Real ChatGPT answer · index seedxMjCk04kB1wcompleteMarketing and advertising · content marketinginformational
What tools or scripts can I use to test how well our brand's content is being represented in LLM answers?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What tools or scripts can I use to test how well our brand's content is being represented in LLM answers?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
LLM brand visibility monitoring tools Profound Peec AI Otterly Scrunch 2026 Google ↗
open source LLM answer evaluation brand mentions citations benchmark script promptfoo inspect deepeval Google ↗
- Website · tryprofound.com
- Website · peec.ai
- Website · otterly.ai
- Website · scrunch.com
- Website · semrush.com
- Best LLM Monitoring Tools for AI Visibility (2026) · andersoncollaborative.com
- Best AI Visibility Tools in 2026: Prices and Features · digitaltatva.com
- I Tested 10 LLM Visibility Tools on 3 Real Brands · ctaio.dev
- 14 Best AI Visibility Tools in 2026: LLM Trackers Compared · surfer.ai
- Promptfoo · promptfoo.dev
- DeepEval · deepeval.com
- Ragas · docs.ragas.io
- Langfuse · langfuse.com
- Arize Phoenix · phoenix.arize.com
- Home - AI Evaluation Tools · libguides.andrews.edu
- Top 5 Open-Source LLM Evaluation Platforms Compared · itechguides.com
- Introduction to DeepEval · deepeval.com
- Model-graded metrics · promptfoo.dev
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
LLM brand visibility monitoring tools Profound Peec AI Otterly Scrunch 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
open source LLM answer evaluation brand mentions citations benchmark script promptfoo inspect deepeval OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |