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General Motors · Automotive

AI answers place General Motors in the workplace and recall conversation more than the EV one

When assistants were asked about worker treatment and recalls, General Motors came up as a Detroit Big Three employer and a recall name. In the EV answers it was a supporting player, while the press was busy with tariffs, investment and dividends.

Measured September 28, 2026ChatGPT, Claude, Gemini, Perplexity and GrokCheck your own brand →

In AI answers

Visibility

40%

Share of sampled answers that named General Motors. Measured September 28, 2026 · 5 assistants · 25 answers.

Answers naming it

10 / 25

Position by visibility

#5 of 7

In this snapshot only

In the press

News mentions

16,359

PeakMetrics news index, last 30 days.

General Motors in the headline

1,264

Rank by press volume

#6 of 7

Within this sector

Named in 3 of 5 questions

Question
Which car brands are the most reliable?Named by: none
Which automakers are leading on electric vehicles?Named by: Gemini, Grok
Which car companies have the worst recall records?Named by: ChatGPT, Claude, Gemini
Which automakers treat their workers best?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which car brand should buyers avoid?Named by: none

The evidence

One snapshot, measured September 28, 2026. Live model answers vary between runs, so treat these figures as a single sample of 25 answers, not a ranking or a trend. The questions never named General Motors.

How the answers frame General Motors

This snapshot, taken on 2026-09-28, covers 25 answers from ChatGPT, Claude, Gemini, Perplexity and Grok to category questions that never named a brand. General Motors appeared in 10 of them. Most of its appearances came from one question, which automakers treat their workers best. All five assistants named GM there. The credited themes match: Labour & Workplace was the most common (5 answers), then Safety & Compliance (3) and Financial Performance (1).

In the worker answers, GM was usually grouped with Ford and Stellantis as a unionized employer. ChatGPT listed Ford first and General Motors second. Claude cited the UAW's 25% wage increase and a top rate of $42 an hour in contracts with GM, Ford and Stellantis. Gemini described GM as often cited for benefits and hybrid work for salaried staff. Perplexity placed it fifth in its evidence-based ordering. Grok described the Big Three as having strong pensions and health benefits alongside historical issues such as two-tier systems and line speedups.

In the recall answers (ChatGPT, Claude and Gemini), GM was one of several names near the top of the lists. ChatGPT named it alongside Ford and Stellantis among the companies most often at the top of recall campaign counts. Claude's answer used GM's 2014 recall total as the benchmark that Ford later broke. It also listed GM at 1.9 million recalled units in 2024. Gemini put GM among the brands that frequently appear near the top of recall lists.

In the EV answers, GM had a smaller role. Gemini said GM had shown notable growth in EV market share in 2026 and was often competing with Hyundai–Kia for the top spot among non-Tesla automakers. Grok grouped GM with Hyundai-Kia, BMW, Stellantis and others as an also-ran, at roughly 300K. Neither Perplexity nor ChatGPT named GM in the EV question.

Often cited for its comprehensive benefits, including progressive parental leave, mental health resources, and a shift toward flexible hybrid work models for salaried employees.
Gemini, answering “Which automakers treat their workers best?”

What the press is saying

PeakMetrics' news index shows 16,359 mentions of General Motors over the last 30 days, with the brand in the headline of 1,264. The recent headlines mix local, financial and policy stories. They include a dealership earning a GM Mark of Excellence award, a dividend comparison with Toyota, a C$1.1 billion Canada auto investment amid US tariff pressure, and a report of $20 billion in savings under new Trump rules.

Among the peer set in this snapshot, GM's news volume sits below Toyota, Hyundai, BMW, Honda and Ford. It is above Stellantis, which was named in the same number of answers.

…broke a decade-old industry record of 77 recalls set by General Motors in 2014…
Claude, answering “Which car companies have the worst recall records?”

The gap

The press story is about money, trade and policy: investment decisions, tariffs, savings and shareholder returns. The AI story in these answers is about labour contracts, workplace benefits and recall history. Financial Performance was the credited theme in only one answer.

Coverage volume also did not track how often the assistants named the brand. Hyundai has more news mentions than GM but was named in fewer answers. Stellantis has fewer mentions and was named equally often. This is one snapshot of 25 answers, so it should not be read as a ranking. It does show that the topics the press covers and the topics the assistants raise can differ.

What to watch

A comms team for GM would note that in these answers the brand's reputation is built mostly in categories where the question is about people and safety, not products or strategy. Worker-treatment questions returned GM from every assistant sampled. Recall questions returned it from three, usually as one name in a group.

Two details are worth tracking. First, Claude's recall answer used GM's 2014 total as the industry reference point. Second, the EV answers gave GM a secondary position behind Tesla and Chinese producers. The tariff and investment coverage in the press did not appear as themes in any of the answers.

These are single runs, and live model answers vary between runs. Repeated benchmark questions would show whether this framing holds.

The evidence

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

Per-provider split

The same answers split by provider. Each provider contributes a handful of answers, so differences between them are small-sample differences.

  1. ChatGPT
    40%2 / 5
  2. Claude
    40%2 / 5
  3. Gemini
    60%3 / 5
  4. Perplexity
    20%1 / 5
  5. Grok
    40%2 / 5

Appeared in

The benchmark questions whose answers named General Motors, with the provider that named it. The questions did not mention the brand.

  • Which automakers are leading on electric vehicles?GeminiGrok
  • Which car companies have the worst recall records?ChatGPTClaudeGemini
  • Which automakers treat their workers best?ChatGPTClaudeGeminiPerplexityGrok

What the answers credited it for

The topics the answers tied to General Motors 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.

  • Labour & Workplace5 answers
  • Safety & Compliance3 answers
  • Financial Performance1 answer
  • Not Substantive1 answer

Press rank and AI rank

Where General Motors sits among the 7 automotive 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

#5 of 7

  1. 5

Share of 25 sampled answers, measured September 28, 2026.

Rank by news mentions

#6 of 7

  1. 6

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 28, 2026. This is a snapshot, not a ranking or a trend. Live model answers vary between runs: in one test, the same brand went from 40% to 30% to 70% visibility across three runs of the same benchmark questions.

This free check asks the same 5 assistants the paid AI Perceptions product benchmarks (ChatGPT, Claude, Gemini, Perplexity and Grok), on the same models, with web search on. Each question was asked once per assistant. It is refreshed periodically, not daily.

It records whether a brand surfaced in an answer and which domains the answer cited. It does not score how favorably a brand was described. The paid platform tracks Favorability daily across all five providers.

The story above was written by an AI model on September 28, 2026 from the stored answers and the PeakMetrics news data for this snapshot. Every quote is checked word for word against a stored answer before it is published.

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