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Energy & Utilities · AI Perceptions snapshot

In AI answers on energy, oil majors draw the scrutiny and NextEra draws the clean-transition credit

Across five benchmark questions that never named a company, the same few oil majors surfaced mainly when the question was about environmental records or ESG, while NextEra Energy carried the clean-transition question. Trade and watchdog sources sat behind those answers, and the PeakMetrics news index shows a mostly financial press story that the answers barely reflect.

  • Shell
  • BP
  • ExxonMobil
  • Chevron
  • NextEra Energy
  • Duke Energy

Measured September 28, 2026ChatGPT, Claude, Gemini, Perplexity and Grok5 questions · 25 answers

Named most in these answers

See the evidence

Measured
September 28, 2026
Assistants
5
Questions
5
Answers
25
Brands
6
Named most
Shell · 40%

Storylines in the answers

The threads the answers kept returning to, and the brands attached to each.

  1. Oil majors and the environmental-record question
  2. NextEra as the clean-transition name
  3. Majors with hedged transition credit
  4. Utility reliability with no tracked brand attached

What the assistants say

This snapshot, measured on 2026-09-28, covers 25 answers: five benchmark questions across five assistants. The answers split by question. Asked about the worst environmental record, all five assistants named ExxonMobil, Chevron, BP and Shell together. Perplexity's answer opened with a hedge: "There is no single official ranking of the “worst” oil and gas companies". It then listed those four plus ConocoPhillips and Saudi Aramco.

Asked who is leading the clean transition, all five assistants named NextEra Energy. Perplexity's answer said NextEra "is repeatedly described as the world’s largest producer of wind and solar power, and a premier clean-energy leader." Most answers filled out the list with companies outside the tracked set, such as Ørsted, Iberdrola, Enel and Adani Green.

The ESG-avoidance question produced more hedging. ChatGPT said "there isn’t a single universally “worst” ESG energy company" but used ExxonMobil as its example. Claude and Gemini named no company. Perplexity and Grok named the four majors. The reliability question produced no tracked brand at all: ChatGPT and Claude asked what "utilities" meant, and Gemini and Grok pointed to metrics and local providers.

There is no single official ranking of the “worst” oil and gas companies…
Perplexity, answering “Which oil and gas companies have the worst environmental record?”

Who owns the answer, and why

Shell appeared in 10 of the 25 answers, BP in 9, ExxonMobil in 8, Chevron in 7 and NextEra Energy in 7. Duke Energy appeared in one, Perplexity's clean-transition answer. The four oil majors were credited almost entirely under Sustainability & Ethics. For ExxonMobil, that label covered all eight of its mentions.

That label does not mean the credit was flattering. Five of Shell's ten mentions and five of BP's nine came in the worst-record answers. On the climate-leadership question, Shell and BP appeared mainly with qualifiers. Gemini grouped them under "Mixed Progress". Grok said Shell and BP "generally lag TotalEnergies in pace and scale of renewable buildout".

NextEra is the only tracked brand whose mentions were concentrated on the positive-transition question. It was also credited once each for Financial Performance and once as Not Substantive. Duke Energy is effectively absent, and no utility in the tracked set appeared in the reliability answers.

…is repeatedly described as the world’s largest producer of wind and solar power, and a premier clean-energy leader.
Perplexity, answering “Which energy companies are leading the clean transition?”

What the press is covering

In the 30-day PeakMetrics news index, Chevron had the most coverage, with 31,127 mentions and 4,138 with the brand in the headline. BP had 17,148 mentions, Shell 15,709, ExxonMobil 12,332, NextEra Energy 6,327 and Duke Energy 5,269.

The sampled headlines are mostly about deals, stock and operations. Shell's included a convenience-retail acquisition and a completed acquisition of ARC Resources. ExxonMobil's included a debt tender offer and an Azerbaijan operator role. Chevron's were investor-position stories and Venezuela agreements. NextEra's were earnings guidance and peer comparisons. Duke's covered peak-demand appeals and data-center costs. Several BP headlines were about other companies or products with similar names, such as Aker BP and a filler grade called DRAGONITE-BP-D501M.

None of the sampled headlines carried the environmental-record or clean-transition framing that dominated the answers.

