Lucien Varlet https://aivisibilityfrance.com/en/field-log/feed.xml 2026-05-26T00:00:00Z Unknown and Misdescribed Need Different Fixes https://aivisibilityfrance.com/en/field-log/unknown-vs-misdescribed-ai/ 2026-05-26T00:00:00Z 2026-05-26T00:00:00Z How to separate AI systems that ignore a business from AI answers that know it wrongly, then choose the right correction path. Seasonal Businesses Must Time Their AI Audit https://aivisibilityfrance.com/en/field-log/seasonal-ai-visibility-audit/ 2026-05-12T00:00:00Z 2026-05-12T00:00:00Z Why seasonal French businesses should time an AI visibility audit around buyer prompts, demand windows and cited source freshness. A Wrong Description Is an AI Visibility Failure https://aivisibilityfrance.com/en/field-log/wrong-ai-description-visibility/ 2026-05-07T00:00:00Z 2026-05-07T00:00:00Z Why erreur description entreprise IA is not a minor wording issue, and how French SMBs can score accuracy separately from presence. A Competitor Jump Starts With Their Cited Sources https://aivisibilityfrance.com/en/field-log/competitor-ai-cited-sources/ 2026-04-28T00:00:00Z 2026-04-28T00:00:00Z How to investigate a competitor suddenly visible in AI answers by reading cited sources, not guessing from rankings or one prompt. Mentions Mean Little Without Competitor Citation Share https://aivisibilityfrance.com/en/field-log/ai-citation-share-competitors/ 2026-04-23T00:00:00Z 2026-04-23T00:00:00Z How part de citations IA helps French SMBs measure AI visibility against named competitors instead of trusting occasional mentions. French and English Prompts Often Give Different Verdicts https://aivisibilityfrance.com/en/field-log/french-english-ai-prompt-tests/ 2026-04-09T00:00:00Z 2026-04-09T00:00:00Z Why test IA français anglais matters for French SMBs measuring AI visibility across customer prompts, engines, sources and languages. A First AI Baseline Must Be Repeatable https://aivisibilityfrance.com/en/field-log/first-ai-visibility-baseline/ 2026-04-03T00:00:00Z 2026-04-03T00:00:00Z How to run an AI visibility audit that becomes a monthly baseline, not a one-time diagnostic screenshot. Hallucinated Business Facts Need a Correction Ledger https://aivisibilityfrance.com/en/field-log/correct-ai-business-errors/ 2026-04-01T00:00:00Z 2026-04-01T00:00:00Z How to correct AI business errors with a tracked correction ledger: trace the false fact, strengthen better sources and retest the same prompts. The Cited Source Matters More Than the Mention https://aivisibilityfrance.com/en/field-log/track-ai-cited-sources/ 2026-03-18T00:00:00Z 2026-03-18T00:00:00Z How to log AI-cited sources so a French SMB can see which page feeds an AI answer, not just whether the business is named. Generative Share of Voice Beats Keyword Rank https://aivisibilityfrance.com/en/field-log/generative-share-of-voice-ai/ 2026-03-13T00:00:00Z 2026-03-13T00:00:00Z How to measure generative AI share of voice when answer engines name competitors differently from ordinary keyword rankings. Different AI Engines Need Separate Visibility Ledgers https://aivisibilityfrance.com/en/field-log/compare-ai-engines-ledgers/ 2026-03-04T00:00:00Z 2026-03-04T00:00:00Z How to compare ChatGPT, Perplexity, Copilot and Google AI Overviews with separate AI visibility ledgers before trusting a score. AI Visibility Can Drop Without a Site Change https://aivisibilityfrance.com/en/field-log/ai-visibility-drop-no-site-change/ 2026-03-04T00:00:00Z 2026-03-04T00:00:00Z Why AI visibility can fall without a website edit, and how French SMBs can monitor source shifts, model shifts and answer-pattern changes. Multi-Location Visibility Needs Per-Location Prompts https://aivisibilityfrance.com/en/field-log/multi-location-ai-visibility-prompts/ 2026-02-20T00:00:00Z 2026-02-20T00:00:00Z How to test multi-location AI visibility with city, service and language prompts instead of trusting one national AI answer. One ChatGPT Answer Is Not a Visibility Measurement https://aivisibilityfrance.com/en/field-log/measure-chatgpt-answers-business/ 2026-02-12T00:00:00Z 2026-02-12T00:00:00Z Why measuring ChatGPT answers for a business requires repeated runs, engine samples and a ledger, not one flattering screenshot. Customer Prompts Reveal AI Visibility Better Than Service Menus https://aivisibilityfrance.com/en/field-log/customer-prompts-ai-visibility-test/ 2026-01-29T00:00:00Z 2026-01-29T00:00:00Z How to test business AI visibility by building prompt sets from real buyer wording instead of internal service-menu terms.