Data quality and observability · RankedSoda
Soda is a data quality tool for validating data pipelines and catching issues earlier in development · soda.io ↗
Strongest at small business. Ranked 13 of 97 for enterprise buyers.
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%. 1 of 14 models made it the first choice when asked directly.
Monte Carlo is first at 43%.
Why models recommend it
“For most mid-sized B2B companies, I'd recommend Soda as the starting point”Perplexity Sonar · Paraphrase question · first choice
“start with Soda Free or Metaplane free tier, and Integrate.io's 3 free alerts”Muse Glimmer 30B · Budget-constrained question · first choice
“Soda is highlighted as the budget-friendly start for mid-sized orgs”Muse Glimmer 30B · Paraphrase question · first choice
“I'd generally recommend Soda as the best starting point.”GPT-5.4 mini · Paraphrase question · first choice
What gives them pause
“Learning curve for non-coders (YAML-based checks can feel technical), and it's not always a full end-to-end replacement for broader tools”Grok 4.20 · Negative question · warning
“Soda is a rule-based data quality assertion tool - well-suited for dbt workflows but not a full operational pipeline.”Muse Glimmer 30B · Comparative question · warning
“often praised for flexibility, but you should be cautious if you don't want to own a rules/config-heavy workflow”GPT-5.4 mini · Negative question · warning
“Soda is more of a data quality testing framework than a full observability platform... Limited scope”DeepSeek V4 Flash · Direct question · warning
Also on the shortlist
The products named in the same answers as Soda, over the 133 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 106 | 31 | Compare → | |
| 79 | 5 | Compare → | |
| 76 | 26 | Compare → | |
| 73 | 1 | Compare → | |
| 56 | 5 | View → | |
| 52 | 0 | View → | |
| 35 | 3 | Compare → | |
| 35 | 2 | View → | |
| 35 | 2 | View → | |
| 30 | 0 | View → |
What the models named instead of Soda →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Soda's own site, not checked by Gane.
- For
- Engineers run it as code. Business runs it in an interface.
- Price stated
- Free: $0 per month; Team: $750 per month; Enterprise: Custom pricing
- Starting price
- 0
- Free plan or trial
- Free account; No credit card required
- Integrations
- 70 · 48 (its own pages disagree)
- Certifications
- SOC 2 Type II, SOC 3, DORA, GDPR
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 124 of the 133 answers that named Soda and are not a share of its labels.
Domains cited
325 of the 325 domain citations in answers naming Soda 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 | 2 | 1 | 1 | 4 |
| GPT-5.4 mini | 1 | 1 | 1 | 1 | 4 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 1 | 2 | 0 | 1 | 4 |
| Grok 4.20 | 0 | 2 | 0 | 1 | 3 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 2 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 0 | 3 |
| Kimi K2 | 0 | 2 | 1 | 1 | 4 |
| GLM 4.7 FlashX | 0 | 3 | 0 | 0 | 3 |
| MiniMax M2.5 | 0 | 3 | 0 | 0 | 3 |
| GPT-6 Luna | 1 | 3 | 1 | 0 | 5 |
| Muse Glimmer 30B | 2 | 1 | 0 | 1 | 4 |
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.