Perplexity cut

Leading Oil & Gas Brands in AI Search in Singapore

The same monthly sample, re-ranked using only Perplexity answers.

October 2026 edition

Across the six months through October 2026, Saudi Aramco leads AI search visibility in Oil & Gas on Perplexity in Singapore with a Goodie visibility score of 82.0, ahead of Equinor (79.7) and China National Petroleum Corporation (79.4). The median score across the 10 ranked brands is 77.7, and a score above 76.6 reaches the top ten. The most-cited source grounding these answers is iea.org at 5.5% of all citations, while brand-owned pages account for just 21.9%.

35k prompts · 2.6m AI answers · 11.1m citations · Goodie AI Visibility Index

Industry Benchmarks

October 2026 · Oil & Gas · Perplexity
What good looks like in this category. Read a brand's own score against these before looking at who is winning.
Median visibility score
77.7
Half of the 10 ranked oil & gas brands score below this. The midpoint, not the average, so a few dominant brands do not distort it.
Index-wide median is 75.7
Score to enter the top 10
76.6
Clearing 76.6 puts a brand in the category top ten. The bar sits 1.1 points below the midpoint, so the leaderboard is closely contested.
Brands named per answer
4.9
A typical answer names five brands, so the consideration set is narrow and a mention is hard-won.
Index-wide average is 7.0
Citation mix
  • UGC 4%
  • Editorial 4%
  • Video 2%
  • Reference 33%
  • Other 57%
Other leads the third-party sources grounding oil & gas answers. Brand-owned citations sit in the next cell and are not counted here. “Other” covers domains we have not classified into a type yet.
Brand-owned citation share
21.9%
Owned content sits below the index-wide average here: third-party sources decide most of these answers.
Index-wide average is 26.8%
Industry sentiment
38/100
Mean tone of mentions across the ranked brands that carry a measured value. Per-brand sentiment sits on each brand profile.
Prompts sampled
35k
Real buyer phrasing, 4 models
AI answers analysed
2.6m
295k in October · ▼ 0.3% vs September
Citations parsed
11.1m
1m in October · ▲ 13.9% vs September
Brands observed
402
10 ranked here · 392 unranked

Brand Visibility Leaderboard

Brand visibility leaderboard for Oil & Gas, ranked by six-month average AI visibility score
#BrandVisibility scoreShare of voiceModelsΔ vs last monthSentimentTop cited source
01Saudi Aramco
82.0
10.5%Perplexity▼ 3.461wikipedia.org
02Equinor
79.7
10.2%Perplexity▼ 3.620bain.com
03China National Petroleum Corporation
79.4
10.1%Perplexity▼ 6.851energy-oil-gas.com
04TotalEnergies
78.8
10.1%Perplexity▼ 4.943accountinginsights.org
05Shell
77.8
9.9%Perplexity▼ 5.723youtube.com
06BP
77.6
9.9%Perplexity▼ 5.03youtube.com
07ExxonMobil
77.5
9.9%Perplexity▲ 1.138youtube.com
08Chevron
77.3
9.9%Perplexity▼ 6.139accountinginsights.org
09Sinopec
77.2
9.9%Perplexity▼ 8.349wikipedia.org
10PetroChina
76.6
9.8%Perplexity▼ 6.754spglobal.com
10 ranked · visibility is a six-month averageTop source = most frequent source in answers mentioning the brand · Δ compares Oct with Sep

Most-Cited Domains

The answer supply chain
Most-cited domains in AI answers for Oil & Gas
#DomainCitation shareΔ vs last month
01iea.org
5.5%
—
02wikipedia.org
4.9%
—
03reuters.com
4.1%
—
04bain.com
4.1%
—
05visualcapitalist.com
3.8%
—
06essfeed.com
3.6%
—
07ogj.com
3.6%
—
08youtube.com
3.1%
—
09facebook.com
2.7%
—
10farmonaut.com
2.7%
—
Top 10 of 1k domains observedΔ compares Oct with Sep, in percentage points

Prompts, Topics & Movers

What's driving this month's answers

Sampled prompts

Prompts sampled for Oil & Gas, with distinct brands named and sources cited
#PromptBrandsSources
01National oil companies with global reach3544
02LNG exporters influencing global energy trade1139
03Oil companies investing in energy transition1236
04Integrated oil companies shaping global energy markets1534
05Which oil producers lead global output?1120
5 of 35k sampledDistinct brands named & sources cited

Biggest movers

Oct vs Sep
Rising
ExxonMobilscore 77.5
▲ 1.1
Falling
Sinopecscore 77.2
▼ 8.3
PetroChinascore 76.6
▼ 6.7
10 ranked brands scored in both Sep and OctIndustry avg ±5.2/mo

Global Search Demand

Where this industry's questions originate
2,113 searches sampled
Tracked markets for Oil & Gas, by sampled search volume
#CountrySearch volume
01United States1K
02United Kingdom229
03Australia121
04Canada87
05Germany70
06France52
07United Arab Emirates39
08Egypt37
09Italy22
10Saudi Arabia22
11Japan22
12Singapore14
12 tracked markets
This edition

What Changed This Month

Saudi Aramco leads Oil & Gas this edition with a visibility score of 82.0, ahead of Equinor at 79.7.

iea.org is the most-cited source grounding oil & gas answers, at roughly 5.5% of citations. Brand-owned pages account for 21.9% — the rest of the answer supply chain runs through third-party sources.

The median visibility score across ranked oil & gas brands is 77.7, and a score above 76.6 reaches the industry top ten.

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Where Does Your Brand Stand in AI Search?

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What you get
  • Visibility score
  • Industry rank
  • Brands ahead of you
  • Model and source gaps
Our Methodology

Our Approach to Gathering AI Visibility Data

We process millions of real prompts across AI Mode, ChatGPT, Copilot and Perplexity, then track which brands, products, and domains show up in the answers. That's the raw data behind every score in the Index.

Real Intent Capture

This data results from processing millions of real user prompts. We use advanced semantic and agentic processing to categorize them and define intent, filtering out noise to focus on high-value queries.

Global Model Interrogation

We run these prompts across the tracked models and across every market we cover, so each market is scored on its own answers rather than on a global average applied everywhere.

Attribution Mapping

We analyze the generated answers to capture the "Kingmaker" domains: the specific sources models cite most often in the answers that name a brand, so you can see which sources the models lean on where you appear and where you do not.

Three-dimensional logo of Goodie, an end-to-end AI search visibility platform.
FAQ · Oil & Gas

Questions?
We Have
the Answers.

Saudi Aramco currently leads AI search visibility in oil & gas with a Goodie visibility score of 82.0, measured across the tracked AI models.

iea.org is the most-cited source in oil & gas AI answers, grounding roughly 5.5% of citations in this industry.

The median score among ranked oil & gas brands is 77.7. A score above 76.6 places a brand in the industry top ten.

Each edition samples the same tracked prompt set across the models Goodie follows, then ranks brands by how often they are named in those answers.

Monthly. Each edition re-samples the tracked prompt set so month-over-month figures are directly comparable.