Knowledge hub
Reference material built to the same standard as our delivery.
Frameworks, guides, checklists, and decision tools for engineering leaders and digital strategists. No gated PDFs. No lead magnets dressed as insight. Just useful material.
Browse by topic
AI Search & Visibility
GEO, AEO, LLM citation strategy, and AI-era brand discoverability.
Technical SEO
Core Web Vitals, rendering, structured data, and crawl architecture.
AI & LLM Systems
RAG evaluation, agent guardrails, LLM observability, and governance.
Security & SOC
Detection engineering, SIEM architecture, evidence trails, and SOC automation.
Data & Search Infrastructure
Medallion lakes, OpenSearch at scale, streaming pipelines, and governance.
Featured
Start here.
Engineered for integrity
How AiRAT secures its platforms: AWS infrastructure, access controls, encryption, GDPR-aligned data residency, secure development lifecycle, and business continuity.
The AI Visibility Audit Framework
A systematic 5-platform audit methodology for measuring brand presence in ChatGPT, Claude, Perplexity, Gemini, and Bing Copilot. Includes query sampling templates and scoring rubrics.
Enterprise Technical SEO Audit Checklist (2025)
A prioritised checklist covering Core Web Vitals, JavaScript rendering, structured data, crawl architecture, and international SEO — designed for sites with 10,000+ pages.
RAG Evaluation Ownership: Who Signs Off on Production AI?
How to design an evaluation ownership structure for RAG deployments — covering corpus versioning, retrieval quality metrics, and the governance questions procurement will ask.
Bronze Is Not a Junk Drawer: Data Contracts in Medallion Lakes
Enforce producer SLAs and CI-tested schema contracts at Bronze and Silver so Gold metrics survive audits — and new hires in finance can trust the numbers.
Topic clusters
Explore by problem domain.
Cluster
GEO & AI Answer Optimisation
Everything on structuring content for AI-generated answer surfaces.
Cluster
Production RAG & LLM Systems
How to build, evaluate, and govern AI systems that survive production.
Cluster
Security & SOC Operations
Detection engineering, evidence management, and SOC automation.
Cluster
Data Architecture & Governance
Medallion lakes, streaming pipelines, and contracts that survive audits.
Long-form writing
More in-depth? Read the Insights.
Full-length articles on production systems, search architecture, and enterprise AI — written to the same standard as our delivery work.
Common questions
About this hub
How the resources are organised and updated.
Are these resources free?
Yes. All published resources on this page and in our Insights section are freely accessible without registration. We believe in demonstrating expertise before asking for attention.
How are these resources different from blog posts?
Blog posts are typically topical long-form articles exploring specific problems or approaches. Resources include structured reference material — frameworks, checklists, audit templates, and decision guides — designed to be used repeatedly, not just read once.
How often is this hub updated?
New resources are added monthly, with updates to existing frameworks when search engine behaviour, AI platform capabilities, or engineering best practices change materially. Subscribe to the Insights section for notifications.
See a gap in your architecture? Let's close it.
Strategy calls are working sessions. Bring a concrete scenario — AI rollout stalling on governance, search traffic declining from AI Overviews, SOC evidence gaps, or data quality disagreements between finance and product — and we will tell you what is realistic.