- Visibility0
- Citations0
- Sentiment50
- Site quality40
- AI readiness21
AI assistants do not name Shopping.com in any of their 60 answers, while they often name others such as Google Shopping and PriceGrabber. The company has an overall score of 18 out of 100, ranking 2,037th of 2,047 in the study. Its website passes 3 of 14 technical checks for readiness with AI tools.
We asked 15 unbranded questions about the retail market: none named Shopping.com. AI assistants named it in none of 60 answers. The typical retail company is named in 6.7% of answers. By how often it is named, Shopping.com ranks 503 of 640 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.
640 companies in this sector. The line on each bar is the typical company.
The company is not named in this answer
“Do price comparison websites really help you get better deals on big-ticket items like TVs or laptops?”
Yes, price comparison websites can be very helpful for getting better deals on big-ticket items like TVs and laptops. These platforms aggregate product listings from numerous retailers, allowing you to quickly compare prices, features, and seller information in one place.
Here's how they help:
Finding the lowest price: The most obvious benefit is identifying which retailers offer the product you want at the cheapest price. This can be particularly impactful for expensive electronics where price differences between stores can be significant.
Saving time and effort: Instead of m …
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
The website turns away requests that do not come from a browser. AI agents that say what they are meet the same refusal.
We could not tell. The website turned away our requests for the files an agent would read. An agent arriving by itself is turned away the same way.
- UCPCould not check
- ACPCould not check
- AP2Not present
- x402Not present
- MPPCould not check
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.txtCould not check
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 AuthCould not check
Only relevant if you run your own agents or crawlers: publish a signing key directory.
- study: 0.3%API CatalogCould not check
List public APIs in a linkset at /.well-known/api-catalog.
- study: 11.8%OAuth discoveryCould not check
Publish OpenID Connect or OAuth server metadata under /.well-known.
- study: 10.3%OAuth Protected ResourceCould not check
Serve protected resource metadata at /.well-known/oauth-protected-resource.
- study: 0.0%auth.mdCould not check
Publish an auth.md describing how agents sign in.
- study: 0.2%MCP Server CardCould not check
Offer an MCP server and publish its server card under /.well-known.
- study: 0.1%A2A Agent CardCould not check
Publish an agent card at /.well-known/agent-card.json.
- study: 0.2%Agent SkillsCould not check
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 manifestCould not check
Publish an ai-catalog.json listing every agent interface.
Score 45 of 100 · 53% of checks could run · checked on October 5, 2026 · www.shopping.com · 2,047 companies scanned
3 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
- Passedrobots.txt publishedstudy: 85.0%
- PassedXML 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%
This website sets no rules for any AI crawler by name, like 84% of the websites whose rules we could read. Every AI crawler follows its general rules.
- GPTBotblocked
- ClaudeBotblocked
- Anthropic-AIblocked
- Google-Extendedblocked
- Applebot-Extendedblocked
- Meta-ExternalAgentblocked
- FacebookBotblocked
- Bytespiderblocked
- CCBotblocked
- Diffbotblocked
- Omgilibotblocked
- OAI-SearchBotblocked
- Claude-SearchBotblocked
- PerplexityBotblocked
- Applebotblocked
- Amazonbotblocked
- YouBotblocked
- ChatGPT-Userblocked
- Claude-Userblocked
- Perplexity-Userblocked
- DuckAssistBotblocked
- MistralAI-Userblocked
Read from the website’s own rules file (robots.txt). An asterisk marks a crawler the file names. The rest follow its general rules. “Partly” means only some pages are blocked.
How many times each website was listed as a source in these answers
In the study as US retailers: listed as a retailer in Wikidata, a public database, and among the websites Cloudflare Radar ranks as visited.
- Do price comparison websites really help you get better deals on big-ticket items like TVs or laptops?
- How can price comparison sites help with finding student discounts or back-to-school deals?
- Price comparison apps vs browser extensions — which is better for finding top product deals?
- Are there manual ways to compare prices across multiple online retailers without using a dedicated platform?
- Is using a price comparison platform worth it for saving money on everyday purchases?
- What’s the best way to use an online price comparison site for holiday shopping?
- How do online price comparison platforms differ from coupon or deal aggregator sites?
- What are the best online tools to compare prices across multiple retailers in the US?
- What alternatives exist to online price comparison sites for finding product deals?
- What are some strategies for deal-hunting besides using online price comparison tools?
- Are there price comparison services that focus specifically on finding the best deals under $50?
- How can I find the lowest prices for electronics using a price comparison website?
- How do I make sure that a price comparison tool is showing the most up-to-date deals before I buy?
- Do online price comparison platforms cover products in all price ranges or just higher-priced items?
- Why are some products missing or showing outdated prices on price comparison platforms?
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.