Consulting & AI Assessment
We assess your current digital and AI capabilities, identify high-value opportunities, and build a clear roadmap for responsible and effective AI adoption.
Learning Platforms
From UX and architecture to scalable backend and QA, we deliver robust platforms that improve your business results
AI & Data Products
We design and build deep-tech AI products — including intelligent tutors, learning analytics engines, recommendation systems, content-generation pipelines, and many more.
Quick AI Automation
Projects run in weeks, not months, helping your company to reduce manual work and boost efficiency without large budgets or complex IT transformations.
E-commerce
We help e-commerce businesses scale sales and operations using AI, data, and custom digital platforms.
Education & Training
We help education institutions modernize learning and operations using AI, data, and digital platforms.
Industrial Manufacturing
We deliver digital tools that optimize production, and reduce operational waste. From MES enhancements to automation and real-time analytics
Consulting & AI Assessment
We assess your current digital and AI capabilities, identify high-value opportunities, and build a clear roadmap for responsible and effective AI adoption.
Learning Platforms
From UX and architecture to scalable backend and QA, we deliver robust platforms that improve your business results
AI & Data Products
We design and build deep-tech AI products — including intelligent tutors, learning analytics engines, recommendation systems, content-generation pipelines, and many more.
Quick AI Automation
Projects run in weeks, not months, helping your company to reduce manual work and boost efficiency without large budgets or complex IT transformations.
E-commerce
We help e-commerce businesses scale sales and operations using AI, data, and custom digital platforms.
EdTech projects development
Through in-depth research and analysis, we identify opportunities for growth, target audience insights, and the most effective channels to reach them.
Industrial Manufacturing
We deliver digital tools that optimize production, and reduce operational waste. From MES enhancements to automation and real-time analytics
Computer Vision
AI Architecture
Strategy for a Video Analytics Platform for a CIS
Restaurant Chain
The solution enables customer recognition, real-time loyalty automation, kitchen quality control, and fraud prevention — setting the foundation for a scalable proprietary product.
Introduction
A restaurant chain approached us with a strategic challenge: they wanted to build a next-generation video-analytics platform capable of transforming how their restaurants operate. The vision included customer recognition at the cashier, automatic loyalty rewards without cards, quality monitoring in kitchens, and detection of fraudulent staff behavior. Our role was to analyze the technological landscape, evaluate vendor options, and design a long-term strategy for building a scalable in-house product.
Business Challenges
1
Customer Experience & Personalization
2
Operational Quality & Compliance
3
Financial & Staff Control
Discovery Process
We conducted a structured discovery engagement combining technical research, product design, and architectural evaluation:
  • Performed a deep analysis of the video-analytics vendor ecosystem in the CIS and international markets.

  • Defined two strategic scenarios:
(1) adopt vendors initially and gradually replace components with in-house capabilities;
(2) build a proprietary system from the ground up.

  • Assessed feasibility of leveraging modern visual recognition models, speech-based customer interaction analysis, and on-premise vs. cloud-hybrid deployments.

  • Conducted multiple technical workshops with our architect (ex-Facebook, specialized in speech and vision systems), the project manager, UI/UX designer, and the client’s product team.

  • Designed core dashboards and operator interfaces to support customer analytics, quality monitoring, and fraud detection.

The result was a complete technology strategy supported by an actionable implementation roadmap.
Results
Technology Blueprint & Architecture
A detailed architecture describing data flows, model components and etc.
Build-vs-Buy Strategy
Clear scenarios on when to rely on vendors and when to transition to proprietary models.
Product Roadmap
A full delivery plan including MVP, Post-MVP milestones, and expected operational impact.
Ongoing Support
We continue working with the client to refine the concept and support the first phase of implementation.
Would you like to discuss your project?
We will help you grow your business by creating and implementing a technology strategy tailored to your needs.