Insights

Practical thinking for enterprise AI builders.

Architecture notes, governance playbooks, and engineering perspectives for teams moving AI from experimentation to production.

All insights: 8 articles

All

Agentic AI & RAG

AI Quality Engineering

AI Governance

Data & Analytics

AI Automation

Agentic AI & RAG

Why enterprise RAG fails in production

Most RAG systems fail because they treat retrieval as a search problem instead of an enterprise architecture problem.

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AI Quality Engineering

How to evaluate AI agents before release

AI agents need more than output checks — task completion, tool-use accuracy, escalation behaviour, safety, cost, and auditability all need evaluation before production.

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AI Governance

AI governance for listed companies

Listed and regulated enterprises need AI governance that produces evidence, not just policy.

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Data & Analytics

Why AI transformation fails without data readiness

AI transformation breaks down when enterprise data is fragmented, poorly governed, inaccessible, or semantically unclear.

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AI Automation

From workflow automation to agentic automation

Agentic automation moves beyond rules-based task execution — combining agents, approved tools, business rules, human approvals, monitoring, and governance.

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Agentic AI & RAG

Context engineering for agentic AI systems

An event tells an agent that something happened. Context tells it what that actually means — and without context, agents are fragile.

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Agentic AI & RAG

How to stop chunks from losing meaning

Retrieval quality lives or dies at the chunk boundary. Overlap, metadata, and the right chunk size keep meaning intact.

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Data & Analytics

The unified intelligence layer

Fragmented data, disconnected apps, and inconsistent metrics stop AI working across the enterprise. A unified intelligence layer is the fabric that fixes it.

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Resources

Checklists, templates and starter packs.

Practical artefacts drawn from real engagements. Tell us which one you need and we will send it over.

CHECKLIST

AI Readiness Diagnostic Brief

CHECKLIST

Agentic RAG Architecture Checklist

CHECKLIST

GenAI Testing Checklist

CHECKLIST

AI Governance Readiness Checklist

TEMPLATE

AI Agent Risk Assessment Template

STARTER PACK

AI Capability Framework Starter Pack

CHECKLIST

Data Readiness for AI Checklist

ASSESSMENT

AI Automation Opportunity Assessment

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