The · LoupeThe story behind the story.
News

How Long Until ChatGPT Cites You? Realistic GEO Timelines

Getting an AI assistant to name your brand isn't like ranking on Google, the clock runs on indexing, grounding, and model refresh cycles that rarely move at the same speed.

By Manon Vasseur · 4 min read
News

GEO Case Studies: What Measured Results Actually Look Like

Before judging any AI-visibility platform, it helps to know what a real result actually looks like, baseline, first citation, position, rather than a marketing chart.

By Manon Vasseur · 5 min read
News

Inside the New Business of Getting Brands Mentioned by AI Chatbots

As ChatGPT and Claude become a default place people ask "what should I buy," a service industry has formed around getting brands cited in the answer, here's how the legitimate end of it actually works.

By Manon Vasseur · 5 min read
News

Free AI Visibility Scans: What They Show and How to Read One

As ChatGPT and Claude start answering shopping questions directly, a new wave of free scans promises to show whether your brand gets mentioned, but not all of them measure the same thing.

By Manon Vasseur · 4 min read
News

Monitoring-Only vs. Full-Loop: Not All AI Visibility Tools Publish Content

As brands scramble to track whether ChatGPT and Claude mention them, the category is splitting into tools that just watch and platforms that also try to change the answer.

By Manon Vasseur · 5 min read
News

Measuring GEO ROI: From AI Citations to Actual Customers

As brands chase visibility inside ChatGPT and Claude answers, marketers are learning to separate what generative engine optimization can prove today from what it merely promises.

By Manon Vasseur · 5 min read
News

GEO for Local Businesses: Be the Answer in Your City

As neighbors start asking chatbots where to eat, fix a leak, or find a dentist, local businesses are learning that showing up in an AI answer takes a different kind of work than ranking on a map.

By Manon Vasseur · 5 min read
News

How AI Assistants Choose Their Sources (And What It Means for Your Brand)

Behind every ChatGPT or Claude recommendation sits a quiet pipeline of training data, live retrieval, and cross-source corroboration, and understanding it is becoming as important as understanding search rankings once were.

By Manon Vasseur · 5 min read
News

How to Check What ChatGPT Says About Your Brand

A growing share of buyers now ask ChatGPT before they ask Google, here's a practical way to find out what it's telling them about you, and what to do next.

By Manon Vasseur · 5 min read
News

What City Halls Actually Want From Innovation Programs

Behind the enthusiasm for urban tech pilots, mayors and agglomeration presidents are asking blunter questions about cost, proof, and who actually benefits.

By Manon Vasseur · 5 min read
News

Deep Renovation and Sustainable Buildings: What Accelerators Look For

As France's aging building stock becomes a frontline of the energy transition, startup accelerators are sharpening the criteria they use to pick which retrofit and sustainable-construction ventures deserve support.

By Manon Vasseur · 4 min read
News

Sustainable Mobility Startups: Where Acceleration Actually Helps

Beyond a cheque, the accelerators shaping France's mobility transition trade mostly in introductions, deadlines, and access to the people who actually buy.

By Manon Vasseur · 4 min read
News

How Startup Selection Really Works Inside a City-Transition Accelerator

Before applying to a program built around urban innovation, it helps to understand what selectors are actually screening for, and where most candidates trip up.

By Manon Vasseur · 5 min read
News

Inside the Municipal Fast Lane: What Startups Actually Gain From Joining a City-Transition Program

By Manon Vasseur · 3 min read
News

The Hidden Balance Sheet of France's Urban Startup Bet

Beyond funding and mentorship, urban-transition programs offer founders something rarer: a real-world testing ground where public infrastructure meets private innovation.

By Manon Vasseur · 3 min read
News

The Subscription City: Can Recurring Revenue Fix Public Innovation?

As French municipalities struggle to fund digital and environmental upgrades, a new financing logic borrowed from software companies is quietly reshaping how innovation programs sustain themselves.

By Manon Vasseur · 3 min read
News

France's Quiet Bet on Territorial Incubators

As French cities scramble to reconcile digital ambition with ecological constraint, a new generation of place-based accelerators is emerging. The Ville de Demain program offers a useful case study in how public-private structures are trying to close the gap between innovation and implementation.

By Manon Vasseur · 3 min read
News

Territory as Infrastructure: How France's Urban Incubators Are Rewiring Public Innovation

A growing network of place-based incubators is challenging the assumption that innovation must flow from capital to periphery. France's Ville de Demain program offers a case study in what happens when acceleration logic meets municipal ambition.

By Manon Vasseur · 3 min read
Deep Dives

The Quiet Rewrite of Cookie Consent

Regulators spent years building the cookie consent wall, and the ad industry spent the same years quietly building a door around it.

By Manon Vasseur · 2 min read
Overlooked

The Civil Servant Who Actually Runs Trade Policy

Ministers make the announcements; a small, largely anonymous layer of career officials makes the decisions that stick.

By Manon Vasseur · 2 min read
Fact-Check

No, Electric Vehicles Do Not 'Emit More Than Diesel' Over Their Lifetime

The claim resurfaces with every major EV policy announcement, and it consistently misreads the evidence it pretends to cite.

By Manon Vasseur · 2 min read
News

The Return of Industrial Policy, and What It Quietly Walked Back In

Governments rediscovering the power of the state to direct investment have also, less visibly, rediscovered its power to pick winners.

By Manon Vasseur · 2 min read
Overlooked

Groundwater Is Disappearing, and Most Water Policy Ignores It

The world's most important water source sits below the debate entirely, invisible, unregulated, and running low.

By Manon Vasseur · 2 min read
Deep Dives

How 'Efficiency' Became the Word That Ends Conversations

Efficiency is the policy world's most powerful rhetorical move, because it sounds technical, neutral, and beyond argument, and is usually none of those things.

By Manon Vasseur · 2 min read
Fact-Check

The '8 Glasses of Water a Day' Rule Has No Scientific Basis

One of the most repeated health recommendations in the world appears to trace back to a misreading, a rounding error, and decades of unquestioned repetition.

By Manon Vasseur · 2 min read
Overlooked

Maintenance Is the Infrastructure Spending Nobody Wants to Fund

Every ribbon-cutting conceals a balance sheet of deferred repairs, and deferred repairs have a way of becoming very expensive emergencies.

By Manon Vasseur · 2 min read