Live audit

Agence création d'applications mobiles & web

Executive readout

Agence création d'applications mobiles & web scores 47/100 for GEO readiness, which places the site in the AT RISK tier. The audit analyzed 25 representative pages and found the biggest opportunities in crawler access, structured data, and quote-friendly content. The fastest path to improvement is to remove access blockers, publish stronger machine-readable entity signals, and turn key commercial pages into clear answer destinations.

https://appstronaute.com SaaS 2026-10-09 25 sampled pages AI kit 1/15

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Dimension scores

Six signals that roll up into your GEO score.

28

AI citability

How quotable and structured the sampled pages are for answer engines.

25

Brand authority

Signals that help models recognize and trust your entity.

58

Content E-E-A-T

Experience, expertise, authority, and trust cues in key copy.

58

Technical GEO

Crawl access, rendering hints, headers, and machine-readable delivery.

96

Schema

Structured data coverage and GEO-relevant types on reviewed URLs.

48

Platform readiness

Readiness across major AI answer and assistant surfaces.

Score breakdown

How each pillar contributes.

AI Citability

28

How easy it is for AI systems to quote your pages.

Brand Authority

25

How strongly your brand exists as a recognizable entity.

Content E-E-A-T

58

Evidence of expertise, trust, and depth across key pages.

Technical GEO

58

Crawlability, rendering quality, and basic technical readiness.

Schema

96

Machine-readable markup coverage across the sampled pages.

Platform Readiness

48

How the site is positioned for major AI answer surfaces.

Platform readiness

Strength by answer surface.

ChatGPT37
Perplexity32
Google AI Overviews58
Gemini58
Bing Copilot55
Action plan

Prioritized work, from quick wins to strategic bets.

Quick wins

  • Rewrite priority pages using clear answer blocks, factual statements, and self-contained paragraphs in the 100-200 word range.

    Raises the odds that AI tools will quote your pages directly instead of paraphrasing competitors.

  • Publish /llms.txt with your key URLs, short descriptions, and the most important sections of the site.

    Creates a direct guidance layer for AI crawlers and improves audit completeness.

Medium-term

  • Deploy the complete AI readiness file set to the web root. See https://ai.silverbackmarketing.com/ for a reference deployment.

    A complete kit adds a +20 point bonus to the GEO score and gives every major AI platform a direct reading path into the site.

  • Add FAQPage JSON-LD that mirrors the visible question-and-answer pairs on these pages.

    FAQ markup is one of the most directly quoted formats in AI answers and AI Overviews.

  • Prioritize LinkedIn, YouTube, review platforms, and a clean sameAs graph; pursue Wikidata or Wikipedia when the brand is notable enough.

    Makes the brand easier for AI systems to recognize, disambiguate, and trust.

Strategic bets

  • Deploy the complete AI readiness file set to the web root. See https://ai.silverbackmarketing.com/ for a reference deployment.

    A complete kit adds a +20 point bonus to the GEO score and gives every major AI platform a direct reading path into the site.

  • Add FAQPage JSON-LD that mirrors the visible question-and-answer pairs on these pages.

    FAQ markup is one of the most directly quoted formats in AI answers and AI Overviews.

  • Prioritize LinkedIn, YouTube, review platforms, and a clean sameAs graph; pursue Wikidata or Wikipedia when the brand is notable enough.

    Makes the brand easier for AI systems to recognize, disambiguate, and trust.

  • Add descriptive alt text to important imagery, diagrams, and product visuals on your key pages.

    Improves accessibility while adding more machine-readable context.

Findings

Open a row to read detail and recommended fixes.

Critical

0

No critical findings for this audit.

High

2
Content is not yet quote-friendly for AI systemsHigh

The sampled pages skew toward low citability, which usually means the copy is too vague, too thin, or too contextual for an answer engine to safely extract.

Recommended fix · Rewrite priority pages using clear answer blocks, factual statements, and self-contained paragraphs in the 100-200 word range.
Affected pages · https://appstronaute.com · https://appstronaute.com/secteurs/services-professionnels · https://appstronaute.com/projects/leader-environnement · https://appstronaute.com/politique-de-confidentialite · https://appstronaute.com/projects/croix-rouge-francaise
llms.txt is missingHigh

The site does not currently publish an llms.txt file. While this is still emerging, it is one of the clearest ways to guide AI systems toward your most important pages.

Recommended fix · Publish /llms.txt with your key URLs, short descriptions, and the most important sections of the site.

