
Welcome! In today’s digital landscape, the speed and personalization of service are key determinants of success. Chatbots are no longer just a trendy addition; they are a strategic tool for optimizing operational processes and maximizing customer satisfaction.
VRG Soft offers more than simple automation—we provide the development of highly intelligent, scalable platforms that work for your business 24/7. We are ready to take on the entire lifecycle of creating your digital employee.
Technical Expertise: The Depth That Delivers Results
Our approach is founded on advanced engineering practices and a profound understanding of Artificial Intelligence technologies. We build bots that are capable of not only answering but also acting.

1. Advanced AI and NLP Technologies
A bot’s true intelligence begins with effective Natural Language Processing (NLP):
- Intent Recognition Models: We utilize custom models based on Transformers (e.g., BERT) or powerful cloud services (Dialogflow, Rasa) to accurately determine the user’s intent, regardless of the phrasing.
- Context Management (Dialogue Management): Our bot doesn’t suffer from “amnesia.” We engineer logic that allows the system to maintain the history and context of the conversation, ensuring a smooth and logical dialogue flow.
- Entity Extraction: The ability to extract critical data from text (dates, order numbers, names), which is immediately used for API calls and transaction processing.
- Sentiment Analysis: Integration of modules to gauge the emotional tone, enabling the bot to promptly transfer dissatisfied clients to a live operator, mitigating negative feedback.
2. Architecture, Reliability, and Tech Stack
We build platforms, not throwaway scripts. Our technology stack ensures high performance and scalability:
- Flexible Tech Stack: We employ Python (for rich ML libraries) and Node.js (for high-load asynchronous APIs), choosing the optimal solution based on project requirements.
- Microservices Architecture: Deployment utilizing Docker and Kubernetes in cloud environments (AWS, Google Cloud, Azure). This guarantees automatic scaling during peak loads and high fault tolerance.
- High-Speed Data Storage: We use a combination of PostgreSQL for transactional data and Redis for high-speed session caching, ensuring instant response times.
3. API and Seamless Integration
The true value of a VRG Soft bot lies in its ability to integrate with your business landscape:
- RESTful/gRPC APIs: Development of secure APIs for integration with your core systems: CRM (Salesforce, AmoCRM), ERP (SAP), internal databases, inventory, and payment systems.
- Omnichannel Capability: The bot’s single logic is integrated across all platforms where your customers are: Telegram, WhatsApp, Viber, Facebook, corporate web chat.
- Security Mechanisms: All communications and transactions are protected by modern protocols (HTTPS, OAuth 2.0, JWT), ensuring the safety of confidential data.
4. Monitoring, Analytics, and Management
We provide the tools to control and continuously improve your bot’s performance:
- Logging and Tracing Systems: Using the ELK Stack (Elasticsearch, Logstash, Kibana) or Prometheus/Grafana for deep, real-time analysis of the bot’s operations.
- Performance Metrics: Tracking key performance indicators (KPIs) such as Conversion Rate (CR), Customer Satisfaction (CSAT), and Fall-back Rate (the percentage of unrecognized queries), allowing for continuous optimization of dialogue flows.
Why Choose VRG Soft?
We are not just coders; we are an engineering partner. Our full development cycle includes deep business analysis, designing optimal dialogue scenarios (UX/UI of conversations), and implementation that guarantees a return on investment.

We are equipped to realize:
- Customer Support: Automation of FAQs, password resets, and order status checks.
- Sales and Lead Generation: Customer qualification, catalog showcasing, order placement, and payment processing.
- Internal Tasks (HR/IT): Onboarding, answering policy questions, processing requests for time off or technical assistance.
VRG Soft creates not just a tool, but an intelligent, reliable, digital employee that works tirelessly for you.
Would you like to discuss the specific business challenges that an intelligent chatbot could solve for your company?