Knowatoa vs LLMrefs
as AI assistants see them, week of 2026-10-12
Knowatoa and LLMrefs both sit at an overall score of 3 out of 100, and neither has much to show yet. Knowatoa was named in 7 of 75 answers, edging out LLMrefs's 5 of 75. By assistant, Knowatoa scores 0 on ChatGPT, 9 on Claude, and 0 on Perplexity, while LLMrefs scores 2, 5, and 0. Head-to-head, Knowatoa was named more often in 3 questions, LLMrefs in just 1, with 21 questions ending in a tie. Both show up for "best alternatives to Otterly.AI," "best alternatives to Scrunch AI," and "best free or cheap AI visibility tools," but both are shut out of "best alternatives to Profound."
Head to head
| metric | Knowatoa | LLMrefs |
|---|---|---|
| score | 3 | 3 |
| questions won | 7 | 5 |
By assistant
Knowatoa
| assistant | score | named in, this week | usual spot, this week |
|---|---|---|---|
| ChatGPT | 0 | 0% of answers | |
| Claude | 9 | 20% of answers | #13.5 |
| Gemini | not sampled this week | ||
| Perplexity | 0 | 0% of answers |
LLMrefs
| assistant | score | named in, this week | usual spot, this week |
|---|---|---|---|
| ChatGPT | 2 | 5% of answers | #3.0 |
| Claude | 5 | 10% of answers | #8.0 |
| Gemini | not sampled this week | ||
| Perplexity | 0 | 0% of answers |
Where they differ
Only Knowatoa gets named for
- What's the best tool to see my share of voice against competitors in AI answers?
- What are the best alternatives to Peec AI?
- What are the best GEO (generative engine optimization) tools?
Only LLMrefs gets named for
- What are the best AI visibility tracking tools?
More comparisons
- KIME vs Knowatoa
- Knowatoa vs Promptwatch
- Knowatoa vs Trakkr
- Knowatoa vs Writesonic
- KIME vs LLMrefs
- LLMrefs vs Promptwatch
Not sold on either?
Scores count how often each assistant names a product, weighted by position. How the score works · Full AI visibility trackers leaderboard