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Boeing · Aerospace & Defense

AI answers put Boeing in nearly every aerospace conversation, often as the cautionary example

Across benchmark questions that never named a brand, the assistants placed Boeing in the standard lists of primes and employers. They also used it as the reference case for lawsuits, penalties, program losses, delays and lost trust.

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

In AI answers

Visibility

53%

Share of answers that named Boeing, with a 95% range of 51–56%. Measured September 29, 2026 · 5 assistants · 1,250 answers.

Answers naming it

667 / 1,250

Position by visibility

#1 of 15

In this snapshot only

In the press

News mentions

47,588

PeakMetrics news index, last 30 days.

Boeing in the headline

6,470

Rank by press volume

#2 of 15

Within this sector

Named in 197 of 250 questions, the 12 most-named shown

Question
Which aerospace companies have faced the most scrutiny?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which aerospace companies have the best safety record?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which aerospace companies are leading on sustainable aviation?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which companies have been the most reliable at hitting milestones on NASA contracts?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which commercial jet makers have the lowest fatal accident rates per million flights?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
I'm a journalist looking into aviation safety. Which manufacturers have had the most reported quality lapses?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
I'm a procurement manager at a small aerospace supplier. Which prime contractors are known for being the most dependable customers and partners on quality standards?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which defense contractors give back the most to the communities around their plants?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which aircraft makers do airline maintenance crews respect the most?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Are there any major aircraft manufacturers known for consistently strong build quality?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Who are the biggest defense contractors in the world by revenue?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which aircraft makers get the most complaints from airline pilots and mechanics?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok

and 185 more questions whose answers named Boeing.

The evidence

One snapshot, measured September 29, 2026. These figures come from one quarterly run of 1,250 answers (95% range 51–56%), not a ranking or a trend. The questions never named Boeing.

How the answers frame Boeing

This snapshot covers 250 benchmark questions asked of ChatGPT, Claude, Gemini, Perplexity and Grok on 2026-09-29, 1,250 answers in total. Boeing was named in 667 of them. Lockheed Martin was next at 529, then Northrop Grumman at 435, RTX at 393 and Airbus at 362. By assistant, Grok named Boeing in 181 of 250 answers and Claude in 110 of 250, the lowest of the five.

Visibility varied by the intent of the question. Boeing was named in about three-quarters of answers to leadership (76%), employer (75%) and trust (72%) questions, and in 69% of government-contract questions. It was named far less often on value (13%), service (29%) and reliability (39%). Safety came in at 46%.

In the answers we were given, Boeing is often present as part of a set. Claude's answer to which contractors are most trusted called Boeing one of the "Big 5" that control most US defense spending. Claude's list of best aerospace employers put it among the established leaders. Gemini listed it among companies for women building a career, citing rotational programs and continuous learning.

It also appears as the example in negative-leaning questions. ChatGPT's answer on shareholder lawsuits cited a litigation index in which Boeing had the most cases in aerospace and defense. Claude's export-control answer described a February 2024 settlement. Claude's fixed-price answer described a $2 billion quarterly charge across four programs. Grok's production-delay answer said Boeing had struggled most among major aircraft makers. Perplexity's trust answer said Boeing's public trust had fallen most sharply.

Not every answer was unfavorable to Boeing. Perplexity's fighter answer described Boeing's F-47 as the clearest funded and contracted next-generation fighter program in the US. In the same answer, the F/A-XX contest with Northrop Grumman was described as awaiting a decision. In ChatGPT's investor answer, the model's own working notes questioned whether to include Boeing among the strongest financially, and it was not part of the ranked group.

The strengths credited to Boeing were thin in this snapshot. Most of the small number of tagged credits were classed as not substantive. The substantive ones were Safety & Compliance (5), Financial Performance (3) and Labour & Workplace (3), with single credits for Customer Experience and Reliability & Operations.

Boeing stands out by far…
Perplexity, answering “Which aerospace companies have lost the most public trust in recent years?”

What the press is saying

The PeakMetrics news index shows 47,588 mentions of Boeing over the last 30 days, 6,470 of them with Boeing in the headline. Only SpaceX has more coverage among the peers listed, at 51,777. Lockheed Martin has 17,283, Airbus 23,392 and Northrop Grumman 7,170.

Recent headlines run across several storylines. They include a Navy selection of Boeing for the F/A-XX program, a NASA discussion of a Starliner deal, and a software glitch flagged on 737 MAX jets. They also include a large Korean Air purchase reported as 103 aircraft and a supplemental type certificate validation on a Boeing Business Jet 737-700. The coverage mixes new orders and awards with product issues.

