Real ChatGPT answer · index seed7upBP2xR5OIcompleteMarketing and advertising · AI search and generative engine optimizationbrand
What is the total cost of ownership for implementing a full-stack generative engine optimization monitoring tool compared to building an internal custom Python scraping solution?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the total cost of ownership for implementing a full-stack generative engine optimization monitoring tool compared to building an internal custom Python scraping solution?
3 real searches · 1 real-search pass
generative engine optimization monitoring platform pricing AI search visibility tools 2026 pricing Profound Scrunch Peec AI OtterlyGoogle ↗
OBSERVEDComparison
web scraping infrastructure proxy pricing residential proxies SERP API pricing 2026 Bright Data ScrapingBeeGoogle ↗
OBSERVEDComparison
LLM API pricing OpenAI API pricing 2026 embeddings input outputGoogle ↗
OBSERVEDComparison
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
generative engine optimization monitoring platform pricing AI search visibility tools 2026 pricing Profound Scrunch Peec AI Otterly Google ↗
web scraping infrastructure proxy pricing residential proxies SERP API pricing 2026 Bright Data ScrapingBee Google ↗
LLM API pricing OpenAI API pricing 2026 embeddings input output Google ↗
- Generative engine optimization tools: real costs · toolbistro.com
- How Much Do AI Visibility Tools Cost in 2026? Pricing Compared · gtm8020.com
- The 9 Best Generative Engine Optimization (GEO) Tools of 2026 · semrush.com
- Pricing · scrapingbee.com
- Residential Proxies Pricing · brightdata.com
- Pricing · platform.openai.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
generative engine optimization monitoring platform pricing AI search visibility tools 2026 pricing Profound Scrunch Peec AI Otterly OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
web scraping infrastructure proxy pricing residential proxies SERP API pricing 2026 Bright Data ScrapingBee OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
LLM API pricing OpenAI API pricing 2026 embeddings input output OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |