Market cut · Saudi Arabia

Leading B2B SaaS – Data & Analytics Brands in AI Search in Saudi Arabia

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

October 2026 edition

Across the six months through October 2026, Microsoft leads AI search visibility in B2B SaaS – Data & Analytics in Saudi Arabia with a Goodie visibility score of 74.4, ahead of Sigma Computing (72.6) and Tableau (72.5). The median score across the 21 ranked brands is 19.2, and a score above 19.2 reaches the top ten. The most-cited source grounding these answers is cambridge.org at 6.1% of all citations, while brand-owned pages account for just 54.3%.

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

Industry Benchmarks

October 2026 · B2B SaaS – Data & Analytics · Saudi Arabia
What good looks like in this category. Read a brand's own score against these before looking at who is winning.
Median visibility score
19.2
Half of the 21 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 72.1
Score to enter the top 10
19.2
Clearing 19.2 puts a brand in the category top ten. The bar sits 0.1 points above the midpoint, so the leaderboard is closely contested.
Brands named per answer
7.3
A typical answer names seven brands, so the consideration set is wide and a mention is comparatively easy to earn.
Index-wide average is 7.8
Citation mix
  • UGC 6%
  • Editorial 2%
  • Video 2%
  • Reference 8%
  • 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
54.3%
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
57/100
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
21 ranked here · 415 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
74.4
10.3%AI ModeChatGPTCopilotPerplexity▼ 1.258linkedin.com
02Sigma Computing
72.6
10.0%AI ModeChatGPTCopilotPerplexity▲ 2.459thoughtspot.com
03Tableau
72.5
10.0%AI ModeChatGPTCopilotPerplexity▼ 1.356linkedin.com
04Qlik
71.2
9.8%AI ModeChatGPTCopilotPerplexity—56thoughtspot.com
05Google
55.6
7.7%AI ModeChatGPTPerplexity▼ 6.068domo.com
06SAP
54.3
7.5%AI ModeChatGPTPerplexity▼ 1.361demandforecast.ai
07Looker
36.8
5.1%AI ModePerplexity—68thoughtspot.com
08Snowflake
35.9
4.9%AI ModeCopilot▼ 0.257julius.ai
09Apache Spark
34.7
4.8%ChatGPTCopilot▲ 0.265julius.ai
10o9 AI
19.2
2.7%Perplexity▲ 0.666sigmacomputing.com
21 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
01cambridge.org
6.1%
—
02youtube.com
5.3%
—
03domo.com
4.9%
—
04linkedin.com
4.6%
▼ 1.6
05improvado.io
4.0%
▼ 3.3
06wikipedia.org
3.8%
—
07gartner.com
3.6%
▼ 10.2
08getapp.com
3.6%
—
09thoughtspot.com
3.6%
▲ 2.1
10collinsdictionary.com
3.5%
—
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
01Alternatives to Tableau and Power BI enterprises consider76196
02BI platforms that integrate easily with cloud data stacks66191
03Business intelligence tools executives trust for decisions53155
04Predictive analytics software used for demand forecasting75150
05أي BI يتركب بسهولة على بياناتنا اللي على الكلاود؟1424
5 of 35k sampledDistinct brands named & sources cited

Biggest movers

Oct vs Sep
Rising
Sigma Computingscore 72.6
▲ 2.4
Databricksscore 18.3
▲ 1.2
o9 AIscore 19.2
▲ 0.6
Falling
Googlescore 55.6
▼ 6.0
Oraclescore 17.0
▼ 2.0
SAPscore 54.3
▼ 1.3
15 ranked brands scored in both Sep and OctIndustry avg ±1.2/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 74.4, ahead of Sigma Computing at 72.6.

cambridge.org is the most-cited source grounding b2b saas – data & analytics answers, at roughly 6.1% of citations. Brand-owned pages account for 54.3% — the rest of the answer supply chain runs through third-party sources.

The median visibility score across ranked b2b saas – data & analytics brands is 19.2, and a score above 19.2 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 74.4, measured across the tracked AI models.

cambridge.org is the most-cited source in b2b saas – data & analytics AI answers, grounding roughly 6.1% of citations in this industry.

The median score among ranked b2b saas – data & analytics brands is 19.2. A score above 19.2 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.