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AI answers reach for Meta most when the question is what to avoid, less when it is who leads

In this snapshot, Meta shows up as a named party in privacy, trust and scam answers, and as a supporting name in lists about antitrust, layoffs and pay. The press is busy with teen-safety limits, wearable AI and a security flaw in its newest product.

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

In AI answers

Visibility

29%

Share of answers that named Meta, with a 95% range of 26–32%. Measured September 29, 2026 · 5 assistants · 1,250 answers.

Answers naming it

361 / 1,250

Position by visibility

#5 of 15

In this snapshot only

In the press

News mentions

62,537

PeakMetrics news index, last 30 days.

Meta in the headline

12,349

Rank by press volume

#7 of 15

Within this sector

Meta gets more AI mentions than press. It ranks #5 of 15 by AI visibility but #7 by news volume. The sampled answers named it more often than its share of coverage would predict.

Named in 116 of 250 questions, the 12 most-named shown

Question
Who are the biggest players in digital advertising?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which social media platform has the most users worldwide?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which big tech companies have had the most serious data breaches in the last decade?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
As a parent of a high schooler who loves coding, which tech companies should I tell her to aim for as future employers?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which AI developers have signed on to voluntary government safety commitments?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which big tech firms have dismantled their responsible AI teams?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
What are the biggest technology companies in the world right now?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
I'm a small business owner whose ad account was suspended for no reason. Which advertising platforms have the best appeals process?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which tech companies have been sued the most for copyright infringement over AI training data?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Do any social media platforms let you fully opt out of targeted advertising?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
What's the worst big tech company to work for in terms of culture?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which tech companies do people say have gotten less trustworthy over the last decade?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok

and 104 more questions whose answers named Meta.

The evidence

One snapshot, measured September 29, 2026. These figures come from one quarterly run of 1,250 answers (95% range 26–32%), not a ranking or a trend. The questions never named Meta.

How the answers frame Meta

This snapshot was measured on 2026-09-29. It covers 250 benchmark questions across ChatGPT, Claude, Gemini, Perplexity and Grok, none of which named a brand. Meta was named in 361 of 1,250 answers, fifth among its tech peers. Grok named it most often (103 of 250 answers). The rest of this section draws on the 27 stored answers that named Meta, which are a sample of those 361.

Visibility varied sharply by question intent. Meta appeared in about half of the answers to questions framed around what to avoid (52%), and in 46% of employer questions, 45% of sustainability questions and 44% of AI-responsibility questions. It appeared in 37% of leadership questions and 16% of ecosystem-compatibility questions. It appeared in none of the reliability questions and only 5% of the value questions.

In the sampled answers, Meta is usually one name among several. When ChatGPT and Grok were asked which technology company faces the most antitrust scrutiny, both centred on Google, with Meta in the list of names. In the privacy and trust answers, Meta is tied to specific data claims. Claude's answer on messaging metadata linked WhatsApp's data collection back to Meta. Its answer on declining trust listed Facebook among the companies people distrust. Perplexity's smart-speaker answer cited a Which? finding that Bose speaker data was shared with Meta. Gemini's answer on dating apps flagged Facebook Dating for weaker scam monitoring.

Meta also appears in product and workplace contexts. Claude's answer on new product launches described Meta and EssilorLuxottica's second-generation Ray-Ban Display smart glasses. Perplexity's open-source AI answer described Meta's Llama with Llama Guard and CyberSecEval. Perplexity's layoffs answer put Meta's 2026 cuts at about 10,400 through August. Gemini's answer on stock compensation described Meta's vesting schedule as clean and straightforward.

Of the credits recorded for Meta, most were classified Not Substantive (15). A few were tagged Customer Experience (2), Labour & Workplace (2), Safety & Compliance (2) and Sustainability & Ethics (1). In this snapshot Meta is often named in an answer without being the subject of the credit.

WhatsApp continues to collect extensive metadata – contact lists, communication patterns, location data, device information, all of which flows back to Meta, and still uploads your entire address book to its servers.
Claude, answering “Which messaging apps collect the least metadata about who you talk to?”

What the press is saying

PeakMetrics' news index recorded 62,537 mentions of Meta over the last 30 days, 12,349 of them with Meta in the headline. Recent headlines fall into four storylines.

The first is teen safety. A Dutch-language headline on upday.com describes an $18 billion settlement forcing Meta to restrict Instagram and Facebook for teenagers. The second is wearable AI and the Muse product line. One headline says Meta is betting big on wearable AI and a new AI agent while Zuckerberg pushes back against AI doom. Another covers a new Muse gadget and what it means for the stock. The third is security. A headline reports a zero-day security issue in Meta Muse. The fourth is fraud. A headline reports Meta removing ads for fraud apps posing as porn after India sounded the alarm.