Boeing is on record that it would not take on another fixed price development program and it recognized the importance of conservative contract terms.
Claude, answering “Which shipbuilders and aerospace firms have a history of fixed-price contract losses?”

The gap

The press story in this window centers on current events: a fighter award, a Starliner discussion, a MAX software flag and a major order. The AI story leans on established reference points, including past settlements, program charges, the 737 MAX crashes and trust surveys.

There is some overlap. Grok's answer mentioned a September 2026 cockpit software glitch tied to MAX 10 certification, which lines up with the recent 737 MAX headline. There is also a timing difference. Perplexity's fighter answer described the F/A-XX contract decision as imminent, while the index headline reports the Navy selecting Boeing. That is a single snapshot, but it shows an answer trailing the news.

Volume of coverage does not track visibility across the sector. SpaceX has more news than Boeing but was named in 199 answers against Boeing's 667. Honeywell has 15,608 mentions in the news index and appears in 68 answers.

Boeing remains a major global aerospace powerhouse with a vast installed base of aircraft.
Gemini, answering “What company dominates the commercial jet market right now?”

What to watch

First, the questions where Boeing is least visible are the ones about value, service and reliability. Those are the topics where a comms team would want a substantive account in circulation. For now the answers name Boeing there less often than on leadership, employer or trust questions.

Second, look at what Boeing is credited for when it is named. Much of the credit in this snapshot was not substantive, and the most common substantive category was Safety & Compliance. Watch whether the F/A-XX award and other program news show up as credited strengths in later runs.

Third, several answers rely on older events and old survey data. Claude's engine-service answer said its ranking data was from 2020. Perplexity's R&D ranking used 2022 figures. Treat these as single live answers that vary between runs, not as a fixed position.

The evidence

Where Boeing 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
    51%45–57%
  2. Claude
    44%38–50%
  3. Gemini
    55%49–61%
  4. Perplexity
    44%38–51%
  5. Grok
    72%67–78%

Appeared in

The 12 questions whose answers named Boeing most often, with each assistant that named it. 197 questions named it in all. The questions did not mention the brand.

  • Which aerospace companies have faced the most scrutiny?ChatGPTClaudeGeminiPerplexityGrok
  • Which aerospace companies have the best safety record?ChatGPTClaudeGeminiPerplexityGrok
  • Which aerospace companies are leading on sustainable aviation?ChatGPTClaudeGeminiPerplexityGrok
  • Which companies have been the most reliable at hitting milestones on NASA contracts?ChatGPTClaudeGeminiPerplexityGrok
  • Which commercial jet makers have the lowest fatal accident rates per million flights?ChatGPTClaudeGeminiPerplexityGrok
  • I'm a journalist looking into aviation safety. Which manufacturers have had the most reported quality lapses?ChatGPTClaudeGeminiPerplexityGrok
  • I'm a procurement manager at a small aerospace supplier. Which prime contractors are known for being the most dependable customers and partners on quality standards?ChatGPTClaudeGeminiPerplexityGrok
  • Which defense contractors give back the most to the communities around their plants?ChatGPTClaudeGeminiPerplexityGrok
  • Which aircraft makers do airline maintenance crews respect the most?ChatGPTClaudeGeminiPerplexityGrok
  • Are there any major aircraft manufacturers known for consistently strong build quality?ChatGPTClaudeGeminiPerplexityGrok
  • Who are the biggest defense contractors in the world by revenue?ChatGPTClaudeGeminiPerplexityGrok
  • Which aircraft makers get the most complaints from airline pilots and mechanics?ChatGPTClaudeGeminiPerplexityGrok

Visibility by question type

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

  1. Reliability and quality
    39%30–49%
  2. Trust and reputation
    72%61–81%
  3. Value and price
    13%8–21%
  4. Customer service
    29%21–39%
  5. Safety and security
    46%37–55%
  6. Innovation
    61%51–70%
  7. Leadership and scale
    76%66–83%
  8. Employer and workplace
    75%66–83%
  9. Sustainability and ethics
    59%49–68%
  10. Avoid and risk
    61%51–70%
  11. Program execution and delivery
    58%48–67%
  12. Government contracts and oversight
    69%59–78%
  13. Space and advanced defense capabilities
    44%35–54%
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 Boeing 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 Substantive17 answers
  • Safety & Compliance5 answers
  • Financial Performance3 answers
  • Labour & Workplace3 answers
  • Customer Experience1 answer
  • Reliability & Operations1 answer

Press rank and AI rank

Where Boeing sits among the 15 aerospace & defense 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

#1 of 15

  1. 1

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

Rank by news mentions

#2 of 15

  1. 2

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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