ChatGPT cut

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

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

October 2026 edition

Across the six months through October 2026, Sigma Computing leads AI search visibility in B2B SaaS – Data & Analytics on ChatGPT in Italy with a Goodie visibility score of 78.0, ahead of o9 Solutions (77.8) and Google (73.0). The median score across the 10 ranked brands is 72.1, and a score above 70.9 reaches the top ten. The most-cited source grounding these answers is wikipedia.org at 5.1% of all citations, while brand-owned pages account for just 50.7%.

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

Industry Benchmarks

October 2026 · B2B SaaS – Data & Analytics · ChatGPT
What good looks like in this category. Read a brand's own score against these before looking at who is winning.
Median visibility score
72.1
Half of the 10 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 70.5
Score to enter the top 10
70.9
Clearing 70.9 puts a brand in the category top ten. The bar sits 1.2 points below the midpoint, so the leaderboard is closely contested.
Brands named per answer
9.9
A typical answer names ten 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 5%
  • Reference 14%
  • Other 76%
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
50.7%
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
54/100
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
10 ranked here · 426 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
01Sigma Computing
78.0
10.7%ChatGPT—72astrato.io
02o9 Solutions
77.8
10.7%ChatGPT▲ 4.242ciopages.com
03Google
73.0
10.0%ChatGPT▲ 6.263qlik.com
04Amazon
72.5
9.9%ChatGPT—46ciopages.com
05Anaplan
72.3
9.9%ChatGPT▲ 1.945demandforecast.ai
06Microsoft
72.0
9.9%ChatGPT▲ 3.658cube.dev
07SAP
71.8
9.8%ChatGPT▲ 4.355ciopages.com
08Qlik
71.2
9.7%ChatGPT—55ciopages.com
09Blue Yonder
71.0
9.7%ChatGPT▲ 0.454demandforecast.ai
10Oracle
70.9
9.7%ChatGPT▲ 2.746ciopages.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 B2B SaaS – Data & Analytics
#DomainCitation shareΔ vs last month
01wikipedia.org
5.1%
—
02microsoft.com
5.1%
—
03clickhouse.com
4.1%
▼ 4.1
04ibm.com
3.6%
—
05tableau.com
3.5%
▲ 0.2
06google.com
3.2%
▼ 5.0
07gartner.com
3.0%
▼ 5.8
08ciopages.com
2.9%
▼ 1.5
09sciencedirect.com
2.7%
—
10supplychainresearch.com
2.7%
▲ 1.9
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
01Business intelligence tools executives trust for decisions3146
02Which analytics platforms handle very large datasets best?3045
03BI platforms that integrate easily with cloud data stacks2930
04Alternatives to Tableau and Power BI enterprises consider3729
05Con dataset enormi, quale strumento di analisi regge?57
5 of 35k sampledDistinct brands named & sources cited

Biggest movers

Oct vs Sep
Rising
Googlescore 73.0
▲ 6.2
SAPscore 71.8
▲ 4.3
o9 Solutionsscore 77.8
▲ 4.2
Falling

No falling brands this month.

7 ranked brands scored in both Sep and OctIndustry avg ±3.3/mo

Global Search Demand

Where this industry's questions originate
159,479 searches sampled
Tracked markets for B2B SaaS – Data & Analytics, by sampled search volume
#CountrySearch volume
01United States73K
02Germany27K
03United Kingdom20K
04Italy10K
05Canada9K
06France6K
07Egypt4K
08Australia4K
09Japan3K
10Saudi Arabia3K
11United Arab Emirates838
12Singapore719
12 tracked markets
This edition

What Changed This Month

Sigma Computing leads B2B SaaS – Data & Analytics this edition with a visibility score of 78.0, ahead of o9 Solutions at 77.8.

wikipedia.org is the most-cited source grounding b2b saas – data & analytics answers, at roughly 5.1% of citations. Brand-owned pages account for 50.7% — the rest of the answer supply chain runs through third-party sources.

The median visibility score across ranked b2b saas – data & analytics brands is 72.1, and a score above 70.9 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.

Sigma Computing currently leads AI search visibility in b2b saas – data & analytics with a Goodie visibility score of 78.0, measured across the tracked AI models.

wikipedia.org is the most-cited source in b2b saas – data & analytics AI answers, grounding roughly 5.1% of citations in this industry.

The median score among ranked b2b saas – data & analytics brands is 72.1. A score above 70.9 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.