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Stellantis · Automotive

In AI answers, Stellantis appears in recall, reliability and avoid questions, carried largely by Grok

Across these answers, Stellantis is named mostly where the question is about problems, such as recalls, lemon claims, legal exposure and brands to avoid. Its news coverage is heavy and broad, but the answers rarely credit it for anything specific.

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

In AI answers

Visibility

21%

Share of answers that named Stellantis, with a 95% range of 19–23%. Measured September 29, 2026 · 5 assistants · 1,250 answers.

Answers naming it

260 / 1,250

Position by visibility

#13 of 16

In this snapshot only

In the press

News mentions

11,983

PeakMetrics news index, last 30 days.

Stellantis in the headline

2,701

Rank by press volume

#13 of 16

Within this sector

Named in 125 of 250 questions, the 12 most-named shown

Question
I'm 55 and thinking of applying for a factory job at a car plant. Which companies are good to older workers and have solid retirement benefits?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which car companies have been criticized over executive pay?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which automakers have had the most problems with battery fires in their electric vehicles?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Who are the biggest automakers in the world by sales volume?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which automakers have hurt small towns by closing plants and moving production abroad?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Rank the top 10 automakers by annual revenue.Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which carmakers have the most lemon law claims?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which automakers have had the most layoffs in recent years?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which car companies sell the most vehicles in the US?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which car companies pay assembly line workers the most?Named by: ChatGPT, Gemini, Perplexity, Grok
Which auto plants in the US are the best places to work for hourly workers?Named by: ChatGPT, Claude, Perplexity, Grok
Which automakers have faced the most class action lawsuits in the last decade?Named by: ChatGPT, Gemini, Perplexity, Grok

and 113 more questions whose answers named Stellantis.

The evidence

One snapshot, measured September 29, 2026. These figures come from one quarterly run of 1,250 answers (95% range 19–23%), not a ranking or a trend. The questions never named Stellantis.

How the answers frame Stellantis

This snapshot (29 September 2026) covers 250 category questions that never named a brand, put to ChatGPT, Claude, Gemini, Perplexity and Grok, for 1,250 answers in total. Stellantis was named in 260 of them. Grok accounts for 110 of those mentions. ChatGPT (41), Gemini (44), Claude (34) and Perplexity (31) are far lower.

The sampled answers place Stellantis mostly in questions about things going wrong. Grok's recall answer put Stellantis second on 2025 recall campaigns, citing NHTSA data. ChatGPT's lemon-law answer cited a California analysis that showed Stellantis/FCA with higher-than-average filing rates. Gemini's first-year-redesign answer pointed to Jeep and Ram as frequently near the bottom of reliability surveys. Grok's "which brand should buyers avoid" answer listed Ram and Jeep among the lowest-ranked in Consumer Reports' 2026 report card. Grok's investor-risk answer grouped Stellantis with other legacy makers with emissions histories.

By question intent, visibility is highest on employer questions (49%) and "avoid" questions (41%). It is much lower on reliability (10%), value (2%), EV charging and range (5%) and resale and ownership cost (1%). The one positive-leaning product mention in the sample was Claude's pickup answer, which described Ram 1500 interiors as high quality. The workplace mention was Grok's remote-work answer, which put Stellantis among companies that had tightened flexibility. Where the data records what Stellantis was credited for, most entries were tagged "Not Substantive" (4). The rest were Safety & Compliance (2), Reliability & Operations (1) and Labour & Workplace (1).

…followed by Stellantis (Chrysler/Jeep/Ram/Dodge) and sometimes Toyota or Honda when measuring total vehicles affected.
Grok, answering “Which car companies have the worst recall records?”

What the press is saying

PeakMetrics' news index shows 11,983 mentions of Stellantis in the last 30 days, 2,701 with the brand in the headline. Recent headlines cover a recall of more than 500,000 vehicles over safety alerts, a memorandum of understanding with Roshel over a potential Canadian factory sale, Leapmotor possibly adding non-Stellantis dealers in Australia, a leadership appointment (Arnaud Belloni as CEO of FIAT, Abarth and Lancia and Chief Marketing Officer for Europe), and a Unifor statement on contract negotiations.

That is a mix of product safety, dealmaking, distribution, executive changes and labour relations.

