Serum
Serum is named by 3 of 5 AI engines in 3 questions across 1 Segment.
Mentioned by AI
Mentioned in 5/152 answers across 1 Segments on 3 engines
3 of 5 engines name itLast seen Nov 4, 2026
Where it is mentioned
| Question | Mentions | Avg position | Engines |
|---|---|---|---|
| What software do music producers use? Music Tech | 5/15 | #6.7 ±1.1 | ChatGPT, Google AI Mode, Gemini |
Which engines name it - and which do not
- ChatGPT1 question
- Google AI Mode1 question
- Gemini1 question
- Perplexitynever named
- Copilotnever named
ChatGPT names Serum in 1 question, Google AI Mode names Serum in 1 question and Gemini names Serum in 1 question. Perplexity, Copilot have not named Serum in any of these questions - that is where the ground is open.
Counted from the questions above. A question may not have run on every engine.
Where it is strongest and weakest
Strongest
- What software do music producers use?5/15 · #6.7 ±1.1
Fewer than four ranked questions - no separate weakest set.
± 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 Sep 14, 2026, last seen Nov 4, 2026. This page is generated from observations only - it is not claimed or edited by Serum.