AI-based email monitoring module for timely proposal detection — Horesz-L Digital

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AI-based email monitoring module for timely proposal detection

HST Management Group's AI-based solution that automatically monitors, analyzes, and prioritizes incoming business proposals, preventing the loss of important opportunities.

HST Management Group's AI-based solution that automatically monitors, analyzes, and prioritizes incoming business proposals, preventing the loss of important opportunities.

Introduction

HST Management Group encounters numerous industrial and energy project proposals, supplier inquiries, and collaboration opportunities daily. These typically arrive via email, often directly to executives, project managers, or sales representatives.

Previously, important proposals were sometimes:

  • not detected in time,
  • important emails escaped attention,
  • response delays resulted in lost opportunities.
To solve this problem, an AI-based email monitoring module was developed that automatically analyzes incoming emails and sends real-time notifications about proposal-like messages on Discord.

HST Sales Team

AI
EmailMonitor Botnow
New proposal received
Partnership proposal - Energy projectHigh priority

Sender: partner@energia.hu

Recipient: info@hst.hu

Sent time: 2025.05.21. 14:36

Summary:

Partner Energy Ltd. is seeking a contractor for a solar park, requesting a comprehensive proposal for a 1.2MW capacity system. Expected construction start: Q3 2025. Deadline: 5 business days.

Automatically forwarded to CRM system

Monthly statistics

28
Recognized proposals
92%
Accuracy
-64%
Response time
HST Management Group AI-based email monitoring system - Automatic proposal processing and notification

Solution Process

1

Content Processing

The system automatically processes message subjects and bodies, extracting relevant information.

2

AI-based Intent Recognition

Artificial intelligence applies natural language processing (NLP) to recognize whether the email contains proposals, inquiries, or project initiation intent.

3

Relevance Assessment

Each email receives a percentage score indicating the probability of containing meaningful business opportunities.

4

Discord Channel Notification

When an email exceeds the predefined threshold, the system creates a summary and immediately forwards it to HST's internal sales channel.

Business Value

The AI module provided a direct answer to a specific, practical problem: "Don't let any important proposal get lost."

HST is now able to:

  • react immediately to new proposals – even outside business hours if necessary,
  • prioritize emails without manually reviewing everything,
  • provide team visibility on potential opportunities.
This significantly reduced the number of lost or delayed responses, which is particularly important in the fast decision-making industrial sector. AI email monitoring system operation

Technical Implementation

The system monitors emails in the specified account through Gmail (IMAP or OAuth2 API) integration and consists of several components:
  • API Integration: Gmail API connection for continuous email monitoring
  • Text Analysis Engine: NLP-based AI model for content evaluation
  • Classification Algorithm: Machine learning models for relevance calculation
  • Discord Webhook: Automatic notification mechanism for important messages

Experience and Results

Since the system implementation:
  • Successfully detected and processed several proposals that would have been lost in daily email traffic
  • The AI module accuracy continuously improves as we integrate HST feedback into the system's learning cycle
  • The response time significantly decreased, providing serious advantage during business negotiations
  • Sales team efficiency increased as they can focus on truly important inquiries

Continuous Development

Future objectives:
  • Expanding the system to multiple accounts or team-level email addresses
  • Refining summaries with context-sensitive paragraph highlighting
  • Email prioritization based on project size, financial volume, or partner
  • Connecting the system to CRM for automatic contact management
The system thus functions not only as a technical tool but also as a strategic decision support module in HST's business development.

Next Step

The AI-based email monitoring system can be further expanded and customized according to company needs. Such automated solutions provide significant resource savings in sales and project management areas.

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  • ai
  • email processing
  • automation
  • discord integration
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