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Mercedes-Benz

mercedes-benz.deAutomotive and mobility
DAX 40
Level
1
Basic web presence
Agent readiness score
36
AEO score
39
AI mention rate
58%

Mercedes-Benz stands out in the automotive and mobility sector with an AEO score of 39, ranking 1st of 5 and above the industry median of 32. AI engines name the brand in 58.3% of answers, with Gemini reaching 73.3%. The agent readiness score is at level 1 (web basics) with 36 points, above the industry median of 24. Components such as link header, markdown negotiation, content signals, API catalogue, and OAuth discovery are not yet in place.

The next three steps
  1. 1Content Signals

    Add a Content-Signal line for search, ai-input and ai-train to robots.txt.

    A step toward level 2

  2. 2Markdown negotiation

    Return a markdown version when asked with Accept: text/markdown, for example at the CDN.

  3. 3MCP Server Card

    Offer an MCP server and publish its server card under /.well-known.

Compared with Automotive and mobility
  • Agent readiness36
    Industry median 24 · rank 1 of 5
  • AEO score39
    Industry median 32 · rank 1 of 5
  • Mentions in AI answers58
    Industry median 27 · rank 1 of 5
  • Visibility38
    Industry median 35 · rank 1 of 5
  • Citations0
    Industry median 0 · rank 3 of 5
  • Sentiment92
    Industry median 73 · rank 1 of 5
Agent readiness level
  1. 0
  2. 1
  3. 2
  4. 3
  5. 4
  6. 5
To reach level 2:
  • Content Signals
Areas
  • Discoverability77
  • Content accessibility50
  • Bot access control32
  • APIs, auth and MCP0
Every check
Discoverability
  • robots.txtPassed

    A valid robots.txt with crawl rules at the site root.

    Top sites: 98%
  • SitemapPassed

    An XML sitemap listing the pages, ideally referenced from robots.txt.

    Top sites: 88%
  • Link headersNot met

    Send Link headers such as rel="api-catalog" or rel="describedby" on the homepage.

    Top sites: 0%
  • DNS for AI DiscoveryNot present

    Advertise agent endpoints with SVCB records under _agents.

    Top sites: 5%
Content accessibility
  • Markdown negotiationNot met

    Return a markdown version when asked with Accept: text/markdown, for example at the CDN.

    Top sites: 2%
  • llms.txtPassed

    An llms.txt that tells language models what the site offers.

    Top sites: 15%
Bot access control
  • AI bot rulesPartly met

    Add explicit robots.txt groups for the main AI crawlers.

    Top sites: 99%
  • Content SignalsNot met

    Add a Content-Signal line for search, ai-input and ai-train to robots.txt.

    Top sites: 2%
  • Web Bot AuthNot present

    Only relevant if you run your own agents or crawlers: publish a signing key directory.

    Top sites: 0%
APIs, auth and MCP
  • API CatalogNot met

    List public APIs in a linkset at /.well-known/api-catalog.

    Top sites: 0%
  • OAuth discoveryNot met

    Publish OpenID Connect or OAuth server metadata under /.well-known.

    Top sites: 1%
  • OAuth Protected ResourceNot met

    Serve protected resource metadata at /.well-known/oauth-protected-resource.

    Top sites: 1%
  • auth.mdNot met

    Publish an auth.md describing how agents sign in.

    Top sites: 0%
  • MCP Server CardNot met

    Offer an MCP server and publish its server card under /.well-known.

    Top sites: 0%
  • A2A Agent CardNot met

    Publish an agent card at /.well-known/agent-card.json.

    Top sites: 0%
  • Agent SkillsNot met

    Publish a skills index with the main tasks agents can do.

    Top sites: 0%
  • WebMCPCould not check

    Register key actions such as search or cart as WebMCP tools.

    Top sites: 1%
  • ARD manifestNot met

    Publish an ai-catalog.json listing every agent interface.

    Top sites: 0%
AI crawler rules (robots.txt)
Training
  • GPTBotallowed
  • ClaudeBotallowed
  • Anthropic-AIallowed
  • Google-Extendedallowed
  • GoogleOtherallowed
  • Applebot-Extendedallowed
  • Meta-ExternalAgentallowed
  • FacebookBotallowed
  • Bytespiderallowed
  • CCBotallowed
  • AI2Botallowed
  • Cohere-AIallowed
  • Claude-Weballowed
  • Omgilibotallowed
  • Diffbotallowed
Search
  • OAI-SearchBotallowed
  • Claude-SearchBotallowed
  • PerplexityBotallowed
  • Applebotallowed
  • Amazonbotallowed
  • YouBotallowed
  • Timpibotallowed
Assistant
  • ChatGPT-Userallowed
  • Claude-Userallowed
  • Perplexity-Userallowed
  • DuckAssistBotallowed
  • MistralAI-Userallowed
Agentic commerce
  • x402Not present
  • MPPNot present
  • UCPNot present
  • ACPNot present
  • AP2Not present

Protocols that let AI agents shop and pay by themselves. They don't count toward the level.

