· Case Study · 1 min read
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.
Introduction
Previously, important proposals were sometimes:
- not detected in time,
- important emails escaped attention,
- response delays resulted in lost opportunities.
HST Sales Team
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.
Monthly statistics
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
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.
Technical Implementation
- 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
- 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
- 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
Next Step
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- ai
- email processing
- automation
- discord integration