Skip to main content

Dollar General · Retail

In AI answers about retail, Dollar General is a minor character, and the workplace question is where it stands out

Across benchmark questions that never named a brand, the assistants reached for Walmart, Target and Costco and mentioned Dollar General only occasionally. When it did appear, the context ranged from private-label innovation to scheduling practices to a list of household-basics stores.

Measured September 29, 2026ChatGPT, Claude, Gemini, Perplexity and GrokCheck your own brand →

In AI answers

Visibility

3%

Share of answers that named Dollar General, with a 95% range of 2–4%. Measured September 29, 2026 · 5 assistants · 1,250 answers.

Answers naming it

37 / 1,250

Position by visibility

#15 of 15

In this snapshot only

In the press

News mentions

14,187

PeakMetrics news index, last 30 days.

Dollar General in the headline

1,439

Rank by press volume

#7 of 15

Within this sector

Dollar General gets more press than AI mentions. It ranks #7 of 15 in this sector by news volume but #15 by how often the sampled AI answers named it. In this snapshot, coverage volume and AI visibility do not line up.

Named in 23 of 250 questions, the 12 most-named shown

Question
Which retailers have been fined the most by OSHA for warehouse safety violations?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which retail chains have the most stores in the US?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which retail employers are known for the worst scheduling practices, like last-minute shift changes?Named by: Claude, Perplexity, Grok
Who has the worst customer service among major department stores?Named by: Gemini, Grok
Which retail brands are pioneering new product ideas in private label lines?Named by: ChatGPT, Perplexity
As an investor, which retail stocks carry the biggest legal and labor risk right now?Named by: ChatGPT, Gemini
Which retailers get the most complaints about hidden fees and surprise charges at checkout?Named by: Gemini, Grok
Are there any retailers that have successfully rolled out cashierless stores?Named by: Grok
Top retailers with the strongest cybersecurity practices?Named by: Grok
Where should a college student on a tight budget buy dorm essentials?Named by: Claude
Which US retailers are best run, in your opinion?Named by: Grok
worst retailers for quality control?Named by: Grok

and 11 more questions whose answers named Dollar General.

The evidence

One snapshot, measured September 29, 2026. These figures come from one quarterly run of 1,250 answers (95% range 2–4%), not a ranking or a trend. The questions never named Dollar General.

How the answers frame Dollar General

This snapshot was measured on 2026-09-29. It covers 250 benchmark questions put to ChatGPT, Claude, Gemini, Perplexity and Grok, 1,250 answers in all. Dollar General was named in 37 of them. Grok accounted for 18 of those mentions. ChatGPT named it 4 times, and Claude, Gemini and Perplexity 5 times each. In the same snapshot Walmart appeared in 577 answers, Target in 452 and Costco in 423. Dollar General had the lowest count among the 15 retail brands in this data.

The three stored answers that named it put it in three different roles. In ChatGPT's answer on private-label innovation, its working notes listed Dollar General among retailers to research and mentioned its Clover Valley expansion. The visible answer text led with Ahold Delhaize USA. In Grok's answer on dependable stores for household basics, the headline list was Walmart, Costco, Aldi, Target and Amazon, and Dollar General was tagged in the answer's brand data.

The clearest framing came from Perplexity, on retail employers with the worst scheduling practices. It said there was no reliable current ranking, then singled out Dollar General on advance schedule notice and added a caveat that the measure does not cover last-minute changes.

By question intent, visibility was highest on employer (8%), leadership (7%) and avoid (7%) questions. It was 0% on trust, returns and shipping, product selection, and loyalty and rewards. The brand credits attached to these answers were thin: two were tagged Not Substantive and one Labour & Workplace.

…only 27% of its workers received at least two weeks’ schedule notice, versus 85% at Costco; that measure concerns advance notice, not specifically last-minute changes.
Perplexity, answering “Which retail employers are known for the worst scheduling practices, like last-minute shift changes?”

What the press is saying

PeakMetrics' news index recorded 14,187 mentions of Dollar General in the last 30 days, 1,439 of them with the brand in the headline. The recent headlines cover four storylines: an earnings outlook from Zacks Research, the Feeding America partnership, a joint item with Dollar Tree aimed at Kroger and Publix, and a consumer piece on a $12 throw blanket.

That is a broad, mostly commercial and community news picture. Its volume is above several peers in the index, including Best Buy (5,591 mentions), Nordstrom (7,897) and Walgreens (6,106).

Walmart, Costco, Aldi, Target, and Amazon stand out as among the most dependable options for household basics…
Grok, answering “most dependable stores for household basics?”

The gap

The press covers Dollar General as a large, active retailer. The answers in this snapshot mostly did not. A brand with 14,187 news mentions in 30 days was named in only 37 of 1,250 answers, while Walmart, Target and Costco carried the category questions on reliability, value and household basics.

The topics also differ. The press headlines are about earnings, partnerships and shopping. The one answer that gave Dollar General a distinct profile was about workplace scheduling, and it used a specific comparison with Costco.

