Software and productised lab offerings you can run: AI GPU workstations, agentic frameworks, Claude Code / Cowork and ChatGPT for teams — plus WSL Proxy, Ring Promoter, AI Labs, CRM, and marketing tools.
Product catalog
Control planes, AI Labs, and applications your operators run every day
Hardware with Boston Limited
For AI Labs that need enterprise accelerated systems, we partner with Boston Limited — a trusted relationship spanning more than two decades.
Hardware — AI GPU workstations
NVIDIA Blackwell-class systems, Apple Mac Studio, and enterprise GPU boxes we design into AI Labs and SME packages
Workstation pairs Boston Limited enterprise systems with Apple Silicon labs so teams can train, fine-tune, and serve models on hardware they own. We do not invent SKUs or list unverified street prices — configurations are sized to your workload in discovery.
Read the AI GPU workstations guideDesktop AI
NVIDIA DGX Spark
Grace Blackwell GB10 desktop system with up to 128 GB unified memory and the NVIDIA AI software stack — built for secure local agents and models up to the ~200B-parameter class NVIDIA positions for this form factor.
- Grace Blackwell GB10
- 128 GB unified memory class
- Preloaded NVIDIA AI stack
- Desk-side private inference
Blackwell Ultra
NVIDIA DGX Station
Personal AI supercomputer featuring NVIDIA Blackwell Ultra / GB300-class hardware for trillion-parameter-class workloads, MIG partitioning, and enterprise deployment with NVIDIA AI Enterprise software options.
- Blackwell Ultra / GB300 class
- Desktop-to-lab deployment
- MIG multi-tenant options
- Windows and Linux paths
Apple Silicon
Apple Mac Studio (M5 Max / M5 Ultra)
Current Mac Studio lineup with M5 Max and M5 Ultra — unified memory and quiet thermals for MLX / Ollama / local RAG labs, hybrid overflow to NVIDIA when GPU FLOPS dominate.
- M5 Max and M5 Ultra chips
- Unified memory bandwidth uplift
- MLX / Ollama friendly
- Hybrid NVIDIA overflow
Partner systems
Enterprise GPU boxes & clusters
Boston Limited accelerated servers and GPU clusters for multi-node training, vLLM serving, and air-gapped AI Labs — sized with Workstation software (WSL Proxy, Ring Promoter, observability) in the middle.
- Boston Limited partnership
- Multi-GPU / Grace-class racks
- Private & edge AI Labs
- FinOps-aware sizing
Top AI agentic frameworks & orchestration
LangChain / LangGraph, Apache Airflow, and enterprise workflow patterns we operationalise in AI Labs
Agent frameworks alone do not make production systems. We combine graph-based agents with durable orchestration, approval gates, and observability so enterprise workflows survive real traffic.
Read the enterprise agentic frameworks guideLangChain & LangGraph
Composable LLM apps and stateful agent graphs — tool calling, human-in-the-loop interrupts, and durable checkpointing for long-horizon enterprise agents.
- RAG copilots
- Multi-agent ops cells
- Tool-using support agents
LangSmith & evaluation
Tracing, datasets, and eval loops so agent regressions are caught before promotion through int → test → acc → prod rings.
- Prompt/version evals
- Trace-driven debugging
- Cost & latency budgets
Apache Airflow 3
Durable DAGs for data prep, model refresh, RAG ingest, and scheduled agent jobs — Apache Airflow 3.x remains the enterprise backbone for batch and hybrid agent workflows.
- Knowledge ingest
- Model refresh cadences
- Compliance batch jobs
Enterprise workflow patterns
MCP connectors, approval gates, Ring Promoter health-gated deploys, and OpenTelemetry cost control — the operational layer that makes agent demos survivable in production.
- Human approval gates
- MCP tool governance
- Ring-based promotion
Claude Code, Claude Cowork & ChatGPT for business teams
Latest coding agents and team copilots — mapped to engineering, ops, finance, and GTM workflows
Anthropic’s Claude Code and Claude Cowork, plus OpenAI ChatGPT / Agents SDK models, are how business teams actually ship with AI today. We help you pick the right surface per team and run them with governance.
