AI visibility in the sector: Logiciels de facturation
Brand visibility ranking in AI assistant answers, market FR. 28 ranked brands.
Logiciels de facturation | FR | Published 2026-10-09
How often does a brand actually appear when AIs answer its customers? Real, dated figures aggregated from our platform. Reusable with attribution.
Scope of this edition : 89 audited brands | 145 complete audits. Updated : July 2026.
These benchmarks help GEO/AEO agencies and consultants position their clients' brands; the statistics below describe the sample measured for this edition (date and size shown above), not the whole market.
Share of URLs cited as sources that do not exist, per model. Of 26 435 verified URLs, 70 were invented (0.26 % on average).
| Model | Invented-URL rate |
|---|---|
| Perplexity Sonar Pro | 1.05 % |
| Anthropic Claude Sonnet 4.6 | 0.62 % |
| OpenAI GPT-5 Mini | 0.44 % |
| Anthropic Claude Haiku 4.5 | 0.19 % |
| OpenAI GPT-5 | 0.16 % |
| Google Gemini 2.5 Flash | 0.12 % |
| Perplexity Sonar | 0.04 % |
Indicative sample, per-sector counts are still small (n shown). To be consolidated in future editions.
| Sector | Brands (n) | Visibility (/100) |
|---|---|---|
| Retail | 4 | 78 |
| Services | 4 | 77 |
| Construction | 3 | 75 |
| IT / Tech | 7 | 69 |
| Restaurants | 3 | 55 |
| Health | 3 | 51 |
Dedicated studies from validated sector scans. Each study has its own methodology, separate from the audit aggregates above.
Brand visibility ranking in AI assistant answers, market FR. 28 ranked brands.
Logiciels de facturation | FR | Published 2026-10-09
Brand visibility ranking in AI assistant answers, market FR. 26 ranked brands.
Valises cabine | FR | Published 2026-10-09
Brand visibility ranking in AI assistant answers, market FR. 21 ranked brands.
Agences de référencement naturel (SEO) | FR | Published 2026-10-09
Brand visibility ranking in AI assistant answers, market FR. 34 ranked brands.
Logiciels CRM | FR | Published 2026-10-09
Brand visibility ranking in AI assistant answers, market FR. 18 ranked brands.
Matelas | FR | Published 2026-10-09
Brand visibility ranking in AI assistant answers, market FR. 22 ranked brands.
Assurance automobile | FR | Published 2026-10-09
Brand visibility ranking in AI assistant answers, market FR. 22 ranked brands.
Mutuelle santé pour chien | FR | Published 2026-10-09
Brand visibility ranking in AI assistant answers, market FR. 17 ranked brands.
Comptabilité en ligne | FR | Published 2026-10-09
Brand visibility ranking in AI assistant answers, market FR. 37 ranked brands.
Vélos électriques | FR | Published 2026-10-09
These figures aggregate real audits of brands that chose to measure themselves, a sample not representative of all companies. Spontaneous visibility comes from an entity-extraction sub-sample. Sector trends rest on small counts and are indicative. Full methodology, confidence intervals included, on our methodology page.
This data is freely reusable with attribution to “AI Labs Audit, AI Visibility Observatory”. Two in-depth publications complete this edition: the AI visibility barometer, the study on URLs invented by models.