Lookback is named by AI engines in 3 questions across 2 segments.
5 observations3 of 5 engines name itLast seen Sep 8, 2026
Where it is named
| Question | Avg position | Named in | Engines |
|---|---|---|---|
| What are some effective tools for user research? User Research | #4.0 ±1.0 | 3 of 3 answers | Google AI Mode, Gemini, Perplexity |
| What is the best tool for UX design? UX Design | #7.0 | 1 of 5 answers | Perplexity |
| What are the best tools for Design & UX? UX Design | #9.0 | 1 of 13 answers | Perplexity |
Which engines name it — and which do not
- Perplexity3 questions
- Google AI Mode1 question
- Gemini1 question
- ChatGPTnever named
- Copilotnever named
Perplexity names Lookback in 3 questions, Google AI Mode names Lookback in 1 question and Gemini names Lookback in 1 question. ChatGPT, Copilot have not named Lookback 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
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 Aug 17, 2026, last seen Sep 8, 2026. This page is generated from observations only — it is not claimed or edited by Lookback.