analysis: MS Excel
  • Notifications: Discord (automatic notification system)

CURRENT SESSION SUMMARY

Automatic session summary is not just a message — it’s a complete report available in one place. All collected metrics are sent to a central database, where they are aggregated, stored, and ready for analysis.

The embed sent to Discord is the fastest and most convenient way to view key session results at any time — from a condensed “top metrics” view to a link to the full dashboard with detailed charts and heatmaps.

Why show a notification:

  • Instant availability: key results visible without logging into additional tools.
  • Share and discuss: easy sharing and team discussion without leaving Discord.
  • Full data linkage: every embed includes `session_id` and a link to the detailed report in the database.

The Discord embed acts as a quick control panel: a fast overview in chat and full access to data in the dashboard whenever you need deeper analysis.

DATA ANALYSIS AND AI RECOMMENDATIONS

As part of the Headshot Haven Gaming Tracker project, we integrated an advanced AI Coach module that uses machine learning to process raw gaming data and OpenAI (GPT-4) to generate personalized tips.

This functionality enriches the existing data orchestration with a predictive and contextual layer, enabling players not only to track their stats but also to receive AI-generated analysis and recommendations.

What AI does with this data:

  • Identifies patterns
  • Personalizes recommendations
  • Monitors progress

CURRENT PLAYER STATISTICS

The system provides instant access to the latest achievements in Battlefield 5, Battlefield 2042, and Battlefield 6. Users select a player and a specific title using interactive dropdown menus directly in Discord, and the application displays a comprehensive set of metrics in a clean embed format.

Key advantages:

  • No need to log in to external services
  • Immediate access to up-to-date data
  • Clear presentation in dedicated embed fields
  • Integration with the app’s own database

This feature eliminates the need to switch between apps or websites — all key stats are available with a single click, right where team communication happens.

STATISTICS COMPARISON – BENCHMARK

The comparison module allows you to compare the achievements of two players in a selected Battlefield title. The system automatically analyzes both users’ metrics and presents the results in a clear table with visual indicators of advantage.

How it works:

  • Select two players via interactive dropdown menu
  • Choose a specific Battlefield title
  • Automatic comparison of basic stats (kills, deaths, playtime)
  • Efficiency metrics analysis (headshot percentage, kills per minute)
  • Results visualization using emojis

Automatic calculations include:

  • Derived stats (e.g., assists per match)
  • Efficiency indicators
  • Analytical performance metrics
  • Percentage-based skill comparisons

This tool transforms raw numbers into actionable insights – showing who dominates in specific aspects of gameplay and where there’s room for improvement.