- Visibility15
- Citations0
- Sentiment50
- Site quality80
- AI readiness14
AI assistants name AM General in 5% of answers, which is the same as the typical company in the automotive sector. AM General's overall score is 30 out of 100, ranking 1,226th of 2,047 companies. Its website passes 2 out of 14 technical checks for readiness with AI tools.
We asked 15 unbranded questions about the automotive market: none named AM General. AI assistants named it in 3 of 60 answers (5.0%). The typical automotive company is named in 5.0% of answers. By how often it is named, AM General ranks 21 of 49 in its sector.
Every dot is a company in the study. Hover one to see it; click to open its report.
This companySame sectorEvery other companyNever named
Five parts, each scored out of 100.
How often AI assistants name the company
How often AI uses the company's own website as a source
How positively AI describes the company
How well built the website's own pages are
How easily AI tools can read and use the website
Visibility is calculated from the answers on this page. How the score is built.
49 companies in this sector. The line on each bar is the typical company.
An answer that names the company
“Alternatives to traditional Humvee-style vehicles for light mobility support?”
I'll search for current alternatives to traditional Humvee-style vehicles for light mobility support.Based on current military developments, here are the main alternatives to traditional Humvee-style vehicles for light mobility support:
Primary Replacement: Joint Light Tactical Vehicle (JLTV)
The U.S. Army awarded AM General a $230.8 million contract in 2023 to produce the Joint Light Tactical Vehicle (JLTV) as a replacement for the Humvee. The JLTV bridges the gap between traditional Humvees and MRAPs and compared to the Humvee, the JLTV has the mobility of early unarmored versions with …
The AI’s answer as we received it, shortened and not checked for accuracy.
How the mentions in these answers were split between this company and its rivals
Answers naming it, out of answers received
What this website publishes for an AI agent to read, use and buy from, on a scale of six levels.
- 0
- 1
- 2
- 3
- 4
- 5
Level 0: Not yet agent-ready. Agents struggle to find basic information about the site.
- 2 of robots.txt, Sitemap, Link headers
Show every check, for your technical teamHide the checks
- study: 92.0%robots.txtNot met
Publish a valid robots.txt with crawl rules and a Sitemap line.
- study: 86.8%SitemapPartly met
Serve an XML sitemap and reference it from robots.txt.
- study: 0.3%Link headersNot met
Send Link headers such as rel="api-catalog" or rel="describedby" on the homepage.
- study: 5.5%DNS for AI DiscoveryNot present
Advertise agent endpoints with SVCB records under _agents.
- study: 1.9%Markdown negotiationNot met
Return a markdown version when asked with Accept: text/markdown, for example at the CDN.
- study: 25.1%llms.txtNot met
Publish an llms.txt with a short summary and the key links.
- study: 93.4%AI bot rulesPartly met
Add explicit robots.txt groups for the main AI crawlers.
- study: 1.4%Content SignalsNot met
Add a Content-Signal line for search, ai-input and ai-train to robots.txt.
- study: 0.2%Web Bot AuthNot present
Only relevant if you run your own agents or crawlers: publish a signing key directory.
- study: 0.3%API CatalogNot met
List public APIs in a linkset at /.well-known/api-catalog.
- study: 11.8%OAuth discoveryNot met
Publish OpenID Connect or OAuth server metadata under /.well-known.
- study: 10.3%OAuth Protected ResourceNot met
Serve protected resource metadata at /.well-known/oauth-protected-resource.
- study: 0.0%auth.mdNot met
Publish an auth.md describing how agents sign in.
- study: 0.2%MCP Server CardNot met
Offer an MCP server and publish its server card under /.well-known.
- study: 0.1%A2A Agent CardNot met
Publish an agent card at /.well-known/agent-card.json.
- study: 0.2%Agent SkillsNot met
Publish a skills index with the main tasks agents can do.
- study: 33.7%WebMCPCould not check
Register key actions such as search or cart as WebMCP tools.
- study: 0.1%ARD manifestNot met
Publish an ai-catalog.json listing every agent interface.
Score 14 of 100 · 97% of checks could run · checked on October 5, 2026 · www.amgeneral.com · 2,047 companies scanned
2 of 14 passed. This list is for your technical team. The percentage is how many companies in the study pass each check.
These 14 checks ran during the audit and are what the AI readiness part of the overall score counts. The scan above ran later and is stricter on Link headers and Markdown, so a check can pass here and not there.
Show the 14 checksHide them
- Not metrobots.txt publishedstudy: 85.0%
- Not metXML sitemapstudy: 73.2%
- PassedHTTP Link headers (RFC 8288)study: 29.0%
- Not metMarkdown content negotiationstudy: 8.3%
- Not metllms.txt publishedstudy: 21.7%
- PassedToken budget (page weight)study: 95.2%
- Not metExplicit AI bot rulesstudy: 13.0%
- Not metAPI Catalog (.well-known/api-catalog)study: 0.2%
- Not metOAuth Authorization Server discoverystudy: 10.1%
- Not metOAuth Protected Resource discoverystudy: 9.3%
- Not metMCP Server Cardstudy: 0.0%
- Not metA2A Agent Cardstudy: 0.0%
- Not metWebMCP toolsstudy: 4.2%
- Not metAgent Skills declaredstudy: 0.0%
How many times each website was listed as a source in these answers
In the study as Consumer brands.
- Common issues when maintaining military utility vehicles in harsh environments?
- What is the typical price range for new military-grade tactical vehicles in the United States?
- Is it cost-effective to purchase enhanced tactical kits for existing fleets?
- How do tactical vehicles compare to armored personnel carriers for defense missions?
- What are some non-traditional commercial vehicle choices for government fleets?
- Differences between light, medium, and heavy military vehicle classes?
- Are refurbished commercial fleet vehicles a good value for municipal contracts?
- How to address recurring drivetrain problems in commercial tactical vehicles?
- Recommended automotive solutions for humanitarian aid delivery in disaster zones?
- Alternatives to traditional Humvee-style vehicles for light mobility support?
- Options for tactical vehicle procurement besides standard military trucks?
- What types of vehicles are ideal for rapid troop transport missions?
- Are next-generation tactical vehicles worth the investment for defense agencies?
- Best commercial automotive manufacturers for government fleet needs in the US?
- What are the most reliable tactical vehicles for military operations?
Columns, left to right: OpenAI, Claude, Perplexity, Gemini. The AI assistants often disagree. Across the study, on 40% of the questions where a company is named, only one of the four names it.
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<a href="https://aeo-audit.rezolve.com/us/amgeneral.com"><img src="https://aeo-audit.rezolve.com/us/badges/amgeneral.com.svg" alt="Overall score 30 of 100, US AI Visibility Study 2026" width="280" height="64"></a>