AI Automation & Orchestration
We build AI automation and orchestration systems that connect data, workflows, and decision layers across commerce environments. From AI assistants and personalization engines to catalog automation and agent-driven workflows, we engineer operational AI infrastructure designed for Shopify, headless, and custom commerce platforms.
AI Assistant Development
AI assistant development for corporate websites, commerce platforms, and internal systems. We build assistants that support users and teams with structured knowledge access, task automation, and integration into existing business processes.
Provider of GPT-4 and o-series models — used for AI shopping assistants, product content generation, B2B procurement agent logic, and ACP transaction integration via ChatGPT.
Google Cloud's managed AI platform for production ML model deployment, fine-tuning, and multimodal applications — the infrastructure layer behind UCP integrations.
The AI research company behind the Grok model family — applied selectively in specific AI commerce and research contexts requiring alternative model capabilities.
A framework for building LLM-powered applications — used at B2X for agent orchestration, RAG pipelines, and structured tool use in commerce automation workflows.
An LLM observability platform for monitoring, evaluating, and debugging AI agent behavior in production — tracking prompt performance and decision quality.
An open-source backend platform built on PostgreSQL, offering a real-time database, authentication, and storage API — used for rapid backend development and prototyping.
An open-source workflow automation platform for building AI-augmented business process automations — self-hostable for full data control in DACH environments.
A versatile programming language used for data processing pipelines, AI/ML integrations, catalog transformation workflows, and LangChain-based agentic systems.
A JavaScript runtime for server-side applications — the primary backend runtime at B2X for commerce API services, middleware layers, and MCP endpoint implementations.
A React-based framework for building server-rendered and statically generated web applications. Used as the primary headless storefront layer at B2X — enabling sub-200ms page loads and clean structured data delivery.
Voice Assistants
Voice assistant development for ecommerce storefronts, commerce platforms, and customer-facing systems. We build speech interfaces that enable product discovery, order support, and transactional interactions — integrated into Shopify, headless, and custom commerce stacks.
Provider of GPT-4 and o-series models — used for AI shopping assistants, product content generation, B2B procurement agent logic, and ACP transaction integration via ChatGPT.
Google Cloud's managed AI platform for production ML model deployment, fine-tuning, and multimodal applications — the infrastructure layer behind UCP integrations.
A framework for building LLM-powered applications — used at B2X for agent orchestration, RAG pipelines, and structured tool use in commerce automation workflows.
An LLM observability platform for monitoring, evaluating, and debugging AI agent behavior in production — tracking prompt performance and decision quality.
A versatile programming language used for data processing pipelines, AI/ML integrations, catalog transformation workflows, and LangChain-based agentic systems.
A JavaScript runtime for server-side applications — the primary backend runtime at B2X for commerce API services, middleware layers, and MCP endpoint implementations.
A React-based framework for building server-rendered and statically generated web applications. Used as the primary headless storefront layer at B2X — enabling sub-200ms page loads and clean structured data delivery.
A cross-platform mobile framework for building iOS and Android applications using React — used for commerce-adjacent mobile apps sharing logic with web storefronts.
Amazon Web Services — the primary cloud infrastructure provider at B2X for custom commerce applications, backend services, and AI workloads. EU region deployment available for DACH data residency compliance.
Personalization Engines
Personalization engine development for Shopify and headless commerce platforms. We build real-time recommendation and merchandising systems driven by behavioral signals, purchase history, and first-party data — without relying on third-party black-box tools.
Provider of GPT-4 and o-series models — used for AI shopping assistants, product content generation, B2B procurement agent logic, and ACP transaction integration via ChatGPT.
Google Cloud's managed AI platform for production ML model deployment, fine-tuning, and multimodal applications — the infrastructure layer behind UCP integrations.
Google's open-source machine learning framework for training and deploying custom models — applied in computer vision and demand forecasting implementations.
Google's serverless cloud data warehouse for large-scale analytics pipelines, behavioral data processing, and BI reporting on commerce data.