Medium

3
AI readiness kit is not deployedMedium

Only 1 of 15 AI readiness files were found at the web root. A complete kit (llms.txt, ai.txt, ai-entities.json, rag-index.json, and companions) gives AI systems a full machine-readable map of the site.

Recommended fix · Deploy the complete AI readiness file set to the web root. See https://ai.silverbackmarketing.com/ for a reference deployment.
FAQ-style content is missing FAQPage schemaMedium

1 page(s) contain three or more question headings but expose no FAQPage structured data, so answer engines cannot reliably map questions to answers.

Recommended fix · Add FAQPage JSON-LD that mirrors the visible question-and-answer pairs on these pages.
Affected pages · https://appstronaute.com/blog
Off-site entity presence is thinMedium

The brand appears to have limited discoverable entity reinforcement outside the website itself, especially on sources AI systems commonly cross-check.

Recommended fix · Prioritize LinkedIn, YouTube, review platforms, and a clean sameAs graph; pursue Wikidata or Wikipedia when the brand is notable enough.

Low

1
A large share of images are missing alt textLow

Missing alt text weakens accessibility and removes additional semantic clues that can reinforce page meaning.

Recommended fix · Add descriptive alt text to important imagery, diagrams, and product visuals on your key pages.
Affected pages · https://appstronaute.com/about · https://appstronaute.com/product-discovery · https://appstronaute.com/booster · https://appstronaute.com/agence-application-mobile · https://appstronaute.com/blog
Crawlers & coverage

Access signals and what is already working.

AI crawler access

  • GPTBotChatGPTALLOWED (200)

    Keep access open

  • ClaudeBotClaudeALLOWED (200)

    Keep access open

  • PerplexityBotPerplexityALLOWED (200)

    Keep access open

  • GoogleBotGoogle AI OverviewsALLOWED (200)

    Keep access open

  • BingBotBing CopilotALLOWED (200)

    Keep access open

Strengths

  • The site already exposes machine-readable entity markup, giving AI systems a stronger identity graph.

  • Most major AI crawlers can currently access the site, which removes one of the most common GEO blockers.

AI readiness kit

1 of 15 readiness files are live.

Deployed (1)

/robots.txt

Missing (14)

/ai.txt /llms.txt /llms-full.txt /ai-sitemap.xml /sitemap.md /ai-entities.json /ai-intent.json /ai-schema.json /rag-index.json /rag-index.jsonl /ai-disclosure.txt /training-data-policy.txt /.well-known/ai-plugin.json /manifest.json
Sampled pages

Per-URL signals from the crawl set.

Agence création d'applications mobiles & web | Appstronaute

22.7 citability

https://appstronaute.com

1391 words 5 schema types 12/131 missing alt

Schema: GeoCoordinates, ImageObject, LocalBusiness, Organization, PostalAddress

À propos — Appstronaute

28.5 citability

https://appstronaute.com/about

342 words 5 schema types 15/21 missing alt

Schema: GeoCoordinates, ImageObject, LocalBusiness, Organization, PostalAddress

Product Discovery : tester et valider vos idées avant de développer | Appstronaute

31.1 citability

https://appstronaute.com/product-discovery

583 words 8 schema types 6/8 missing alt

Schema: BreadcrumbList, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Service

Services B2B & conseil : applications et logiciels sur mesure | Appstronaute

23 citability

https://appstronaute.com/secteurs/services-professionnels

369 words 8 schema types 3/9 missing alt

Schema: BreadcrumbList, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Service

Politique de Confidentialité — Appstronaute

25.1 citability

https://appstronaute.com/politique-de-confidentialite

872 words 5 schema types 0/0 missing alt

Schema: GeoCoordinates, ImageObject, LocalBusiness, Organization, PostalAddress

Booster mon projet — Appstronaute

26 citability

https://appstronaute.com/booster

71 words 5 schema types 1/1 missing alt

Schema: GeoCoordinates, ImageObject, LocalBusiness, Organization, PostalAddress

Agence application mobile : développement iOS & Android | Appstronaute

31 citability

https://appstronaute.com/agence-application-mobile

1054 words 11 schema types 13/21 missing alt

Schema: Answer, BreadcrumbList, FAQPage, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Question, Service

