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Family Dollar

familydollar.com · Retail · FDO

Ranked 880 of 2,047 companies in the study

34Overall score
  • Visibility23
  • Citations1
  • Sentiment61
  • Site quality73
  • AI readiness21
What this means for Family Dollar

AI assistants name Family Dollar in 23.3% of answers, which is more often than the typical company in the retail sector. Its overall score is 34 out of 100, ranking it 880th of 2,047 companies. The website passes 3 out of 14 technical checks for how ready it is for AI tools.

We asked 15 unbranded questions about the retail market: none named Family Dollar. AI assistants named it in 14 of 60 answers (23.3%). The typical retail company is named in 6.7% of answers. By how often it is named, Family Dollar ranks 126 of 640 in its sector.

Named by AI in
23.3%
14 of 60 answers
Share of mentions
22.6%
compared with 5 rivals
AI readiness
3/14
technical checks passed. Typical for its sector: 3
Rank in its sector
305 of 640
by overall score, where the typical retail company scores 34
How Family Dollar 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
23

How often AI assistants name the company

Citations
1

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

Sentiment
61

How positively AI describes the company

Site quality
73

How well built the website's own pages are

AI readiness
21

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 retail

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

Overall score34
Ranks 305 of 640. Typical company: 34
Named in answers23%
Ranks 126 of 640. Typical company: 7%
AI readiness21
Ranks 351 of 640. Typical company: 29
What Claude actually said

An answer that names the company

“Are discount variety retailers worth it for brand-name groceries and essentials?”

I can provide you with a general analysis based on what's typically known about discount variety retailers.

Potential advantages:

Discount variety retailers (like Dollar General, Dollar Tree, Family Dollar, and similar stores) often offer competitive prices on name-brand groceries and essentials because they:

Operate with lower overhead costs

Use efficient supply chains

Accept lower profit margins per item

Buy in bulk and pass savings to customers

Considerations:

1. Selection limitations: These stores typically have smaller selections compared to traditional grocery sto …

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

Also named
Dollar General20Dollar Tree14Big Lots6
Share of mentions

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

Dollar General
35.1%
Family Dollar
24.6%
Dollar Tree
24.6%
Big Lots
10.5%
99 Cents Only Stores
5.3%
Fred's
0.0%
Which AI assistants named the company

Answers naming it, out of answers received

OpenAI
5/15
Gemini
4/15
Claude
3/15
Perplexity
2/15
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 1: Basic web presence. Two of robots.txt, a sitemap and Link headers are in place.

To reach level 2:
  • Content Signals
Can an AI agent buy here?

Not by itself. Family Dollar publishes none of the purchase protocols we look for. An agent would have to click through the checkout like a person.

  • UCPNot present
  • ACPNot present
  • AP2Not present
  • x402Not present
  • MPPNot present
Show every check, for your technical team
Discoverability
77 of 100
  • robots.txtPassed

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

    study: 92.0%
  • SitemapPassed

    An XML sitemap listing the pages, ideally referenced 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
32 of 100
  • AI bot rulesPartly 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
0 of 100
  • API CatalogNot met

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

    study: 0.3%
  • OAuth discoveryNot 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 25 of 100 · 97% of checks could run · checked on October 5, 2026 · www.familydollar.com · 2,047 companies scanned

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

The checks behind the AI readiness score

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 checks
Discoverability
  • Passedrobots.txt publishedstudy: 85.0%
  • PassedXML 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%
  • 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%
What AI crawlers may read (robots.txt)

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.

Training AI
  • GPTBotpartly
  • ClaudeBotpartly
  • Anthropic-AIpartly
  • Google-Extendedpartly
  • Applebot-Extendedpartly
  • Meta-ExternalAgentpartly
  • FacebookBotpartly
  • Bytespiderpartly
  • CCBotpartly
  • Diffbotpartly
  • Omgilibotpartly
AI search
  • OAI-SearchBotpartly
  • Claude-SearchBotpartly
  • PerplexityBotpartly
  • Applebotpartly
  • Amazonbotpartly
  • YouBotpartly
Answering questions
  • ChatGPT-Userpartly
  • Claude-Userpartly
  • Perplexity-Userpartly
  • DuckAssistBotpartly
  • MistralAI-Userpartly

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.

Websites the AI used as sources

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

reddit.com
27
justdial.com
25
consumerreports.org
17
dollargeneral.com
15
aarp.org
14
en.wikipedia.org
11
thekrazycouponlady.com
11
facebook.com
10
checkbook.org
10
thepennyhoarder.com
8

In the study as Consumer brands. Number 43 on the NRF Top 100 Retailers 2026 list, ranked by US retail sales.

Every question, and where the company came up (9 of 15)
QuestionOpenAIClaudePerplexityGemini
  • Are discount variety retailers worth it for brand-name groceries and essentials?
  • Typical price ranges for detergent and cleaning products at discount variety retailers?
  • Best strategies for saving money on groceries at discount variety stores in the US?
  • Where can I find low-price household essentials and cleaning supplies near me?
  • What are some alternatives to shopping at discount variety retailers for affordable household goods?
  • Is shopping at a discount variety store a good way to save on laundry and kitchen supplies?
  • How can families use discount variety retailers to stretch their grocery budget?
  • What are the best discount variety retailers for affordable groceries and household products in the US?
  • Discount variety retailer vs. warehouse club: which is better for household essentials?
  • How do seasonal discounts work at dollar and discount variety stores?
  • What to do if an item purchased at a discount variety store is defective or missing pieces?
  • What type of household products are usually available at discount variety shops?
  • Why are some items at discount variety stores priced higher than expected?
  • Where else can I find budget-friendly groceries and personal care items besides discount variety shops?
  • How do discount variety stores compare to traditional supermarkets for weekly grocery shopping?
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 34 of 100 badge for Family Dollar

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<a href="https://aeo-audit.rezolve.com/us/familydollar.com"><img src="https://aeo-audit.rezolve.com/us/badges/familydollar.com.svg" alt="Overall score 34 of 100, US AI Visibility Study 2026" width="280" height="64"></a>
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