A JavaScript runtime for server-side applications — the primary backend runtime at B2X for commerce API services, middleware layers, and MCP endpoint implementations.
A React-based framework for building server-rendered and statically generated web applications. Used as the primary headless storefront layer at B2X — enabling sub-200ms page loads and clean structured data delivery.
A customer data platform for unified event tracking, cross-platform identity resolution, and data pipeline management across analytics and marketing tools.
Shopify's REST and GraphQL Admin APIs for programmatic access to products, orders, customers, and inventory — the primary interface for custom integrations and MCP data delivery.
Recommendation Engines
Recommendation engine development for Shopify, Shopify Plus, and headless commerce. We implement product discovery, upsell, and cross-sell logic using collaborative and content-based filtering models — built on your catalog structure and first-party customer data.
An open-source deep learning framework for custom model training, computer vision implementations, and research-grade AI prototyping.
Google's open-source machine learning framework for training and deploying custom models — applied in computer vision and demand forecasting implementations.
An open-source deep learning framework for custom model training, computer vision implementations, and research-grade AI prototyping.
Shopify's REST and GraphQL Admin APIs for programmatic access to products, orders, customers, and inventory — the primary interface for custom integrations and MCP data delivery.
Google's serverless cloud data warehouse for large-scale analytics pipelines, behavioral data processing, and BI reporting on commerce data.
A JavaScript runtime for server-side applications — the primary backend runtime at B2X for commerce API services, middleware layers, and MCP endpoint implementations.
A React-based framework for building server-rendered and statically generated web applications. Used as the primary headless storefront layer at B2X — enabling sub-200ms page loads and clean structured data delivery.
A managed vector database for embedding-based semantic search, product recommendation by similarity, and knowledge retrieval in AI agent workflows.
Deep Learning
Deep learning model development for ecommerce platforms and AI-powered commerce systems. We design, train, and deploy neural network models for recommendation, visual search, demand forecasting, and automated catalog intelligence at scale.
A versatile programming language used for data processing pipelines, AI/ML integrations, catalog transformation workflows, and LangChain-based agentic systems.
Google's open-source machine learning framework for training and deploying custom models — applied in computer vision and demand forecasting implementations.
An open-source deep learning framework for custom model training, computer vision implementations, and research-grade AI prototyping.
Google Cloud's managed AI platform for production ML model deployment, fine-tuning, and multimodal applications — the infrastructure layer behind UCP integrations.
Provider of GPT-4 and o-series models — used for AI shopping assistants, product content generation, B2B procurement agent logic, and ACP transaction integration via ChatGPT.
A high-level neural network API for rapid model development and prototyping — used in AI automation projects where fast iteration is more important than low-level control.
An open-source model hub providing access to thousands of pre-trained and fine-tuned models — used where self-hosted AI inference is required for data sovereignty compliance.
NVIDIA's parallel computing platform enabling GPU-accelerated processing — used for high-throughput ML model training and inference in AI-intensive commerce applications.
Computer Vision
Computer vision development for ecommerce platforms and commerce systems. We build visual search, catalog image classification, and product attribute extraction systems — integrated into Shopify, headless, and custom commerce architectures via API.
A versatile programming language used for data processing pipelines, AI/ML integrations, catalog transformation workflows, and LangChain-based agentic systems.
An open-source computer vision library for image processing pipelines, visual quality control automation, and product photography preprocessing.
Google's open-source machine learning framework for training and deploying custom models — applied in computer vision and demand forecasting implementations.
An open-source deep learning framework for custom model training, computer vision implementations, and research-grade AI prototyping.
Amazon's cloud-based image and video analysis service — used for object detection, visual content moderation, and automated image classification in commerce workflows.
Google's cloud-based computer vision API for image analysis, visual search, and automated catalog enrichment from product photography.
A managed vector database for embedding-based semantic search, product recommendation by similarity, and knowledge retrieval in AI agent workflows.