Are AI answers current for seasonal French businesses
A field reading of how AI answers handle seasonal French schedules, regulated openings and stale business-hour evidence.
Research shelf
Notes on AI source dependency
Sourceplane Atelier publishes research materials on how AI systems cite, retrieve and represent French businesses. The index is organised around recurring source-dependency patterns: directory-led answers, registry-anchored identity, press-amplified descriptions and region-flattened results. New materials are added as the lab completes field readings and comparison essays, with each piece written so a reader can see the prompt context, source layer and practical consequence.
Which French labels and trade bodies act as AI authority signals
How AI answers treat French labels, certifications and trade bodies as evidence when describing businesses and categories.
Do AI systems merge chains and independent branches
A field reading on how AI answers confuse French chains, local branches and independents when names, places and sources overlap.
How do engines separate same-name French businesses
A source-dependency reading of how AI systems distinguish same-name French businesses across regions, categories and registry records.
Do AI answers use SIREN SIRET and INPI as identity anchors
A focused reading on whether structured French registry evidence clarifies business identity in AI answers or remains unused.
Are French business categories skewed toward Paris in AI answers
A comparison-led reading of whether AI answers keep French business categories local or drift toward Paris-centred visibility.
Does query language change the presented identity of a French business
How French and English prompts can make the same business appear with different names, locations, categories and source layers.
Does GDPR-related data scarcity affect French SMB visibility in AI
A cautious reading of whether privacy-shaped data scarcity may weaken French SMB visibility in AI answers without treating the link as measured.
Which French business source layers do AI engines choose
A source-layer reading of how AI answers lean on directories, company pages, press, registry traces and broad platforms.
Do French accents change business entity matching
A study of how accents and diacritics in French business names can alter AI entity matching, citations and source dependency.
What source signals replace reviews in French AI recommendations
A field reading of how AI answers use directories, press, company pages and registry traces when French review trails are thin.
Are Breton, Alsatian and Provençal businesses region-flattened
A field reading on whether AI answers preserve French regional business identity or smooth it into generic national description.