Index › IT › Products › Qualytics · November 2026 Edition
Data quality and observability · Named, not ranked

Qualytics

–Too few to rank
1/14Models named it
0First choices
1Warnings
November 2026 Edition · all company sizes counted.
Ranked inData quality and observability #129 mid-market
What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. Qualytics has 1.

Why models recommend it

No positive label carried a quote.

What gives them pause

“Users find the user experience lacking due to a complicated interface and slow learning curve with Qualytics.”Muse Glimmer 30B · Negative question · warning

Also on the shortlist

The products named in the same answers as Qualytics, over the 1 answer 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.

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 Qualytics 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 1 of the 1 answers that named Qualytics and are not a share of its labels.

Domains cited

aws.amazon.com1
dash0.com1
dev.to1
g2.com1
gane.ai/indexpublisher (Gane)1
integrate.io1
kloudfuse.com1
metaplane.dev1
newrelic.com1
prospeo.io1

No domain is on file for Qualytics, so its own site is not marked. One was 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 Qualytics 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 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar00000
Grok 4.2000000
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B00011