Read the Claude Code / Cowork & ChatGPT teams guideEngineering & platform
Claude Code
Anthropic’s agentic coding product for repository-scale work: multi-file edits, tests, and long-running coding agents in the terminal or IDE — suited to platform, SRE, and product engineering squads.
- Repo-aware coding agents
- Tests and refactors at scale
- Pairs with Claude models on Platform / Bedrock
Ops, PMO & knowledge work
Claude Cowork
Anthropic’s Claude Cowork product for desk-to-phone task workflows: connect data, schedule recurring work, and deliver decks, documents, or spreadsheets for human review — positioned for business teams beyond pure coding.
- Scheduled recurring tasks
- Decks, docs, spreadsheets
- Cross-device task check-in
GTM, support & builders
ChatGPT & OpenAI Agents
ChatGPT Team / Enterprise surfaces plus OpenAI Agents SDK / Agents API for custom tool-using agents. Current model lineup includes GPT-5.6-class and GPT-6-class APIs for reasoning, realtime, and multimodal team workflows.
- ChatGPT Team / Enterprise
- Agents SDK & API
- GPT-5.6 / GPT-6 class models
Cross-functional
Team playbooks by function
We map agents to finance, legal, support, marketing, and DevOps with MCP OAuth, Vault leases, and approval gates — so copilots help without becoming shadow IT.
- Role-based agent scopes
- MCP OAuth & Vault patterns
- Audit-friendly workflows
Featured Service
AI Vibe Coding Platform
Build Apps 10x Faster with AI-Powered Development
Transform your development workflow with AI Vibe Coding—the revolutionary approach that lets you build complete applications using natural language. Powered by Cursor IDE, GPT-4, Claude, and Gemini, our platform enables developers and non-developers alike to create production-ready iOS, Android, and web applications through conversational AI. Stop writing boilerplate code and start describing what you want to build.
点击以在新窗口中打开
10x
Faster Development
500+
Apps Built with AI
80%
Cost Reduction
99%
Client Satisfaction
Development Approach Options
选择 SaaS、本地部署或混合模式——您的业务，您做主
AI Vibe Coding
Build complete applications using natural language prompts. Describe your app in plain English and watch AI generate production-ready code instantly.
核心优势:
- No coding experience required
- 10x faster development
- Natural language to code
- Multi-language support
- Real-time debugging
适用于:
Startups, Indie developers, Non-technical founders
Startups, Indie developers, Non-technical founders
AI-Assisted Development
Enhance your existing development skills with AI pair programming. Get intelligent autocomplete, code review, and refactoring suggestions in real-time.
核心优势:
- Intelligent autocomplete
- AI code review
- Automated refactoring
- Bug detection
- Best practices enforcement
适用于:
Professional developers, Development teams, Agencies
Professional developers, Development teams, Agencies
Custom AI App Development
Full-service iOS and Android AI app development. Our experts build custom mobile applications with integrated AI capabilities tailored to your business needs.
核心优势:
- Native iOS & Android apps
- Custom AI integration
- App Store submission
- Ongoing maintenance
- Performance optimization
适用于:
Enterprises, Healthcare, Finance, E-commerce
Enterprises, Healthcare, Finance, E-commerce
AI Development Tools We Use
We leverage the most advanced AI coding tools to deliver exceptional results:
Cursor IDE
- AI-powered code generation
- Natural language to code conversion
- Intelligent autocomplete
- Multi-file editing with AI
- Codebase understanding & chat
GPT-4 & Claude Integration
- Advanced code reasoning
- Complex problem solving
- Code review and optimization
- Documentation generation
- Bug fixing and debugging
iOS Development (Swift/SwiftUI)
- Native SwiftUI interfaces
- Core ML integration
- Vision framework for image AI
- Siri & Shortcuts integration
- App Store optimization
Android Development (Kotlin)
- Jetpack Compose UI
- TensorFlow Lite integration
- ML Kit for on-device AI
- Google Assistant integration
- Play Store optimization
Why Choose AI Vibe Coding?