Meta and EssilorLuxottica introduced second-generation Ray-Ban Display smart glasses for $799 in September 2025, featuring hand gesture control and neural input technology…
Claude, answering “Top tech companies with the best new product launches in the last few years?”

The gap

The press story is about the present product cycle and legal exposure: the teen settlement, Muse and a new security flaw. None of those specifics appear in the sampled answers. The answers instead draw on older, more general themes: WhatsApp metadata, Facebook trust surveys, Llama, layoffs and equity vesting. The one product overlap in the sample is smart glasses, which Claude's launch answer covered.

Fraud is the point where the two stories meet. The press headline concerns fraud-app ads on Meta's platforms. The sampled answers put Facebook Dating and Facebook Marketplace in scam and refund conversations. Perplexity's marketplace answer said refund help on Facebook Marketplace is limited for local, cash or off-platform deals.

Volume also differs. Meta's news count sits close to Apple's (65,278) and Samsung's (67,356), yet the answers named Apple in 566 of 1,250 and Samsung in 185. TikTok has far more coverage (223,981 mentions) and was named in only 101 answers. Press volume and answer visibility are separate measures, and they moved independently for these brands in this snapshot.

What to watch

For a comms team, the takeaway from this snapshot is that assistants surface Meta in questions about privacy, trust, scams and what to avoid. They surface it less in reliability and value questions, and rarely as the subject of a substantive credit. Single runs vary, so treat these figures as one reading, not a ranking.

Three things are worth tracking on repeat runs. Do the teen-safety settlement and Muse security stories ever enter the answers, or do older privacy and trust framings keep dominating? Do the smart-glasses launch answers spread beyond the one product-launch question? Does the fraud storyline move from press headlines into scam and marketplace answers? Each of these is a question of whether current coverage reaches the assistants at all.

The evidence

Where Meta 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
    28%23–34%
  2. Claude
    24%20–30%
  3. Gemini
    26%21–32%
  4. Perplexity
    24%20–30%
  5. Grok
    41%35–47%

Appeared in

The 12 questions whose answers named Meta most often, with each assistant that named it. 116 questions named it in all. The questions did not mention the brand.

  • Who are the biggest players in digital advertising?ChatGPTClaudeGeminiPerplexityGrok
  • Which social media platform has the most users worldwide?ChatGPTClaudeGeminiPerplexityGrok
  • Which big tech companies have had the most serious data breaches in the last decade?ChatGPTClaudeGeminiPerplexityGrok
  • As a parent of a high schooler who loves coding, which tech companies should I tell her to aim for as future employers?ChatGPTClaudeGeminiPerplexityGrok
  • Which AI developers have signed on to voluntary government safety commitments?ChatGPTClaudeGeminiPerplexityGrok
  • Which big tech firms have dismantled their responsible AI teams?ChatGPTClaudeGeminiPerplexityGrok
  • What are the biggest technology companies in the world right now?ChatGPTClaudeGeminiPerplexityGrok
  • I'm a small business owner whose ad account was suspended for no reason. Which advertising platforms have the best appeals process?ChatGPTClaudeGeminiPerplexityGrok
  • Which tech companies have been sued the most for copyright infringement over AI training data?ChatGPTClaudeGeminiPerplexityGrok
  • Do any social media platforms let you fully opt out of targeted advertising?ChatGPTClaudeGeminiPerplexityGrok
  • What's the worst big tech company to work for in terms of culture?ChatGPTClaudeGeminiPerplexityGrok
  • Which tech companies do people say have gotten less trustworthy over the last decade?ChatGPTClaudeGeminiPerplexityGrok

Visibility by question type

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

  1. Reliability and quality
    0%0–4%
  2. Trust and reputation
    22%13–34%
  3. Value and price
    5%2–11%
  4. Customer service
    29%21–39%
  5. Safety and security
    18%12–27%
  6. Innovation
    27%19–36%
  7. Leadership and scale
    37%28–47%
  8. Employer and workplace
    46%37–55%
  9. Sustainability and ethics
    45%36–55%
  10. Avoid and risk
    52%42–61%
  11. Privacy and data practices
    32%24–42%
  12. AI and responsible technology
    44%35–54%
  13. Ecosystem and compatibility
    16%10–24%
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 Meta 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 Substantive15 answers
  • Customer Experience2 answers
  • Labour & Workplace2 answers
  • Safety & Compliance2 answers
  • Sustainability & Ethics1 answer

Press rank and AI rank

Where Meta sits among the 15 technology 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 15

  1. 5

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.

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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