Technology & Infrastructure Services
Innovative Technology Solutions for Web & E-Commerce & AI
Agile, Scalable Experiences for Sustainable Growth
It Starts with Data
In today's digital world, where $10/month websites are common, some argue that coding is no longer essential. We believe differently. Measurable, data-driven experiences are the true engine of growth — data is the new currency, ubiquitous and essential for informed decision-making.
At BMG, every website and app we build begins with structuring data that is highly relevant to your specific business needs. This foundation drives your entire digital strategy and ensures everything we build is built to perform.
From Inception to Creation
Our unique design process is centered around building a personalized vision for the future. By incorporating the latest consumer trends, cutting-edge design, and technological advancements, we craft solutions tailored precisely to your needs and goals.
We call this the BMG Creation Process — where innovation meets execution, turning your digital aspirations into reality. Every project begins with deep discovery, moves through rapid prototyping, and lands in a production environment built for scale from day one.
User Centered Experience
Our in-house design team collaborates closely with operations and analytics to ensure a seamless user experience across websites, apps, and mobile platforms. Design decisions at BMG are never decorative — they are grounded in behavioral data and conversion goals.
We create designs and full revamps that speak directly to your target audience, enhancing engagement and boosting conversions. With our focus on AI-powered solutions, we optimize every touchpoint for maximum impact across the full customer journey.
Enterprise Solutions with AI Integration
We specialize in building and supporting robust enterprise architectures, data management systems, and advanced AI solutions. Our services span requirements management, configuration management, systems testing, user acceptance testing, and independent verification and validation.
We work with top government entities and leading businesses to ensure the scalability, security, and efficiency of their digital infrastructure — systems engineered to perform under regulatory scrutiny and real-world enterprise load.
Big 3 Web Server Configuration
Red Hat vs. Ubuntu vs. an NVIDIA GPU Server? Large vs. x1Large? The options are vast — and the wrong call is expensive. We configure the right stack for your workload across AWS, Google Cloud, and Azure so you don't have to learn it all yourself.
From instance selection and OS configuration to network setup and security hardening, we get your cloud environment production-ready from day one.
China Server Deployment
Deploying in Mainland China isn't like anywhere else. Aliyun hosting, ICP licensing, and Great Firewall (GFW) compliance are non-negotiable — and each comes with regulatory nuances that trip up teams unfamiliar with the landscape.
We guide you through every requirement, from ICP filing to content compliance and CDN configuration, so your product launches in China without delays or takedowns.
私有雲部署
Running your own rack with a specialized firewall? We configure each port with precision — port binding, traffic routing, and security layers — tailored to your infrastructure for optimal performance with zero-compromise security.
Whether you're running a hybrid cloud or fully on-premise, we adapt the configuration to your exact environment and compliance requirements.
WAF配置
Your web applications face constant threats — SQL injection, XSS, and DDoS attacks don't take days off. We configure Web Application Firewalls with meticulous attention to your specific risk profile and traffic patterns.
Rulesets are tuned to your stack so protection is airtight without blocking legitimate users — security without the false positive headache.
24/7 Server Monitoring
Your infrastructure never sleeps, and neither do we. We continuously track health, performance, and security using cutting-edge monitoring tools — proactively detecting issues before they become outages. From real-time alerts to rapid incident response, we minimize downtime and maximize uptime for your critical systems.
AI Model Deployment
Getting a model out of a notebook and into production is where most teams stall. We eliminate that gap with end-to-end deployment across the platforms that matter: Vercel for globally distributed, edge-optimized inference with sub-100ms response times; Railway for containerized model APIs with zero-config CI/CD and instant rollbacks; and Google Vertex AI for enterprise-grade ML pipelines with managed autoscaling, built-in feature stores, and native BigQuery integration.
Every deployment starts with a proper environment: NVIDIA CUDA driver configuration, model containerization using Docker and ONNX runtime, environment variable management, and secrets handling. We layer in load balancing, horizontal pod autoscaling (HPA), and cold-start mitigation so your p95 latency stays predictable even when traffic spikes.
For real-time applications we implement server-sent event (SSE) streaming so token-by-token LLM responses reach users instantly. For high-throughput batch workloads we configure async job queues (Redis, BullMQ, Cloud Tasks) with webhook callbacks, dead-letter queues, and retry logic so no inference request is ever silently dropped. We also handle multi-region deployments, blue-green release patterns, and canary rollouts — ship model updates confidently, without downtime.
MCP Servers & Agentic Workflows
Model Context Protocol (MCP) is the emerging open standard — pioneered by Anthropic — for giving AI agents structured, secure access to external tools and data sources. Instead of brittle one-off integrations, MCP defines a clean interface between your LLM and the world: databases, REST APIs, CRMs, file systems, and third-party services all become first-class tools your agent can call with proper permission scoping.
We build production MCP servers tailored to your stack and implement Microsoft Semantic Kernel as the orchestration layer — linking LLMs, tool calls, memory systems, and business logic into coherent multi-step workflows. From single-agent assistants to fully autonomous multi-agent pipelines, every system ships with full trace logging via LangSmith or Langfuse.
AI Infra, GPU Servers & LLM Ops
We provision and configure NVIDIA GPU servers — A100 80GB, H100 SXM, and multi-GPU clusters — with CUDA environments optimized for your model architecture, NCCL for multi-GPU communication, tensor and pipeline parallelism, and quantization (INT8, FP16, GPTQ, AWQ) to cut memory footprint without sacrificing accuracy. We tune serving frameworks like vLLM and TensorRT-LLM for maximum throughput.
Beyond hardware, we implement full LLM Ops: model versioning with MLflow/DVC, A/B testing on live traffic, prompt drift detection, cost-per-token dashboards, and fine-tuning pipelines with LoRA and QLoRA adapters — so your models stay sharp as your data evolves.