The Future of Software Development is Here
Traditional Development Takes Months
AI Vibe Coding Delivers in Days
影响: 10x faster time-to-market, rapid prototyping, instant iterations
Hiring Developers is Expensive
Build Apps Without Coding Experience
影响: 80% cost reduction, no recruitment hassle, immediate start
Technical Debt Slows Progress
AI Generates Clean, Maintainable Code
影响: Best practices by default, consistent code quality, easy maintenance
Mobile AI Integration is Complex
Pre-built AI Components & Templates
影响: ChatGPT, Vision AI, Voice AI ready to integrate
准备好引领 AI 革命了吗？
加入那些已在使用 Workstation AI native CRM 主导市场的前瞻性企业。
硬件
AI 工作站与开箱即用的套装——组装、安装并配置完成，让您在自有设备上运行私有 AI。
- Matched hardware + software
- Installed and configured
- Business-tailored GenAI
- Agentic automation ready
- 面向企业与大型组织的 OpenClaw
- OpenClaw pre-installed
- SME and Enterprise tiers
- MLX / Apple Silicon optimised
- SOP RAG + agent hooks
- Discovery workshop included
- Private ChatGPT-style stack
- RAG over company docs
- Ollama / vLLM / MLX
- Multi-user Professional tier
- Staff training included
- 多智能体编排
- MCP connectors to CRM & ops
- Approval gates for risky actions
- SME and Enterprise tiers
- Audit logs & observability
AI SME Packages Catalog
Hardware + software combination packages for SMEs and enterprises. Generative AI workstations, Agentic AI platforms, and OpenClaw for Business — installed, configured, and tailored to your industry and workflows.
核心优势:
质量:
UK assembly options, documented runbooks, staff onboarding workshop
UK assembly options, documented runbooks, staff onboarding workshop
支持:
UK & Brussels support, optional managed updates
UK & Brussels support, optional managed updates
面向企业与大型组织的 OpenClaw
Special OpenClaw packages for organisations: Apple Silicon (and hybrid NVIDIA) workstations with OpenClaw pre-installed, hardened for multi-user labs, and tailored to inspection, R&D cells, and enterprise robotics pilots.
核心优势:
质量:
Business-ready onboarding — not a raw open-source dump
Business-ready onboarding — not a raw open-source dump
支持:
Policy alignment for OT/IT, quarterly reviews on Enterprise
Policy alignment for OT/IT, quarterly reviews on Enterprise
Generative AI Workstation Packages
Private generative AI on hardware you own: chat UI, RAG over your documents, curated open models, and FinOps visibility. Starter packages for SMEs and Professional packages for multi-user teams.
核心优势:
质量:
Data stays on premises; upgrade path to Agentic packages
Data stays on premises; upgrade path to Agentic packages
支持:
Prompt libraries, knowledge ingest, model refresh options
Prompt libraries, knowledge ingest, model refresh options
Agentic AI Workstation Packages
Dedicated workstations for multi-agent automation: tool use via MCP, human-in-the-loop gates, and enterprise agent fleets. Built for SMEs ready to automate ops and enterprises that need governed long-horizon agents.
