REFERENCE
Usable data: the raw material of AI
No clean data, no useful AI: usable data — available, reliable, structured, documented — is the first line in the budget and the schedule. The first project is not AI; it is the data.
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REFERENCE
Pilot / Proof of Concept (POC): What Is It For?
A pilot is not a showcase: it is a decision tool — brief, quantified, and dated — whose sole mission is to say whether an AI project deserves to scale. And scaling is prepared during the pilot, never after.
REFERENCE
Total Cost of an AI Project: The Three Cost Components
The license price is not the project cost: setup, change management, and operations add up. Data and adoption — the two invisible costs — often outweigh the license.
PERSPECTIVE
What a Leader Must Decide Before Buying AI
AI is not what gets bought: what gets bought is the resolution of a named problem, on owned data, toward a measured result. Three decisions belong to the leader before any purchase — the problem, the data, the measure of success.
PERSPECTIVE
The Blocker Is Almost Never the Idea
AI ideas abound and the technology is available: what blocks companies is the absence of a decidable first project — bounded, quantified, dated. A committee decides on a specific project, never a vague ambition.
REFERENCE
AI Use Cases, Defined
A use case is neither "AI" nor a tool: a precise, repeated task where the machine delivers a measurable gain. Six categories to classify, one grid to choose the first case — real, measured, repeated.
REFERENCE
The ROI of an AI Project
The ROI of an AI project is not measured at the end: it is made calculable at the outset. An honest total cost (three components), a net gain read in the books, two horizons — 12 and 24 months. AI pays off for those who know what it replaces.
REFERENCE
Build or Buy: How to Decide on Your AI
Buying means renting a proven capability; building means funding an asset and its upkeep. For most SMBs and mid-market companies: buy and integrate — custom development is only justified by a proprietary advantage worth protecting.
The Daily Nugget
One notable AI fact, decoded every business day.
OCTOBER 1, 2026
Reflection — The AI you buy is no longer an edge: your competitors have the same
REFLECTIONSEPTEMBER 30, 2026
The number — 66% of AI users act on its answers without checking them, and 56% have already made a mistake because of it
THE NUMBERSEPTEMBER 28, 2026
What would you have done? Duolingo went “AI-first” and graded staff on their AI use — a year later, it reversed course
WHAT WOULD YOU DO?SEPTEMBER 25, 2026
The week in brief — AI's real barrier is never the technology, it's trust and what you do with it
THE ESSENTIALSSEPTEMBER 24, 2026
Reflection — Your biggest AI risk isn't the tool you pick, it's the one your teams use without telling you
REFLECTIONSEPTEMBER 23, 2026
The number: in agentic AI, the first barrier to scaling isn't technology, it's trust
THE NUMBERFeatured
The analysis to read first this week.
FOUNDER · EVERY WEDNESDAYFEATURED
A ten-person firm goes deep on AI as often as a five-thousand-person one.
A ten-person firm goes deep on AI as often as a five-thousand-person one.
More featured articles
ANALYSISFINANCIAL SERVICES
AI in Financial Services: Giant Rollouts, Proof by the Dropperful
Finance deploys AI more than any other sector (92% of EU banks, 200,000 employees equipped at a single bank), yet only 4 banks in 50 prove their ROI. Three decision regimes, four fault lines, and a decision tree for where to start.
ANALYSISINSURANCE
AI in Insurance: Record Adoption, Lagging Industrialization
Insurance is the economy's most AI-equipped sector — yet only 10% of insurers have industrialized it, while catastrophe losses top $100bn for the sixth year. Six use-case families, four breaking points, five 90-day decisions.
FOUNDER · EVERY WEDNESDAY
"We use AI" has stopped meaning anything.
ANALYSISTRANSPORT & LOGISTICS
AI in Transport & Logistics: Half the Adoption, Twice the Pressure
Transport uses AI half as much as the average economy, while failures and the driver shortage squeeze the sector. Six documented use-case families and five 90-day decisions to join the first movers.
FOUNDER · EVERY WEDNESDAY
Your first AI project is smaller than you think.
Siparex and Bpifrance documented twenty completed AI projects in French SMEs and mid-market companies: 70% cost between 15,000 and 100,000 euros and 80% shipped in under six months. The Aldes case: 40,000 euros, five months.
ANALYSISRETAIL & DISTRIBUTION
AI in Retail: The Customer Has Already Switched
A third of customers already shop with AI; 13% of retailers use it. Six documented use-case families and five 90-day decisions to join the 26% that scale.
FOUNDER · EVERY WEDNESDAY
AI drafts. You sign.
AI drafts faster, but speed is not accuracy. The lesson from Ashurst: where a signature commits you, review is not overhead, it is the product.
FOUNDER · EVERY WEDNESDAY
Your teams are already using AI. Without you.
Your teams are already using AI, with or without you. The lesson from BBVA: you don't control enthusiasm, you channel it. Two rules, a sharing ritual, and something better than the free tool.
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ANALYSISFINANCIAL SERVICES
AI in Financial Services: Giant Rollouts, Proof by the Dropperful
Finance deploys AI more than any other sector (92% of EU banks, 200,000 employees equipped at a single bank), yet only 4 banks in 50 prove their ROI. Three decision regimes, four fault lines, and a decision tree for where to start.
FOUNDER · EVERY WEDNESDAY
A ten-person firm goes deep on AI as often as a five-thousand-person one.
A ten-person firm goes deep on AI as often as a five-thousand-person one.
ANALYSISINSURANCE
AI in Insurance: Record Adoption, Lagging Industrialization
Insurance is the economy's most AI-equipped sector — yet only 10% of insurers have industrialized it, while catastrophe losses top $100bn for the sixth year. Six use-case families, four breaking points, five 90-day decisions.
FOUNDER · EVERY WEDNESDAY
"We use AI" has stopped meaning anything.
ANALYSISTRANSPORT & LOGISTICS
AI in Transport & Logistics: Half the Adoption, Twice the Pressure
Transport uses AI half as much as the average economy, while failures and the driver shortage squeeze the sector. Six documented use-case families and five 90-day decisions to join the first movers.
FOUNDER · EVERY WEDNESDAY
Your first AI project is smaller than you think.
Siparex and Bpifrance documented twenty completed AI projects in French SMEs and mid-market companies: 70% cost between 15,000 and 100,000 euros and 80% shipped in under six months. The Aldes case: 40,000 euros, five months.
ANALYSISRETAIL & DISTRIBUTION
AI in Retail: The Customer Has Already Switched
A third of customers already shop with AI; 13% of retailers use it. Six documented use-case families and five 90-day decisions to join the 26% that scale.
FOUNDER · EVERY WEDNESDAY
AI drafts. You sign.
AI drafts faster, but speed is not accuracy. The lesson from Ashurst: where a signature commits you, review is not overhead, it is the product.
FOUNDER · EVERY WEDNESDAY
Your teams are already using AI. Without you.
Your teams are already using AI, with or without you. The lesson from BBVA: you don't control enthusiasm, you channel it. Two rules, a sharing ritual, and something better than the free tool.
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Read-only snapshot of the Institute's published content as of 2026-10-05.