Data quality and observability · RankedSoda Core
Soda Core is a data quality and observability tool from Soda · soda.io ↗
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Metaplane is first at 40%.
Metaplane is first at 23%.
Monte Carlo is first at 43%.
Why models recommend it
“For most small to mid-sized companies with limited budgets, Soda Core or Elementary would be excellent starting points”GLM 4.7 FlashX · Budget-constrained question · first choice
“Best ultra-budget option: Great Expectations or Soda Core for basic data quality checks”GPT-5.4 mini · Budget-constrained question · first choice
“Start with GX Core or Soda Core for data quality testing”MiniMax M2.5 · Budget-constrained question · first choice
“Best Free Code-First Option ... You can run data quality checks as code in your CI/CD pipelines for free.”DeepSeek V4 Flash · Budget-constrained question · alternative
What gives them pause
“Open-source data quality engines (like Great Expectations or Soda) ... self-hosting and maintaining them at scale requires significant engineering bandwidth.”Gemini 3.5 Flash · Negative question · warning
“It's fast and flexible, but limited to the command line. There's no UI, alerting, or centralized tracking.”Muse Glimmer 30B · Negative question · warning
“Caution: Per-table pricing can escalate quickly with many tables”Kimi K2 · Budget-constrained question · warning
Also on the shortlist
The products named in the same answers as Soda Core, over the 19 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 14 | 0 | Compare → | |
| 12 | 3 | Compare → | |
| 12 | 0 | Compare → | |
| 11 | 0 | Compare → | |
| 7 | 0 | Compare → | |
| 6 | 2 | Compare → | |
| 5 | 0 | View → | |
| 5 | 0 | View → | |
| 5 | 0 | View → | |
| 4 | 0 | View → |
What the models named instead of Soda Core →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Soda Core's own site, not checked by Gane.
- Certifications
- SOC 2 Type II, SOC 3, DORA, GDPR
- Customers named
- 2K, HelloFresh, CarTrawler, GROUP 1001
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
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 15 of the 19 answers that named Soda Core and are not a share of its labels.
Domains cited
Fifty-five of the fifty-five domain citations in answers naming Soda Core came from a third party's page.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 94 | 8 | 2026-08-19 | Observability | |
| Template or tool | 21 | 21 | 2026-09-25 | ||
| Conference or event | 20 | 2 | 2026-08-11 | ||
| Comparison | 13 | 2 | 2026-07-21 | ||
| Glossary or explainer | 3 | 0 | 2026-06-08 | ||
| Report or ebook | 1 | undated |
Most recent
- 2026-09-25Salesforce account ingestion template or tool
- 2026-09-25Platform automation template or tool
- 2026-09-25Streaming event contracts template or tool
- 2026-09-25Offer snapshots template or tool
- 2026-09-25Source aligned events template or tool
- 2026-09-25Customer transactions template or tool
How it is countedHide how it is counted
Every page soda.io 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.