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Allison Transmission

allisontransmission.com · Automotive · ALSN

Ranked 1,035 of 2,047 companies in the study

32Overall score
  • Visibility20
  • Citations4
  • Sentiment50
  • Site quality80
  • AI readiness14
What this means for Allison Transmission

AI assistants name Allison Transmission in 13.3% of answers, more often than the typical company in the automotive sector. Its overall score is 32 out of 100, ranking 1,035th of 2,047 companies in the study. The company's website passes 2 out of 14 technical checks for readiness with AI tools.

We asked 15 unbranded questions about the automotive market: none named Allison Transmission. AI assistants named it in 8 of 60 answers (13.3%). The typical automotive company is named in 5.0% of answers. By how often it is named, Allison Transmission ranks 9 of 49 in its sector.

Named by AI in
13.3%
8 of 60 answers
Share of mentions
29.6%
compared with 5 rivals
AI readiness
2/14
technical checks passed. Typical for its sector: 3
Rank in its sector
21 of 49
by overall score, where the typical automotive company scores 31
How Allison Transmission compares with all 2,047 companies

Every dot is a company in the study. Hover one to see it; click to open its report.

This companySame sectorEvery other companyNever named

What makes up the score

Five parts, each scored out of 100.

Visibility
20

How often AI assistants name the company

Citations
4

How often AI uses the company's own website as a source

Sentiment
50

How positively AI describes the company

Site quality
80

How well built the website's own pages are

AI readiness
14

How easily AI tools can read and use the website

Visibility is calculated from the answers on this page. How the score is built.

Compared with automotive

49 companies in this sector. The line on each bar is the typical company.

Overall score32
Ranks 21 of 49. Typical company: 31
Named in answers13%
Ranks 9 of 49. Typical company: 5%
AI readiness14
Ranks 38 of 49. Typical company: 29
What Gemini actually said

An answer that names the company

“Are high-capacity automatic transmissions worth the investment for off-highway construction vehicles?”

Investing in high-capacity automatic transmissions for off-highway construction vehicles is generally worthwhile due to significant benefits in performance, efficiency, safety, and reduced operational costs. These transmissions are engineered to handle the demanding conditions of construction, mining, and agricultural applications, where heavy loads, challenging terrain, and continuous operation are common.

Here's a breakdown of why they are a valuable investment:

1. Enhanced Performance and Productivity:

Increased Power and Torque: High-capacity automatic transmissions can manag …

The AI’s answer as we received it, shortened and not checked for accuracy.

Also named
Eaton6
Share of mentions

How the mentions in these answers were split between this company and its rivals

Eaton
50.0%
Allison Transmission
36.4%
Voith Turbo
13.6%
ZF Friedrichshafen AG (ZF North America)
0.0%
Dana Incorporated
0.0%
Torqmatic by WABCO (now part of ZF Group)
0.0%
Which AI assistants named the company

Answers naming it, out of answers received

Gemini
5/15
Claude
1/15
OpenAI
1/15
Perplexity
1/15
Ready for AI agents

What this website publishes for an AI agent to read, use and buy from, on a scale of six levels.

  1. 0
  2. 1
  3. 2
  4. 3
  5. 4
  6. 5

Level 0: Not yet agent-ready. Agents struggle to find basic information about the site.

To reach level 1:
  • 2 of robots.txt, Sitemap, Link headers
Show every check, for your technical team
Discoverability
0 of 100
  • robots.txtNot met

    Publish a valid robots.txt with crawl rules and a Sitemap line.

    study: 92.0%
  • SitemapNot met

    Serve an XML sitemap and reference it from robots.txt.

    study: 86.8%
  • Link headersNot met

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

    study: 0.3%
  • DNS for AI DiscoveryNot present

    Advertise agent endpoints with SVCB records under _agents.

    study: 5.5%
Content accessibility
0 of 100
  • Markdown negotiationNot met

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

    study: 1.9%
  • llms.txtNot met

    Publish an llms.txt with a short summary and the key links.

    study: 25.1%
Bot access control
0 of 100
  • AI bot rulesNot met

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

    study: 93.4%
  • Content SignalsNot met

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

    study: 1.4%
  • Web Bot AuthNot present

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

    study: 0.2%
APIs, auth and MCP
8 of 100
  • API CatalogNot met

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

    study: 0.3%
  • OAuth discoveryPartly met

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

    study: 11.8%
  • OAuth Protected ResourceNot met

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

    study: 10.3%
  • auth.mdNot met

    Publish an auth.md describing how agents sign in.

    study: 0.0%
  • MCP Server CardNot met

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

    study: 0.2%
  • A2A Agent CardNot met

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

    study: 0.1%
  • Agent SkillsNot met

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

    study: 0.2%
  • WebMCPCould not check

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

    study: 33.7%
  • ARD manifestNot met

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

    study: 0.1%

Score 2 of 100 · 97% of checks could run · checked on October 5, 2026 · allisontransmission.com · 2,047 companies scanned

See how every company did, and how this was measured.

The checks behind the AI readiness score

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 checks
Discoverability
  • Not metrobots.txt publishedstudy: 85.0%
  • Not metXML sitemapstudy: 73.2%
  • Not metHTTP Link headers (RFC 8288)study: 29.0%
Content Accessibility
  • Not metMarkdown content negotiationstudy: 8.3%
  • Not metllms.txt publishedstudy: 21.7%
  • PassedToken budget (page weight)study: 95.2%
Bot Access Control
  • Not metExplicit AI bot rulesstudy: 13.0%
API / Auth / MCP
  • Not metAPI Catalog (.well-known/api-catalog)study: 0.2%
  • PassedOAuth 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%
Websites the AI used as sources

How many times each website was listed as a source in these answers

allisontransmission.com (its own website)
27
justdial.com
13
truckinginfo.com
13
fleetowner.com
12
afdc.energy.gov
10
worktruckonline.com
9
forconstructionpros.com
9
en.wikipedia.org
9
docs.nrel.gov
8
fleetequipmentmag.com
8

In the study as US-listed.

Every question, and where the company came up (6 of 15)
QuestionOpenAIClaudePerplexityGemini
  • Is upgrading to an electric-hybrid propulsion system a good choice for reducing overall fleet maintenance costs?
  • Are high-capacity automatic transmissions worth the investment for off-highway construction vehicles?
  • Top hybrid propulsion systems for reducing fuel consumption in city buses
  • Common causes of shifting problems in fully automatic transmissions for commercial vehicles
  • Hybrid propulsion vs traditional diesel power for military vehicles: which is more cost-effective?
  • Recommended drivetrain solutions for tactical vehicles used by defense contractors in rough terrain
  • How do fully automatic transmissions compare to manual and automated manual transmissions in heavy-duty vehicles?
  • Expected cost difference between traditional and hybrid propulsion solutions for commercial bus fleets
  • What are the best fully automatic transmissions for commercial trucks used in delivery fleets?
  • What are some reliable non-hybrid propulsion options for defense vehicle applications?
  • Alternative transmission types for fleets seeking increased fuel efficiency without switching to hybrid systems
  • What troubleshooting steps should be taken if a hybrid propulsion system in a transit bus fails to start?
  • Average pricing for new automatic transmission systems in medium- and heavy-duty commercial vehicles
  • Alternatives to conventional automatic transmissions for vocational trucks
  • Best transmission options for refuse trucks operating in stop-and-go urban environments
named the companyanswered without naming itdid not answer

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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Overall score 32 of 100 badge for Allison Transmission

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