Sourceplane Atelierhttps://geofrance.org/en/notes-de-source/feed.xml2026-06-03T00:00:00ZAre AI answers current for seasonal French businesseshttps://geofrance.org/en/notes-de-source/seasonal-french-business-hours-ai/2026-06-03T00:00:00Z2026-06-03T00:00:00ZA field reading of how AI answers handle seasonal French schedules, regulated openings and stale business-hour evidence.Which French labels and trade bodies act as AI authority signalshttps://geofrance.org/en/notes-de-source/french-labels-ai-authority/2026-04-15T00:00:00Z2026-04-15T00:00:00ZHow AI answers treat French labels, certifications and trade bodies as evidence when describing businesses and categories.Do AI systems merge chains and independent brancheshttps://geofrance.org/en/notes-de-source/french-chains-branches-ai/2026-03-25T00:00:00Z2026-03-25T00:00:00ZA 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 businesseshttps://geofrance.org/en/notes-de-source/same-name-business-france-ai/2026-03-24T00:00:00Z2026-03-24T00:00:00ZA 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 anchorshttps://geofrance.org/en/notes-de-source/siren-siret-inpi-ai-identity/2026-03-12T00:00:00Z2026-03-12T00:00:00ZA 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 answershttps://geofrance.org/en/notes-de-source/ai-french-business-paris/2026-03-05T00:00:00Z2026-03-05T00:00:00ZA 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 businesshttps://geofrance.org/en/notes-de-source/french-english-business-identity/2026-03-04T00:00:00Z2026-03-04T00:00:00ZHow 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 AIhttps://geofrance.org/en/notes-de-source/gdpr-french-business-ai/2026-02-25T00:00:00Z2026-02-25T00:00:00ZA 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 choosehttps://geofrance.org/en/notes-de-source/french-business-source-layers/2026-02-19T00:00:00Z2026-02-19T00:00:00ZA source-layer reading of how AI answers lean on directories, company pages, press, registry traces and broad platforms.Do French accents change business entity matchinghttps://geofrance.org/en/notes-de-source/french-accents-business-ai/2026-02-12T00:00:00Z2026-02-12T00:00:00ZA 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 recommendationshttps://geofrance.org/en/notes-de-source/french-business-reviews-ai/2026-01-28T00:00:00Z2026-01-28T00:00:00ZA 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-flattenedhttps://geofrance.org/en/notes-de-source/ai-french-regional-business/2026-01-22T00:00:00Z2026-01-22T00:00:00ZA field reading on whether AI answers preserve French regional business identity or smooth it into generic national description.Do AI answers cite French source records or English summarieshttps://geofrance.org/en/notes-de-source/french-records-english-summaries/2026-01-22T00:00:00Z2026-01-22T00:00:00ZA field reading on whether AI answers about French businesses lean on French records, English summaries or uncited traces.