核心优势:
质量:
Safe defaults, phased rollout, optional managed agent ops
Safe defaults, phased rollout, optional managed agent ops
支持:
Workflow design workshop and production playbooks
Workflow design workshop and production playbooks
软件
可运行在您自有硬件、服务器或云端的 AI 平台、应用与开发服务。
- Shared deployment rings
- Health-gated promote
- Version-verified health
- Auto-rollback on failure
- kubectl, GitHub Actions, k8sjob
- Natural language to code
- Multi-file AI editing
- Intelligent debugging
- Real-time code review
- Best practices built-in
- Native SwiftUI development
- ChatGPT integration
- Core ML & Vision AI
- Siri shortcuts integration
- App Store submission
- Jetpack Compose UI
- TensorFlow Lite on-device AI
- ML Kit integration
- Google Assistant actions
- Play Store optimization
- Single codebase, dual platforms
- Native performance
- AI SDK integration
- Hot reload development
- Cost-effective solution
- OpenAI GPT-4 integration
- Claude & Gemini support
- Custom fine-tuned models
- Streaming responses
- Context-aware conversations
- Real-time object detection
- Image classification
- OCR & document scanning
- Face detection & recognition
- AR integration
- Speech-to-text (Whisper)
- Text-to-speech (ElevenLabs)
- Voice commands
- Multi-language support
- Real-time transcription
- Serverless architecture
- Vector database (Pinecone)
- API rate limiting
- Cost optimization
- Auto-scaling
- Document Q&A
- Semantic search
- Knowledge base chat
- Citation & sources
- Custom embeddings
- 2-4 week delivery
- Functional prototype
- User testing ready
- Investor-ready demos
- Iteration support
- Hands-on training
- Cursor IDE mastery
- Prompt engineering
- AI best practices
- Certification included
- Technology assessment
- AI roadmap planning
- Vendor selection
- Cost estimation
- Risk mitigation
Ring Promoter — Modern CI/CD for AI Deployments
The modern CI/CD control plane you cannot miss for AI-powered deployments: int → test → acc → prod rings, health-gated promotion, version-verified checks, and auto-rollback. Visit ringpromoter.com.
核心优势:
质量:
Production-grade history, locks, and audit trail per (app, ring)
Production-grade history, locks, and audit trail per (app, ring)
支持:
Product site ringpromoter.com · GitHub open source · Workstation support
Product site ringpromoter.com · GitHub open source · Workstation support
AI Vibe Coding with Cursor
Master the art of AI Vibe Coding with Cursor IDE. Build complete applications by describing what you want in plain English. Our training and support helps you leverage GPT-4, Claude, and Gemini to generate production-ready code 10x faster than traditional development.
核心优势:
质量:
Expert instructors, hands-on projects, lifetime access to updates
Expert instructors, hands-on projects, lifetime access to updates
支持:
1-on-1 mentoring, community access, weekly office hours
1-on-1 mentoring, community access, weekly office hours
iOS AI App Development
Build intelligent iOS applications with integrated AI capabilities. From ChatGPT-powered chatbots to computer vision apps, we help you create native Swift/SwiftUI applications that leverage the latest AI technologies including Core ML, Vision framework, and OpenAI APIs.
核心优势:
质量:
Apple design guidelines, performance optimized, accessibility compliant
Apple design guidelines, performance optimized, accessibility compliant
支持:
iOS experts, App Store optimization, ongoing maintenance
iOS experts, App Store optimization, ongoing maintenance
Android AI App Development
Create powerful Android applications with embedded AI features. We specialize in Kotlin/Jetpack Compose development with TensorFlow Lite, ML Kit, and cloud AI integration. Build apps that see, hear, understand, and respond intelligently.
核心优势:
质量:
Material Design 3, battery optimized, offline AI capable
Material Design 3, battery optimized, offline AI capable
支持:
Android experts, Play Store optimization, continuous updates
Android experts, Play Store optimization, continuous updates
Cross-Platform AI Apps (Flutter/React Native)
Launch on both iOS and Android simultaneously with cross-platform AI applications. Using Flutter or React Native, we build beautiful, performant apps with integrated AI capabilities that work seamlessly across all devices.
核心优势:
质量:
Native look & feel, optimized performance, shared business logic
Native look & feel, optimized performance, shared business logic
支持:
Cross-platform experts, unified maintenance, rapid iterations
Cross-platform experts, unified maintenance, rapid iterations
ChatGPT & LLM Integration
Add conversational AI to your mobile apps with ChatGPT, Claude, and custom LLM integration. We implement intelligent chatbots, AI assistants, content generation, and natural language interfaces that delight users.