Agent readiness score 36 · coverage 97% · checked on 21/09/2026 · www.mercedes-benz.de

Mentions per AI engine
  • AIOpenAI7/15 · 47%
    Sentiment: 80% positive, 20% neutral, 0% critical
  • CClaude9/15 · 60%
    Sentiment: 67% positive, 33% neutral, 0% critical
  • PPerplexity8/15 · 53%
    Sentiment: 87% positive, 13% neutral, 0% critical
  • GGemini11/15 · 73%
    Sentiment: 67% positive, 33% neutral, 0% critical
Spotlight: Gemini
73%11 of 15 answers name Mercedes-Benz
„Welche Luxusautos eignen sich besonders gut für längere Geschäftsreisen?“
Für längere Geschäftsreisen müssen Luxusautos vor allem drei Kriterien erfüllen: höchsten Langstreckenkomfort (geräuscharm, hervorragendes Fahrwerk), fortschrittliche Konnektivität/Assistenzsysteme (für entspanntes Fahren oder mobiles Arbeiten) und eine repräsentative Optik . Hier sind die am besten geeigneten Modelle in der Luxus- und Oberklasse, unterteilt nach Fahrzeugkonzept: 1. Die klassischen Luxuslimousinen …

AI answer as returned, unverified and shortened.

Gemini names instead
  • Spurhalteassistent
  • Notbremsassistent
  • adaptive Geschwindigkeitsregelung
  • Abstandstempomat
  • Audi
  • Audi A6 Avant
  • BMW
  • BMW 5er Touring
Sources: autobild.de, motor.com.de, toyota.at, polarstern-energie.de, klimareporter.de, driversline.de
Share of voice
  • Mercedes-Benz12.7%
  • BMW Deutschland0%
  • Audi Deutschland0%
  • Lexus Deutschland0%
  • Jaguar Deutschland0%
  • Porsche Deutschland0%
Most cited sources
  1. 1.finn.com19
  2. 2.adac.de15
  3. 3.autohero.com15
  4. 4.focus.de14
  5. 5.motor.com.de13
  6. 6.carwow.de12
  7. 7.autobild.de10
  8. 8.auto-motor-und-sport.de8

Own domain's share of all citations: 0.2%

Every question and answer
Question (original German)AIOpenAICClaudePPerplexityGGemini
Welche Vorteile bieten Plug-in-Hybride gegenüber reinen Elektroautos in der Oberklasse?
Wie entwickeln sich die Preise für vollelektrische Luxuslimousinen in Deutschland?
Welche Luxusautos eignen sich besonders gut für längere Geschäftsreisen?
Welche Oberklasse-Modelle bieten das beste Raumangebot für große Familien?
Wie unterscheiden sich Limousine, Coupé und SUV im Luxussegment hinsichtlich Fahrkomfort und Preis?
Worauf sollte man achten, wenn Assistenzsysteme bei Premiumfahrzeugen nicht wie erwartet funktionieren?
Was sind die beliebtesten SUV-Modelle im Luxussegment mit Elektroantrieb?
Welches Fahrzeug eignet sich besonders gut als repräsentativer Dienstwagen im Premiumsegment?
Luxus-Kombi vs. Luxus-SUV – welches Fahrzeug passt besser zum Alltag einer Familie?
Welche alternativen Antriebsformen gibt es im Bereich der Premiumfahrzeuge außer Elektro und Hybrid?
Wann lohnt sich die Investition in ein neues Luxusfahrzeug anstelle eines jungen Gebrauchtwagens?
Was tun bei ungewöhnlichen Geräuschen aus dem Fahrwerk eines hochwertigen Sportwagens?
Welche Argumente sprechen 2024 für oder gegen Fahrzeuge mit Verbrennungsmotor in der Oberklasse?
Ist der Umstieg auf einen Stromer im Premiumsegment in Deutschland aktuell sinnvoll?
Welche sportlichen Cabrios im Premiumbereich bieten aktuell die beste Ausstattung?
  • Brand named, positive
  • Brand named, neutral
  • Brand named, critical
  • Only competitors named
  • Brand not named
  • No answer
Badge for your website
Agent Readiness Stufe 1, KI-Check Deutschland 2026
<a href="https://aeo-audit.rezolve.com/de/mercedes-benz" title="KI-Check Deutschland 2026: Mercedes-Benz"><img src="https://aeo-audit.rezolve.com/de/badges/mercedes-benz.svg" alt="Agent Readiness Stufe 1, KI-Check Deutschland 2026" width="260" height="64"></a>

Audit completed on 19 September 2026. Methodology

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