Market cut · Singapore

Leading B2B SaaS – Data & Analytics Brands in AI Search in Singapore

The B2B SaaS – Data & Analytics index re-ranked using only prompts and answers from Singapore.

October 2026 edition

Across the six months through October 2026, Microsoft leads AI search visibility in B2B SaaS – Data & Analytics in Singapore with a Goodie visibility score of 77.6, ahead of Google (74.9) and Sigma Computing (72.6). The median score across the 20 ranked brands is 35.7, and a score above 35.9 reaches the top ten. The most-cited source grounding these answers is youtube.com at 8.4% of all citations, while brand-owned pages account for just 49.6%.

35k prompts · 2.6m AI answers · 11.2m citations · Goodie AI Visibility Index

Industry Benchmarks

October 2026 · B2B SaaS – Data & Analytics · Singapore
What good looks like in this category. Read a brand's own score against these before looking at who is winning.
Median visibility score
35.7
Half of the 20 ranked b2b saas – data & analytics brands score below this. The midpoint, not the average, so a few dominant brands do not distort it.
Index-wide median is 71.7
Score to enter the top 10
35.9
Clearing 35.9 puts a brand in the category top ten. The bar sits 0.2 points above the midpoint, so the leaderboard is closely contested.
Brands named per answer
6.9
A typical answer names seven brands, so the consideration set is wide and a mention is comparatively easy to earn.
Index-wide average is 8.0
Citation mix
  • UGC 5%
  • Editorial 3%
  • Video 3%
  • Reference 7%
  • Retail 1%
  • Other 81%
Other leads the third-party sources grounding b2b saas – data & analytics 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
49.6%
Owned content is unusually strong here, brand domains are a citation source in their own right rather than just the subject of third-party coverage.
Index-wide average is 26.8%
Industry sentiment
55/100
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
318k in October · ▲ 8.2% vs September
Citations parsed
11.2m
980k in October · ▼ 3.0% vs September
Brands observed
436
20 ranked here · 416 unranked

Brand Visibility Leaderboard

Brand visibility leaderboard for B2B SaaS – Data & Analytics, ranked by six-month average AI visibility score
#BrandVisibility scoreShare of voiceModelsΔ vs last monthSentimentTop cited source
01Microsoft
77.6
10.7%AI ModeChatGPTCopilotPerplexity▼ 2.164linkedin.com
02Google
74.9
10.3%AI ModeChatGPTCopilotPerplexity▲ 2.062linkedin.com
03Sigma Computing
72.6
10.0%AI ModeChatGPTCopilotPerplexity▼ 0.356sigmacomputing.com
04Tableau
56.4
7.7%AI ModeCopilotPerplexity▼ 1.362linkedin.com
05Domo
54.2
7.4%AI ModeCopilotPerplexity▼ 0.656domo.com
06SAP
52.8
7.2%AI ModeChatGPTPerplexity▼ 5.253domo.com
07Qlik Sense Enterprise
38.9
5.3%CopilotPerplexity▼ 0.348domo.com
08Snowflake
37.6
5.2%AI ModePerplexity▼ 0.368julius.ai
09Looker
36.8
5.0%AI ModePerplexity▲ 0.766thoughtspot.com
10o9 Solutions
35.9
4.9%ChatGPTCopilot▲ 1.248demandforecast.ai
20 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 B2B SaaS – Data & Analytics
#DomainCitation shareΔ vs last month
01youtube.com
8.4%
—
02cambridge.org
6.2%
—
03domo.com
5.6%
—
04continue.dev
5.3%
—
056sense.com
4.5%
—
06collinsdictionary.com
4.4%
—
07merriam-webster.com
4.4%
—
08linkedin.com
3.7%
▲ 1.0
09medium.com
3.6%
—
10refontelearning.com
3.6%
—
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 B2B SaaS – Data & Analytics, with distinct brands named and sources cited
#PromptBrandsSources
01BI platforms that integrate easily with cloud data stacks52173
02Predictive analytics software used for demand forecasting88167
03Which analytics platforms handle very large datasets best?62166
04Business intelligence tools executives trust for decisions49165
05Alternatives to Tableau and Power BI enterprises consider67152
5 of 35k sampledDistinct brands named & sources cited

Biggest movers

Oct vs Sep
Rising
Googlescore 74.9
▲ 2.0
o9 Solutionsscore 35.9
▲ 1.2
Lookerscore 36.8
▲ 0.7
Falling
SAPscore 52.8
▼ 5.2
Oraclescore 16.9
▼ 4.1
Microsoftscore 77.6
▼ 2.1
15 ranked brands scored in both Sep and OctIndustry avg ±1.5/mo

Global Search Demand

Where this industry's questions originate
249,205 searches sampled
Tracked markets for B2B SaaS – Data & Analytics, by sampled search volume
#CountrySearch volume
01United States119K
02Germany41K
03United Kingdom29K
04Italy16K
05Canada12K
06France8K
07Egypt6K
08Australia6K
09Japan6K
10Saudi Arabia4K
11United Arab Emirates1K
12Singapore1K
12 tracked markets
This edition

What Changed This Month

Microsoft leads B2B SaaS – Data & Analytics this edition with a visibility score of 77.6, ahead of Google at 74.9.

youtube.com is the most-cited source grounding b2b saas – data & analytics answers, at roughly 8.4% of citations. Brand-owned pages account for 49.6% — the rest of the answer supply chain runs through third-party sources.

The median visibility score across ranked b2b saas – data & analytics brands is 35.7, and a score above 35.9 reaches the industry top ten.

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Where Does Your Brand Stand in AI Search?

Enter a domain to see its visibility score, strongest industry, model gaps, competitors ahead, and the sources grounding its answers.

31 industries4 models355m+ citation observationsFree unlimited checks
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 · B2B SaaS – Data & Analytics

Questions?
We Have
the Answers.

Microsoft currently leads AI search visibility in b2b saas – data & analytics with a Goodie visibility score of 77.6, measured across the tracked AI models.

youtube.com is the most-cited source in b2b saas – data & analytics AI answers, grounding roughly 8.4% of citations in this industry.

The median score among ranked b2b saas – data & analytics brands is 35.7. A score above 35.9 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.