Provider mix matters too. Grok named the brand far more often than the other four assistants did, so a single assistant accounts for about half of its appearances here.

What to watch

Treat this as one snapshot. Live answers vary between runs, so the counts above are not a ranking or a trend.

A comms team would take three points from it. First, press volume did not translate into presence on category questions about trust, value or product selection. Second, the employer and avoid intents were where the brand surfaced most, and the scheduling answer shows how a single comparative data point can define it. Third, the sources behind each assistant's answer are worth checking, since Perplexity tied its framing to numbered citations and Grok's answer relied on trust surveys and retail roundups.

The evidence

Where Dollar General appeared, and what it was credited for.

Per-provider split

The same answers split by assistant, each with its 95% range. Where two assistants' ranges overlap, the difference between them may be noise.

  1. ChatGPT
    2%1–4%
  2. Claude
    2%1–5%
  3. Gemini
    2%1–5%
  4. Perplexity
    2%1–5%
  5. Grok
    7%5–11%

Appeared in

The 12 questions whose answers named Dollar General most often, with each assistant that named it. 23 questions named it in all. The questions did not mention the brand.

  • Which retailers have been fined the most by OSHA for warehouse safety violations?ChatGPTClaudeGeminiPerplexityGrok
  • Which retail chains have the most stores in the US?ChatGPTClaudeGeminiPerplexityGrok
  • Which retail employers are known for the worst scheduling practices, like last-minute shift changes?ClaudePerplexityGrok
  • Who has the worst customer service among major department stores?GeminiGrok
  • Which retail brands are pioneering new product ideas in private label lines?ChatGPTPerplexity
  • As an investor, which retail stocks carry the biggest legal and labor risk right now?ChatGPTGemini
  • Which retailers get the most complaints about hidden fees and surprise charges at checkout?GeminiGrok
  • Are there any retailers that have successfully rolled out cashierless stores?Grok
  • Top retailers with the strongest cybersecurity practices?Grok
  • Where should a college student on a tight budget buy dorm essentials?Claude
  • Which US retailers are best run, in your opinion?Grok
  • worst retailers for quality control?Grok

Visibility by question type

The share of answers to each type of question that named Dollar General, with its 95% range. Each type has fewer answers than the whole run, so its range is wider.

  1. Reliability and quality
    2%1–8%
  2. Trust and reputation
    0%0–4%
  3. Value and price
    4%2–10%
  4. Customer service
    3%1–9%
  5. Safety and security
    1%0–6%
  6. Innovation
    4%2–10%
  7. Leadership and scale
    7%4–14%
  8. Employer and workplace
    8%4–15%
  9. Sustainability and ethics
    2%1–7%
  10. Avoid and risk
    7%3–14%
  11. Returns and shipping
    0%0–4%
  12. Product selection and assortment
    0%0–4%
  13. Loyalty and rewards
    0%0–4%
Measured September 29, 2026. ChatGPT, Claude, Gemini, Perplexity and Grok. Types with no answers are left out.

What the answers credited it for

The topics the answers tied to Dollar General when they named it, as labeled by a classifier run on this site (a Visibility Driver label, not a customer workspace's Smart Category). It describes what the answer discussed, not whether it was favorable.

  • Not Substantive2 answers
  • Labour & Workplace1 answer

Press rank and AI rank

Where Dollar General sits among the 15 retail brands with news data in this snapshot, on each measure. Ranks only: the two measures use different units and time windows.

Rank by AI visibility

#15 of 15

  1. 15

Share of 1,250 answers, measured September 29, 2026.

Rank by news mentions

#7 of 15

  1. 7

PeakMetrics news index, last 30 days.

Mention volume is not comparable across sectors, so both ranks are within this sector.

Recent PeakMetrics headlines

A sample of recent coverage from the PeakMetrics news index, covering the last 30 days. Links open the original article.

How this was measured

Measured September 29, 2026. 250 unbranded questions per sector, asked to ChatGPT, Claude, Gemini, Perplexity and Grok on their product models, with web search on. Refreshed quarterly.

This is a snapshot, not a ranking or a trend: AI answers vary from run to run. It shows whether a brand appeared and which sources were cited, not how favorably it was described. The paid platform tracks favorability daily.

Full method

In an early five-question test, the same brand went from 40% to 30% to 70% visibility across three runs, which is why every figure here is dated and treated as a snapshot.

The questions cover 13 intents, such as reliability, value for money and customer service. A model drafted them, a review pass removed paraphrases and questions that point to one company, and every question was checked so that none names a measured brand. Each was asked once per assistant in run 2026Q4.

Every visibility figure comes with a 95% range (a Wilson interval). Where two brands' ranges overlap, treat them as tied. The figures use all 1,250 answers. The quotes in the story come from a stratified sample of 60 of them, spread across every assistant and intent.

Summarized on September 30, 2026from this snapshot's stored answers. Every quote is checked against the original answer.

Your brand

Run the same unbranded questions for your own category.

Check your own brand

Track how AI answers describe your brand every day.

AI Perceptions follows all 5 providers daily, next to the news and social coverage PeakMetrics already monitors.