AI Indexes
IT AI Index
Index › Products › SAP HANA · October 2026 Edition
SAP · 1 category · Named, not ranked

SAP HANA

22Judge labels
0First choices
14Negative labels
10 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Standing
7 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. SAP HANA was named 7 times in Data virtualization, where Denodo led with 28%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In data virtualization · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named SAP HANA for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Data virtualizationData platform0%73 of 9943%7under 10 labels · led by Denodo at 28%

Movement

This is the first edition on this tier, so no move can be computed for SAP HANA yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated SAP HANA across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.501001
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar00101
Grok 4.1 Fast01012
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200011
GLM 4.7 FlashX00101
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B00011

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct2 labelsNone
Paraphrase0 labelsNone
Comparative6 labelsNone
Budget-constrained1 labelNone
Scale-constrained2 labelsNone
Negative11 labelsNone
First choiceAlternativeMentionNegative22 labels in all, every segment counted; 0 of the 0 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“outshines others with its high-speed performance... However, it is mostly focused on SAP-related workflows” Claude Haiku 4.5 · Data virtualization · comparative prompt · alternative
“In-memory speed, ERP/operational data federation. Real-time analytics.” Grok 4.1 Fast · Data virtualization · comparative prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“Users note a steep learning curve for SAP HANA Cloud, which may require specialized training to navigate effectively.” Muse Glimmer 30B · Data virtualization · negative prompt · soft negative
“Steep learning curve requiring specialized training - Prohibitive cost for smaller organizations” Kimi K2 · Data virtualization · negative prompt · soft negative
“Lower ratings often due to complexity in non-virtualization features; avoid if not already in ecosystem.” Grok 4.1 Fast · Data virtualization · negative prompt · soft negative

Named alongside

The products named in the same answers as SAP HANA, over the 22 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and SAP HANA was named but was not.
ShowHide
ProductSame answerTook the first choice insteadHead to head
Denodo19 of 227Not among the top eight
TIBCO Data Virtualization18 of 220Not among the top eight
Dremio8 of 223Not among the top eight
CData Connect Cloud6 of 224Not among the top eight
IBM Cloud Pak for Data6 of 220Not among the top eight
Starburst Galaxy5 of 221Not among the top eight
Informatica Intelligent Data Management Cloud5 of 220Not among the top eight
Starburst4 of 221Not among the top eight
Red Hat JBoss Data Virtualization4 of 220Not among the top eight
CData Virtuality3 of 221Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named SAP HANA. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 21 of the 22 answers that named SAP HANA and are not a share of its labels.

Search and answers

Where SAP HANA stands in Google search beside where it stands in the models' answers.
ShowHide

In search

Google, US estimates
Searches for its name, Google
3,600 a month (“sap hana”)
AI search demand for its name, est.
1,284 a month
Its own site
It sits on SAP's site (sap.com), so there are no site figures for it alone

In answers

This edition
Share of first choices
0%
rank 73 of 99 in data virtualization
Segment leader
28%
Denodo
First choices
0 across its categories
Named in
22 answers
Its own site cited
in 21 of the answers that named it

Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

Names read as SAP HANA

What the judge wrote, as written, with how often. The vendor table decides that these count as SAP HANA; a claim can dispute any of them.
SAP HANA Cloud 3SAP HANA (with federation capabilities) 1SAP HANA/SAP-focused virtualization 1

Follow SAP HANA

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

SAP is the company behind SAP HANA.
ShowHide
Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when SAP HANA's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as SAP HANA, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for SAP HANA by email, built from the raw record of the edition. It shows:

  • where SAP HANA is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name SAP HANA, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.
The subscriber app

A verification link goes to your work email; an address at sap.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.