AI details
Practical AI implementation and automation
The model is one component. Useful business AI also needs permissions, data, tools, monitoring and a definition of success.
Workflow selection
Good AI projects begin with a process that is repetitive, information-heavy or slow enough that improvement can be measured.
- Current process mapping
- Time/cost estimate
- Data sources
- Human approval points
- Risk review
- Success criteria
System design
The implementation may use one model or several, depending on the task.
- Model/API selection
- Retrieval and search
- Tool access
- Queues and scheduled work
- Structured outputs
- Logs and retries
- Human approval
Operational safety
Agents should not receive more authority than the job requires.
- Least privilege
- Approved tools
- Secret isolation
- Rate limits
- Auditability
- Failure handling
- Manual override
Technology
AI-assisted production stack
AI accelerates research, implementation, testing and iteration. Human engineering judgement remains responsible for the finished work.
OpenAIFrontier models, Codex, agents, coding, research and business AI.
AnthropicClaude models and AI-assisted analysis, coding and workflow support.
Google GeminiMultimodal models, research, coding and agentic workflows.
GitHubVersion control, code review, delivery history and controlled deployment.
OllamaLocal and self-hosted model workflows where that architecture is useful.
Hugging FaceOpen models, datasets and specialist AI tooling.
AnthropicClaude models and AI-assisted analysis, coding and workflow support.Google GeminiMultimodal models, research, coding and agentic workflows.GitHubVersion control, code review, delivery history and controlled deployment.OllamaLocal and self-hosted model workflows where that architecture is useful.Hugging FaceOpen models, datasets and specialist AI tooling.Full text list
- OpenAI — Frontier models, Codex, agents, coding, research and business AI. Provider information
- Anthropic — Claude models and AI-assisted analysis, coding and workflow support. Provider information
- Google Gemini — Multimodal models, research, coding and agentic workflows. Provider information
- GitHub — Version control, code review, delivery history and controlled deployment. Provider information
- Ollama — Local and self-hosted model workflows where that architecture is useful. Provider information
- Hugging Face — Open models, datasets and specialist AI tooling. Provider information
Technology
Infrastructure, delivery and operations
Production sites can combine global edge services with conventional cloud/server infrastructure according to the workload.
CloudflareGlobal edge delivery, DNS, CDN, TLS, DDoS protection, WAF, rate limiting, Workers and storage services.
HetznerCloud and dedicated compute, networking, storage and conventional server workloads.
LinuxProduction server operating systems and secure service hosting.
DockerPortable containers for applications, services and controlled deployment.
PostgreSQLProduction relational data storage for applications and services.GitHubSource control, deployment history and auditable delivery workflows.
Node.jsJavaScript runtime for APIs, tooling and server-side applications.
NginxWeb serving and reverse-proxy capability where conventional servers are appropriate.Full text list
- Cloudflare — Global edge delivery, DNS, CDN, TLS, DDoS protection, WAF, rate limiting, Workers and storage services. Provider information
- Hetzner — Cloud and dedicated compute, networking, storage and conventional server workloads. Provider information
- Linux — Production server operating systems and secure service hosting. Provider information
- Docker — Portable containers for applications, services and controlled deployment. Provider information
- PostgreSQL — Production relational data storage for applications and services. Provider information
- GitHub — Source control, deployment history and auditable delivery workflows. Provider information
- Node.js — JavaScript runtime for APIs, tooling and server-side applications. Provider information
- Nginx — Web serving and reverse-proxy capability where conventional servers are appropriate. Provider information
Technology
Web standards, code and frameworks
We are not locked to a single framework. Straightforward sites should stay straightforward; applications can use deeper stacks when justified.
HTML5Semantic document structure and modern browser standards.
CSSResponsive layout, presentation, accessibility and performance-conscious styling.
JavaScriptStandards-based browser and application behaviour.
TypeScriptTyped application development for maintainability and safer change.
ReactComponent-based user interfaces when an application needs them.
Next.jsFull-stack React framework for suitable applications and content sites.
VueProgressive user-interface development.
SvelteCompiled, performance-conscious user-interface development.
AstroContent-focused websites with low client-side JavaScript where appropriate.
PythonAutomation, data processing, APIs and supporting services.Full text list
- HTML5 — Semantic document structure and modern browser standards. Provider information
- CSS — Responsive layout, presentation, accessibility and performance-conscious styling. Provider information
- JavaScript — Standards-based browser and application behaviour. Provider information
- TypeScript — Typed application development for maintainability and safer change. Provider information
- React — Component-based user interfaces when an application needs them. Provider information
- Next.js — Full-stack React framework for suitable applications and content sites. Provider information
- Vue — Progressive user-interface development. Provider information
- Svelte — Compiled, performance-conscious user-interface development. Provider information
- Astro — Content-focused websites with low client-side JavaScript where appropriate. Provider information
- Python — Automation, data processing, APIs and supporting services. Provider information
Need the simple version?
The detailed pages exist for customers who want to inspect the engineering. The customer-facing offer remains deliberately straightforward.