Réalisations — Appstronaute

28 citability

https://appstronaute.com/projects

470 words 5 schema types 4/84 missing alt

Schema: GeoCoordinates, ImageObject, LocalBusiness, Organization, PostalAddress

L'équipage — Appstronaute

29.4 citability

https://appstronaute.com/equipe

280 words 5 schema types 4/46 missing alt

Schema: GeoCoordinates, ImageObject, LocalBusiness, Organization, PostalAddress

Nous rejoindre — Appstronaute

27.3 citability

https://appstronaute.com/carrieres

501 words 5 schema types 5/15 missing alt

Schema: GeoCoordinates, ImageObject, LocalBusiness, Organization, PostalAddress

Blog — Appstronaute

31.3 citability

https://appstronaute.com/blog

5662 words 5 schema types 170/172 missing alt

Schema: GeoCoordinates, ImageObject, LocalBusiness, Organization, PostalAddress

Cookofry : l'application de référence des recettes à l'Airfryer | Appstronaute

31.6 citability

https://appstronaute.com/projects/cookofry

400 words 9 schema types 3/9 missing alt

Schema: BreadcrumbList, CreativeWork, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Thing

Corsica Ferries : application mobile de voyage iOS et Android | Appstronaute

29.8 citability

https://appstronaute.com/projects/corsica-ferries

507 words 9 schema types 3/9 missing alt

Schema: BreadcrumbList, CreativeWork, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Thing

Gynette : l'app gratuite de santé intime des jeunes femmes | Appstronaute

30.2 citability

https://appstronaute.com/projects/gynette

430 words 9 schema types 3/9 missing alt

Schema: BreadcrumbList, CreativeWork, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Thing

Dino Web : dashboard d'exploitation et site de la plateforme VTC | Appstronaute

28.3 citability

https://appstronaute.com/projects/dino-web

381 words 9 schema types 3/9 missing alt

Schema: BreadcrumbList, CreativeWork, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Thing

MedRempla : SaaS de gestion des remplacements médicaux | Appstronaute

29.4 citability

https://appstronaute.com/projects/medrempla

384 words 9 schema types 3/9 missing alt

Schema: BreadcrumbList, CreativeWork, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Thing

EatVice : application foodtech de rééquilibrage des habitudes alimentaires | Appstronaute

31.3 citability

https://appstronaute.com/projects/eatvice

360 words 9 schema types 3/9 missing alt

Schema: BreadcrumbList, CreativeWork, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Thing

Crosscall : dispositif web pour la marque française des mobiles durcis | Appstronaute

29.3 citability

https://appstronaute.com/projects/crosscall

309 words 9 schema types 3/9 missing alt

Schema: BreadcrumbList, CreativeWork, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Thing

PowerIn : extension Chrome SaaS d'automatisation LinkedIn par IA | Appstronaute

28.2 citability

https://appstronaute.com/projects/powerin

401 words 9 schema types 3/9 missing alt

Schema: BreadcrumbList, CreativeWork, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Thing

Club Med : web app pour un leader mondial des vacances premium | Appstronaute

28 citability

https://appstronaute.com/projects/club-med

334 words 9 schema types 3/9 missing alt

Schema: BreadcrumbList, CreativeWork, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Thing

Croix-Rouge française : dispositif mobile pour une institution humanitaire | Appstronaute

25.6 citability

https://appstronaute.com/projects/croix-rouge-francaise

294 words 9 schema types 3/9 missing alt

Schema: BreadcrumbList, CreativeWork, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Thing

VIP Very Important Parking : l'app des 800 000 lieux accessibles PMR | Appstronaute

31 citability

https://appstronaute.com/projects/vip

398 words 9 schema types 3/9 missing alt

Schema: BreadcrumbList, CreativeWork, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Thing

Leader Environnement : CRM, application interne et simulateur SaaS | Appstronaute

24.7 citability

https://appstronaute.com/projects/leader-environnement

391 words 9 schema types 3/9 missing alt

Schema: BreadcrumbList, CreativeWork, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Thing

Ma Réclamation d'Assurance : la plateforme qui défend les assurés | Appstronaute

27.3 citability

https://appstronaute.com/projects/ma-reclamation-d-assurance

358 words 9 schema types 3/10 missing alt

Schema: BreadcrumbList, CreativeWork, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Thing

FFBAD : application mobile officielle de la Fédération Française de Badminton | Appstronaute

26.8 citability

https://appstronaute.com/projects/ffbad

389 words 9 schema types 3/9 missing alt

Schema: BreadcrumbList, CreativeWork, GeoCoordinates, ImageObject, ListItem, LocalBusiness, Organization, PostalAddress, Thing