Learn how Teamvoy automated sales workflows, improved revenue forecasting, and connected business systems for a custom product manufacturer.
    Learn how Teamvoy automated sales workflows, improved revenue forecasting, and connected business systems for a custom product manufacturer.
    Learn how Teamvoy automated sales workflows, improved revenue forecasting, and connected business systems for a custom product manufacturer.
    Learn how Teamvoy automated sales workflows, improved revenue forecasting, and connected business systems for a custom product manufacturer.

    01. Our client

    01. Our client

    Our client is a modern, tech-savvy restaurant and wine bar, functioning also as a custom product manufacturer within the HoReCa sector. They heavily rely on data and technology to optimize daily operations and inform mid- and long-term strategic decisions.

    Despite being ahead of the curve in terms of digital mindset, the client’s existing systems lacked integration, automation, and scalability—leading to time-consuming manual workflows that held back their growth.

    02. Challenge

    02. Challenge

    Before partnering with Teamvoy, the client faced several operational and analytical hurdles typical for businesses in the HoReCa industry:

    • No reliable model for revenue prediction
    • Manual handling of analytics, inventory, and accounting
    • Disconnected systems and tools across departments
    • High human error risk due to manual data entry
    • Lack of visibility, accountability, and real-time tracking

    The client’s sales workflow—especially the quote generation and order approval process—took up to 7 days, creating friction in customer communication and internal operations.

    Their goal: implement a restaurant business automation solution to streamline all operations, automate quotes and analytics, and ensure data-driven decision-making with real-time insights.

    03. Solution

    03. Solution

    Teamvoy delivered a fully integrated, end-to-end custom product manufacturer software tailored specifically to HoReCa business processes. Key Components:

    Quote Automation & Sales Workflow Automation

    We engineered a quote automation module to instantly generate and approve customer quotes based on dynamic data, stock availability, and historical pricing. This reduced sales workflow cycles from 7 days to just 10 minutes, eliminating bottlenecks and boosting customer satisfaction.

    Workflow Automation for HoReCa

    A robust backend system was created to connect all business-critical components—POS, inventory, accounting, and customer communication—into a single automated pipeline.

    AI-Powered Forecasting

    We developed a custom AI/ML model using TensorFlow and PyTorch that:

    • Predicts revenue with 90-95% accuracy
    • Takes into account historical data, weather trends, and seasonal factors

    Chatbot Integration

    A multifunctional chatbot was introduced to monitor:

    • Real-time transactions
    • Storehouse updates
    • Financial alerts
    • Notifications for anomalies

    This allowed management to stay informed without logging into multiple systems.

    Google Docs Add-In

    To empower non-technical staff, we integrated Google Docs with automated reporting features. Now, team members can refresh reports or access real-time data without needing developer support.

    04. Results

    04. Results

    The transformation led to measurable improvements in both operational efficiency and financial performance:

    Metric Before After
    Sales Workflow Duration 7 days 10 minutes
    P&L and Cashflow Processing 3–5 days/month <30 minutes/month
    Revenue Prediction Accuracy ~60% 90–95%
    Inventory Efficiency Manual tracking Automated, real-time

    Additional benefits:

    • Reduced operational expenses
    • Improved inventory utilization and forecasting
    • Enhanced internal communication and decision-making speed

    05. Info

    05. Info

    Industry: HoReCa
    Client:
    Custom Product Manufacturer
    Case Study Categories: AI, Manufacturing
    Services:
    AI & Data Science, End-to-end product development, Workflow automation, Poster API & Google Docs integration

    Programming Languages: TypeScript, Python
    AI & ML Frameworks: TensorFlow, PyTorch
    Cloud & Integrations: Google Cloud Platform, Poster API, Telegram API, Google Docs Extension API

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