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AI Architecture Clarity: Understanding LLM, RAG, Agents, and MCP Through the Brain Model
AI Architecture Clarity: Understanding LLM, RAG, Agents, and MCP Through the Brain Model

A clear executive guide explaining LLM, RAG, AI Agents, and MCP using the Brain model to prevent enterprise AI instability.

...layering into enterprise architecture governance. Conduct quarterly AI structural audits. Align AI roadmap with operational maturity. Final Thought LLM thinks. RAG remembers. Agent acts. MCP structures....

Technology StrategyExecutionAi GovernanceAiAi StrategyRead Insight
Your Platform Team Is Building a Product Nobody Asked For.
Your Platform Team Is Building a Product Nobody Asked For.

Most platform teams build internal products their engineering teams never chose. Platform adoption is not a marketing problem. It is a product governance problem. Here is the model that fixes it.

...waiting consumers. When absent: Features are proposed based on what the platform team believes is needed. Roadmaps are built on assumption. The backlog fills with orphan features. The platform team ships and...

Platform EngineeringEnterprise ArchitectureDeveloper ExperienceTechnology LeadershipExecution StrategyProduct ThinkingGovernanceRead Insight
AI Strategy & Business Transformation
Intermediate to Senior Leaders5-7 hoursAI strategy framework + operating model blueprint + 12-month roadmap

Building an AI strategy that drives real business transformation. Vision, operating models, value frameworks, maturity assessment, and portfolio management. Turn AI potential into measurable outcomes.

...today? Value framework — how to measure AI impact Strategic portfolio — what to fund first Building the roadmap The strategy stack in one diagram Cheat sheet The cost of getting it wrong Most organisations...

2 DaysIntensive
Strategy + RoadmapDeliverable
AI StrategyBusiness TransformationOperating ModelAI MaturityValue RealizationView Details
AI Use Case Discovery & Prioritization
Beginner to Intermediate4-5 hoursAI use case portfolio + prioritisation matrix + pilot shortlist

The hardest AI question is often not how to build, but what to build first. Learn how to find real use cases, assess fit, sequence experiments, and avoid expensive distractions.

...useful when it is paired with prioritisation. Otherwise the organisation mistakes enthusiasm for a roadmap. Try it yourself — The idea list audit Take the current AI ideas in your team and ask of each...

1 DayWorkshop
Portfolio DesignPractical
AI Use CasesPrioritizationAI StrategyPortfolio ManagementValue RealizationView Details
Build / Buy / Partner / Participate — Ecosystem Strategy
Intermediate to Advanced (SA, EA, TS)5-6 hoursBuild/buy/partner/participate decision framework + vendor and ecosystem evaluation scorecard + exit and switching cost analysis template

How to decide what to build, what to buy, what to access through partners, and what to participate in through ecosystems — covering differentiation vs commodity analysis, vendor evaluation, total cost of ownership, interoperability velocity, exit strategy, and lock-in risk.

...capability is commodity — multiple vendors provide it. Building it wouldn't differentiate us. The vendor's roadmap aligns with our needs. We understand the integration cost (not just the license cost). We have...

1 DayIntensive
StrategicSA · EA · TS
ArchitectureSourcing StrategyEcosystemBuild vs BuyVendor ManagementStrategyView Details
Current State & Target State Architecture
All levels — SA, EA, TS4-5 hoursAs-is / to-be architecture canvas + transition state design + maturity scale + AI readiness assessment

How to document what exists today, define what must exist tomorrow, and design the transition states that get you there — the discipline of architecture that connects present reality to future goals.

...selections — that comes later. Implementation details — that's solution design. Timelines — that's the roadmap. Costs — that's the business case. Target state quality criteria: Outcome-driven — every element...

1 dayIntensive
PracticalCanvas exercise
ArchitectureEnterprise ContextCurrent StateTarget StateTransformationGap AnalysisView Details
Platform Thinking
Intermediate to Advanced (SA, EA, TS)5-6 hoursPlatform strategy canvas + internal platform design guide + shared capability register

How to shift from building one-off solutions to building reusable internal platforms — shared foundations that allow teams to deliver independently without solving the same problems repeatedly.

...acts on developer feedback Platform team structure: Product manager — what to build: developer needs, roadmap, prioritisation. Platform engineers — build and maintain: infrastructure, tooling, automation....

1 DayIntensive
CurrentSA · EA · TS
ArchitecturePlatformDeveloper ExperienceInternal PlatformsSelf ServiceView Details
Portfolio & Dependency Thinking
All levels — SA, EA, TS4-5 hoursPortfolio map template + dependency radar + investment alignment grid

How to see all systems, initiatives, and investments as a connected whole — understanding dependencies, shared capabilities, and how decisions in one place ripple across others.

...even if the portal is the higher priority. Dependency-aware sequencing is the foundation of credible roadmaps and delivery plans. Without it, programmes collide, teams are blocked, and timelines slip. The...

1 dayIntensive
StrategicPortfolio-level
ArchitectureEnterprise ContextPortfolio ThinkingDependenciesInvestmentSystems ThinkingView Details
Future of AI
Intermediate to Senior Leaders3-4 hoursAI horizon scan + strategic implications analysis + preparation roadmap

What's coming in AI — multimodal models, on-device AI, open-source momentum, protocols, regulation, and the shift to AI-native organisations. See around the corner without falling for hype.

...where is your organisation? The gap between "where are you" and "AI-native" is your transformation roadmap. Dimension Traditional AI-Native Where are you? Processes Designed for humans Designed for human-AI...

Half DayIntensive
Horizon ScanDeliverable
Future of AIAI TrendsMultimodal AIAI RegulationEmerging TechnologyView Details
AI Agents and Automation
Intermediate to Advanced6-8 hoursAgent use case map + architecture blueprint + governance framework

AI agents — what they are, how they work, the protocols shaping them (MCP, A2A), and the governance you need before you let one act on your behalf. The bridge between AI that talks and AI that does.

...with permissions and oversight, agent readiness assessment, and agent use case prioritisation with roadmap.

2 DaysIntensive
Agent DesignWorkshop
AI AgentsAgentic AIMCPA2AMulti Agent SystemsAI OrchestrationView Details
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