核心优势:
质量:
Low latency, cost optimized, privacy compliant
Low latency, cost optimized, privacy compliant
支持:
LLM specialists, prompt engineering, token optimization
LLM specialists, prompt engineering, token optimization
Computer Vision Apps
Build apps that see and understand the world. From object detection and image classification to OCR and facial recognition, we create mobile apps with powerful computer vision capabilities using Core ML, ML Kit, and cloud AI services.
核心优势:
质量:
On-device processing, privacy-first, high accuracy
On-device processing, privacy-first, high accuracy
支持:
Vision AI experts, model optimization, custom training
Vision AI experts, model optimization, custom training
Voice AI & Speech Apps
Create voice-enabled applications with speech recognition, text-to-speech, and voice command interfaces. Build apps that listen, understand, and respond naturally using Whisper, ElevenLabs, and native speech APIs.
核心优势:
质量:
High accuracy, low latency, natural voice synthesis
High accuracy, low latency, natural voice synthesis
支持:
Voice AI specialists, custom voice models, optimization
Voice AI specialists, custom voice models, optimization
AI-Powered Backend & APIs
Power your AI apps with scalable backend infrastructure. We build serverless APIs, vector databases, and AI processing pipelines that handle millions of requests while keeping costs low and performance high.
核心优势:
质量:
99.99% uptime, global CDN, enterprise security
99.99% uptime, global CDN, enterprise security
支持:
Backend experts, monitoring, 24/7 support
Backend experts, monitoring, 24/7 support
RAG & Knowledge Base Apps
Build intelligent apps that can search and reason over your documents, databases, and knowledge bases. We implement Retrieval-Augmented Generation (RAG) systems that provide accurate, contextual AI responses.
核心优势:
质量:
High accuracy, hallucination reduction, source attribution
High accuracy, hallucination reduction, source attribution
支持:
RAG specialists, embedding optimization, knowledge curation
RAG specialists, embedding optimization, knowledge curation
AI App Prototyping & MVP
Launch your AI app idea in weeks, not months. Our rapid prototyping service uses AI Vibe Coding to build functional MVPs that validate your concept and attract investors—all at a fraction of traditional development cost.
核心优势:
质量:
Production-ready code, scalable architecture, clean design
Production-ready code, scalable architecture, clean design
支持:
Product strategy, user feedback integration, pivot support
Product strategy, user feedback integration, pivot support
AI Coding Training & Workshops
Upskill your team with AI-powered development techniques. Our workshops cover Cursor IDE, prompt engineering, AI pair programming, and building AI-integrated mobile apps. Transform your developers into 10x engineers.
核心优势:
质量:
Expert instructors, real projects, ongoing support
Expert instructors, real projects, ongoing support
支持:
Corporate training, custom curriculum, team coaching
Corporate training, custom curriculum, team coaching
AI App Consulting & Strategy
Get expert guidance on your AI app strategy. We help you identify opportunities, choose the right AI technologies, plan your roadmap, and avoid common pitfalls. Turn your AI vision into a successful product.
核心优势:
质量:
Industry experts, proven frameworks, actionable insights
Industry experts, proven frameworks, actionable insights
支持:
Strategic advisors, ongoing guidance, executive briefings
Strategic advisors, ongoing guidance, executive briefings
World-Class Support for AI Developers
Our commitment to your success includes comprehensive support throughout your AI development journey.
24/7 Developer Support
Round-the-clock support from AI development experts
Code Review & Guidance
Expert review of your AI-generated code and best practices
Training & Workshops
Comprehensive AI coding training for individuals and teams
App Store Support
Guidance on iOS App Store and Google Play submission
Quality AI Development Standards
Every AI app we build meets the highest quality standards for performance, security, and user experience.
Certifications & Compliance
- Apple App Store Guidelines Compliant
- Google Play Store Policy Compliant
- GDPR & Privacy Compliant
- WCAG Accessibility Standards
- Security Best Practices
Performance Metrics
- 99.9% App Uptime
- 4.8+ App Store Ratings
- Sub-second AI Response Time
- Zero Security Vulnerabilities
- Continuous Performance Monitoring