Resources

Prompts, infographics, tools and curated references.

Prompt

AI Maturity Audit Prompt

A structured prompt to assess an organization's AI maturity in under 30 minutes.

strategyauditai

Assess your organization's AI maturity across 6 key dimensions.

On request
Prompt

AI Project Framing Prompt

Frame any AI project by defining the problem, expected ROI and success criteria.

strategyframingroi

Structure the framing of any AI project in under 20 minutes.

On request
Prompt

RAG System Evaluation Prompt

Evaluate the quality of a RAG system across 5 axes: relevance, faithfulness, coverage, latency, cost.

engineeringragevaluation

Complete evaluation grid to audit a production RAG system.

On request
Infographic

Production-ready RAG System Architecture

The essential components of a production-grade RAG system: chunking, embeddings, reranking, observability.

architectureragengineering

Full diagram with the 8 essential components.

On request
Infographic

The 5 Data Maturity Levels

From chaos to data-driven: the characteristics of each maturity level and how to progress.

datastrategymaturity

Visual map of the 5 data maturity levels with key indicators.

On request
Infographic

AI Governance Framework

The 4 pillars of operational AI governance: ownership, access control, auditability, compliance.

governanceaisecurity
Tool

Perplexity AI

AI search engine with source citations. Essential for monitoring and fast research.

airesearchproductivity
Tool

LangSmith

Observability platform for LLM systems. Traces, evaluations, test datasets.

engineeringobservabilityllm
Tool

Chroma

Open-source local-first vector store. Ideal for rapid RAG prototyping.

engineeringragvector
LinkYouTube

Andrej Karpathy : YouTube

The best technical explanations on LLMs and AI from the former AI director at Tesla and OpenAI.

ailearningllm
Link

Simon Willison — Blog

Reference technical monitoring on LLMs, agents and applied AI. Updated daily.

airesearchagents
LinkGitHub

Saber Dhib — GitHub

Open-source AI prototypes, architectures and experiments.

engineeringopen-source