- Visibility3
- Citations0
- Sentiment50
- Site quality93
- AI readiness21
AI assistants rarely name J.B. Hunt, mentioning it once in 60 answers. In the same answer, C.H. Robinson, XPO, and Ryder are also named. J.B. Hunt's overall score is 29 out of 100, placing it 1,342nd of 2,047 companies in the study. Its website passes 1 out of 14 technical checks for AI tool readiness.
We asked 15 unbranded questions about the industrial market: none named J.B. Hunt. AI assistants named it in 1 of 60 answers (1.7%). The typical industrial company is named in 5.0% of answers. By how often it is named, J.B. Hunt ranks 159 of 246 in its sector.
Named fewer than three times in total. Read this as a sign that AI assistants rarely bring this company up, not as an exact comparison with its rivals.
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.
246 companies in this sector. The line on each bar is the typical company.
An answer that names the company
“What are reliable alternatives to traditional freight brokers for managing logistics?”
Reliable alternatives to traditional freight brokers include digital freight platforms, 3PLs / managed transportation providers, asset-based carriers with direct booking, load boards, and freight forwarding / TMS software that let you source, manage, and track freight with less manual brokerage involvement.
The most practical options are:
Digital freight platforms / digital brokers: These provide instant or near-instant quoting, online booking, and tracking. Examples in the results include Uber Freight, J.B. Hunt 360, Schneider FreightPow …
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 1: Basic web presence. Two of robots.txt, a sitemap and Link headers are in place.
- Content Signals
Show every check, for your technical teamHide the checks
- study: 92.0%robots.txtPassed
A valid robots.txt with crawl rules at the site root.
- study: 86.8%SitemapPassed
An XML sitemap listing the pages, ideally referenced 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.txtPassed
An llms.txt that tells language models what the site offers.
- 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 36 of 100 · 97% of checks could run · checked on October 5, 2026 · www.jbhunt.com · 2,047 companies scanned
1 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%
- Not metHTTP 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 S&P 500.
- How can I resolve issues with tracking a B2B delivery?
- How do technology-driven logistics platforms improve supply chain efficiency?
- Intermodal vs truckload shipping — which is better for long-distance freight?
- How are freight shipping rates calculated for intermodal shipments in the US?
- Alternatives to standard freight shipping for businesses needing expedited delivery options
- How does less-than-truckload compare to full truckload services for regional deliveries?
- What factors influence the cost of less-than-truckload shipping for small businesses?
- What are the best freight shipping options for small businesses in the US?
- What are reliable alternatives to traditional freight brokers for managing logistics?
- What’s the most efficient way to coordinate home delivery and business freight shipments together?
- What should I do if my freight shipment is delayed by a carrier?
- Best logistics solutions for e-commerce businesses managing multi-channel fulfillment
- Does investing in a digital freight platform save money for enterprise shippers?
- What options do enterprises have besides in-house fleets for nationwide freight transportation?
- Is using a dedicated logistics provider worth it for nationwide B2B shipments?
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.