Index › IT › Products › Oracle · November 2026 Edition
14 categories · Ranked

Oracle

oracle.com ↗

#60Best rank (mid-market)
12/14Models named it
0First choices
34Warnings
November 2026 Edition · all company sizes counted.
Ranked inMaster data management #60 mid-marketData quality and observability #42Data warehouses #40Managed relational databases #81IT financial management #86Workflow orchestration #111
8 more
API security platforms #83Cloud security posture management #46Data masking and test data management #101Enterprise storage systems #108Internal developer portals #50IT documentation #78Managed DNS #47Non-human identity management #104

Why models recommend it

“High in scalability and cloud integration; often leads in multiple ISG categories.”Grok 4.20 · Comparative question · alternative
“Oracle and IBM can be comparable but may be overkill for smaller teams”GLM 4.7 FlashX · Comparative question · alternative
“Praised for its customer experience and product capabilities”Mistral Small · Comparative question · alternative

What gives them pause

“Avoid for mid-market: Pure enterprise tools like Oracle/IBM (too heavy/expensive)”Grok 4.20 · Direct question · warning
“Avoid legacy ones like Teradata/Oracle unless you have specific enterprise needs.”Grok 4.20 · Scale-constrained question · warning
“Avoid Oracle or enterprise SQL Server licenses unless strictly necessary.”Gemini 3.5 Flash · Budget-constrained question · warning
“What I'd Avoid for Mid-Sized B2B | Informatica / Collibra / SAP / Oracle”Kimi K2 · Paraphrase question · warning

Also on the shortlist

The products named in the same answers as Oracle, over the 74 answers that named it, and how often each was the first choice instead.

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on Oracle's own site, not checked by Gane.

For
organizations
Price stated
Save $500 per person with special group pricing.
Free plan or trial
Try Oracle Cloud Free Tier
Certifications
Common Criteria
Customers named
Liberty Energy, Kobalt Music, NHS Shared Business Services, Worldline, Rappi, AV, Conduent, Renesas
Visit oracle.com ↗

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named Oracle came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 64 of the 74 answers that named Oracle and are not a share of its labels.

Domains cited

research.isg-one.com19
g2.com18
gane.ai/indexpublisher (Gane)11
github.com9
cybersecuritynews.com8
semarchy.com8
sourceforge.net8
atrocore.com7
capterra.com7
kanerika.com7

Ninety-one of the 102 domain citations in answers naming Oracle came from a third party's page. Eleven were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on Oracle across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.500000
GPT-5.4 mini00314
Gemini 3.5 Flash00011
Perplexity Sonar00011
Grok 4.2001348
Mistral Small01203
DeepSeek V4 Flash00011
Llama 4 Maverick00000
Qwen 3.7 Flash00516
Kimi K200134
GLM 4.7 FlashX01001
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B00404

What it publishes

Addresses on oracle.com
10,005
subdomains included
Content
481
counted in the table below
Documentation
75
Product · Integration
2 · 1
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Glossary or explainer220undated
Conference or event171undated
Case study37undated
Template or tool14undated
Webinar or virtual event13undated
Report or ebook13undated
Blog11undated
Comparison2undated
How it is countedHide how it is counted

Every page oracle.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.