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Index › GTM › Products › Soda · November 2026 Edition

2 categories · Named, not ranked

Soda

Soda is a data quality tool for validating data pipelines and catching issues earlier in development

–Too few to rank

5/14Models named it

0First choices

3Warnings

November 2026 Edition · all company sizes counted.

Ranked inCRM data quality and deduplication #103 mid-market Data warehouse and reverse ETL for marketing #83

What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. Soda has 2.

Why models recommend it

No positive label carried a quote.

What gives them pause

“More for observability/testing than direct CRM cleansing.”Grok 4.20 · Comparative question · warning

Also on the shortlist

The products named in the same answers as Soda, over the 5 answers that named it, and how often each was the first choice instead.

Product	Named together	Picked instead
Monte Carlo	4	0	View →
DemandTools	3	2	View →
Great Expectations	3	0	View →
Informatica Data Quality	3	0	View →
Precisely	3	0	View →
dbt	3	0	View →
Hightouch	2	1	View →
Ataccama ONE	2	0	View →
Data Ladder	2	0	View →
Melissa Clean Suite	2	0	View →

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 Soda 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 4 of the 5 answers that named Soda and are not a share of its labels.

Domains cited

g2.com4

prospeo.io3

techrepublic.com3

capterra.com2

clearout.io2

gane.ai/indexpublisher (Gane)2

integrate.io2

validity.com2

airbyte.com1

alexberman.com1

No domain is on file for Soda, so its own site is not marked. Two 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

g2.com/categories/data-quality/f/crm4

clearout.io/blog/crm-data-cleaning-solutions2

integrate.io/blog/top-10-data-cleansing-tools2

techrepublic.com/article/best-data-cleaning-software2

validity.com/wp-content/uploads/2024/05/The-State-of-CRM-Data-Management-in-2024.pdf2

airbyte.com/top-etl-tools-for-sources/choosing-the-right-data-cleaning-tool-a-comprehensiv1

alexberman.com/crm-data-hygiene1

alignedup.com/guides/crm-data-cleansing-tools-workflows-best-practices1

Pages are listed as the models cited them.

By model

How each model answered on Soda across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

Model	Mention	Warning	Labels
Claude Haiku 4.5	0	0	0
GPT-5.4 mini	1	0	1
Gemini 3.5 Flash	0	0	0
Perplexity Sonar	0	0	0
Grok 4.20	0	1	1
Mistral Small	0	0	0
DeepSeek V4 Flash	0	0	0
Llama 4 Maverick	0	0	0
Qwen 3.7 Flash	0	0	0
Kimi K2	0	0	0
GLM 4.7 FlashX	0	0	0
MiniMax M2.5	0	0	0
GPT-6 Luna	0	0	0
Muse Glimmer 30B	0	0	0