Most major automotive companies (e.g., Stellantis, Ford, Mercedes-Benz, Toyota, Tesla, Hyundai) have tightened or reversed remote/hybrid flexibility for corporate/salaried staff in 2025–2026…
Grok, answering “Which car companies offer the best remote or hybrid work options for corporate staff?”

The gap

The press story is wide: factories, partners, leadership and labour talks. The AI story is narrow. In these answers Stellantis is mainly a name in lists about recalls, reliability surveys, lemon claims and brands to avoid. The recall headline appears in both places. The factory sale, the Leapmotor dealer news, the executive appointment and the Unifor talks did not surface in the sampled answers.

Volume is not the issue. Stellantis has 11,983 news mentions, more than Subaru (9,567), Mazda (8,945) and Rivian (6,042). Yet it appears in fewer answers (260) than all of them except Volvo (189), Rivian (167) and Mazda (158). Ford has about 32,900 news mentions and 560 answer appearances. Press volume and AI visibility are different measures, and here they diverge.

What to watch

First, dependence on one assistant. Grok supplies 110 of 260 mentions, so a communications team should not read the total as an even spread. Second, the question types. Recall, reliability, lemon-law and avoid questions are where Stellantis is named, and the sources those answers cite (NHTSA data, Consumer Reports, a California lemon-law analysis) are third-party datasets, not company statements.

Third, the thin spots. Value, resale and ownership cost, and EV charging and range produced little visibility for Stellantis in this snapshot. These are single live runs, and answers vary between runs, so this is a baseline for repeat benchmark questions, not a ranking.

The evidence

Where Stellantis 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
    16%12–22%
  2. Claude
    14%10–18%
  3. Gemini
    18%13–23%
  4. Perplexity
    12%9–17%
  5. Grok
    44%38–50%

Appeared in

The 12 questions whose answers named Stellantis most often, with each assistant that named it. 125 questions named it in all. The questions did not mention the brand.

  • I'm 55 and thinking of applying for a factory job at a car plant. Which companies are good to older workers and have solid retirement benefits?ChatGPTClaudeGeminiPerplexityGrok
  • Which car companies have been criticized over executive pay?ChatGPTClaudeGeminiPerplexityGrok
  • Which automakers have had the most problems with battery fires in their electric vehicles?ChatGPTClaudeGeminiPerplexityGrok
  • Who are the biggest automakers in the world by sales volume?ChatGPTClaudeGeminiPerplexityGrok
  • Which automakers have hurt small towns by closing plants and moving production abroad?ChatGPTClaudeGeminiPerplexityGrok
  • Rank the top 10 automakers by annual revenue.ChatGPTClaudeGeminiPerplexityGrok
  • Which carmakers have the most lemon law claims?ChatGPTClaudeGeminiPerplexityGrok
  • Which automakers have had the most layoffs in recent years?ChatGPTClaudeGeminiPerplexityGrok
  • Which car companies sell the most vehicles in the US?ChatGPTClaudeGeminiPerplexityGrok
  • Which car companies pay assembly line workers the most?ChatGPTGeminiPerplexityGrok
  • Which auto plants in the US are the best places to work for hourly workers?ChatGPTClaudePerplexityGrok
  • Which automakers have faced the most class action lawsuits in the last decade?ChatGPTGeminiPerplexityGrok

Visibility by question type

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

  1. Reliability and quality
    10%6–17%
  2. Trust and reputation
    16%9–26%
  3. Value and price
    2%1–8%
  4. Customer service
    21%14–30%
  5. Safety and security
    19%13–28%
  6. Innovation
    22%15–32%
  7. Leadership and scale
    38%29–48%
  8. Employer and workplace
    49%39–58%
  9. Sustainability and ethics
    38%29–48%
  10. Avoid and risk
    41%31–53%
  11. EV experience, range and charging
    5%2–11%
  12. Resale value and cost of ownership
    1%0–5%
  13. Driver assistance and in-car software
    11%6–19%
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 Stellantis 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 Substantive4 answers
  • Safety & Compliance2 answers
  • Reliability & Operations1 answer
  • Labour & Workplace1 answer

Press rank and AI rank

Where Stellantis sits among the 16 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

#13 of 16

  1. 13

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

Rank by news mentions

#13 of 16

  1. 13

PeakMetrics news index, last 30 days.

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

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.

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