…there isn’t a single universally “worst” ESG energy company…
ChatGPT, answering “Which energy company should investors avoid on ESG grounds?”

Where the two stories diverge

Chevron is the most heavily covered brand in the index but was named in fewer answers than Shell, BP or ExxonMobil. Duke Energy has thousands of mentions and a headline footprint comparable to NextEra's, yet appeared in one answer. The reliability question, where a utility could have won a place, named none of the tracked utilities. The one answer that listed specific utilities, Perplexity's, named OUC, Con Edison, ComEd, FPL, Tucson Electric Power and SRP, drawing on rankings and awards.

The oil majors show the opposite pattern. Their news footprint is largely financial, while the answers place them in environmental-record and ESG discussions. In this snapshot, press volume and the framing an assistant gives a brand are separate things.

What this means for comms teams

Look at the sources behind the framing. The most-cited domains in this snapshot were energydigital.com, bioplasticsnews.com, violationtracker.goodjobsfirst.org, greenpeace.org and jdpower.com. The source mix was 55% trade, 30% other and 15% review and affiliate. The worst-record answers leaned on violation databases and watchdog reporting. The clean-transition answers leaned on trade rankings and CDP-style lists. Company-issued material was not a leading source.

The practical read is to check where your own brand sits on each benchmark question, not only how much press it gets. Note which third-party datasets and trade lists feed each answer, and whether your data is present and current there. For utilities, a reliability question can return no company at all, and the answers may instead point to state regulators and metrics such as SAIDI and SAIFI.

These are single runs from one date. Live answers vary between runs, so treat this as a baseline to re-measure, not a ranking.

The evidence

Which brands the answers named, and what they cited.

ChatGPT, Claude, Gemini, Perplexity and Grok answered 5 unbranded questions about this sector, 25 answers in all.

Visibility leaderboard

Ordered by visibility: the share of this sector's sampled answers that named each brand. With 25 answers, one answer is worth 4 points, so close positions are effectively ties. This is not a favorability ranking.

Visibility by brand

  1. 40%10 / 25
  2. 36%9 / 25
  3. 32%8 / 25
  4. 28%7 / 25
  5. 28%7 / 25
  6. 4%1 / 25
Measured September 28, 2026. ChatGPT, Claude, Gemini, Perplexity and Grok, 25 answers. Figures beside each bar are appearances out of answers.
Measured September 28, 2026. ChatGPT, Claude, Gemini, Perplexity and Grok, 25 answers.
RankBrandVisibilityChatGPTClaudeGeminiPerplexityGrokNamed in
1Shell
40%
20%20%40%60%60%10 / 25
2BP
36%
20%20%40%40%60%9 / 25
3ExxonMobil
32%
40%20%20%40%40%8 / 25
4Chevron
28%
20%20%20%40%40%7 / 25
5NextEra Energy
28%
20%20%40%20%40%7 / 25
6Duke Energy
4%
0%0%0%20%0%1 / 25

Top cited domains

The domains the sampled answers cited most often, with each one's share of all citations in this sector. These are the most-cited sources, not every source cited. Bars are scaled to the most-cited domain.

  1. energydigital.com
    7 citations4%
  2. bioplasticsnews.com
    4 citations2%
  3. nasdaq.com
    3 citations2%
  4. pmc.ncbi.nlm.nih.gov
    3 citations2%
  5. jdpower.com
    3 citations2%
  6. violationtracker.goodjobsfirst.org
    3 citations2%
  7. greenpeace.org
    3 citations2%
  8. peri.umass.edu
    3 citations2%

Source type breakdown

The type of site behind this sector's 8 most-cited domains, which account for 20 of the 193 citations in these answers. It is not the mix of every citation. Shares are of the classified citations only; domains the classifier could not label confidently are left out. Labels come from a classifier run on this site, not from a customer workspace's Smart Categories.

  • Trade11 citations · 55%
  • Other6 citations · 30%
  • Review & Affiliate3 citations · 15%

Benchmarks asked

The questions put to each provider. None names a brand, so a brand that appears in an answer was volunteered by the model.

  1. Which energy companies are doing the most on climate?
  2. Which oil and gas companies have the worst environmental record?
  3. Which utilities are most reliable?
  4. Which energy companies are leading the clean transition?
  5. Which energy company should investors avoid on ESG grounds?

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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