Soda is named by AI engines in 4 questions across 3 segments.
19 observations5 of 5 engines name itLast seen Sep 7, 2026
Where it is named
| Question | Avg position | Named in | Engines |
|---|---|---|---|
| What are the best tools for Modern data stack & analytics engineering? Analytics Engineering | #10.7 ±3.5 | 3 of 12 answers | ChatGPT, Gemini, Perplexity |
| What are the top Modern data stack & analytics engineering tools in 2026? Analytics Engineering | #17.3 ±4.4 | 9 of 15 answers | ChatGPT, Google AI Mode, Gemini, Perplexity, Copilot |
| What are the best tools for data engineering? Data Science | #18.0 ±1.4 | 2 of 15 answers | ChatGPT, Google AI Mode |
| What tools should a data engineer know? Data Privacy | #18.6 ±5.0 | 5 of 10 answers | ChatGPT, Google AI Mode, Copilot |
Which engines name it — and which do not
- ChatGPT4 questions
- Google AI Mode3 questions
- Gemini2 questions
- Perplexity2 questions
- Copilot2 questions
ChatGPT names Soda in 4 questions, Google AI Mode names Soda in 3 questions, Gemini names Soda in 2 questions, Perplexity names Soda in 2 questions and Copilot names Soda in 2 questions.
Counted from the questions above. A question may not have run on every engine.
Where it is strongest and weakest
Strongest
Weakest
± is the spread of positions across answers. A wide spread means the ranking is unstable — which means it is winnable.
Source: ranking answers from 5 AI engines, first seen Aug 6, 2026, last seen Sep 7, 2026. This page is generated from observations only — it is not claimed or edited by Soda.