Real ChatGPT answer · index seedFwJpX7PZfB0completeMarketing and advertising · AI search and generative engine optimizationbrand
Can you give me a realistic cost breakdown of implementing generative engine optimization software for a mid sized e-commerce brand with one million SKUs?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you give me a realistic cost breakdown of implementing generative engine optimization software for a mid sized e-commerce brand with one million SKUs?
3 real searches · 1 real-search pass
generative engine optimization software enterprise pricing AI search visibility monitoring platforms 2026Google ↗
OBSERVEDComparison
OpenAI API pricing embeddings batch API official pricing 2026Google ↗
OBSERVEDOther / navigational
Google Merchant Center product data specification structured data product schema ecommerce officialGoogle ↗
OBSERVEDInstruction
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 software enterprise pricing AI search visibility monitoring platforms 2026 Google ↗
OpenAI API pricing embeddings batch API official pricing 2026 Google ↗
Google Merchant Center product data specification structured data product schema ecommerce official Google ↗
- Pricing · developers.openai.com
- The 9 Best Generative Engine Optimization (GEO) Tools of 2026 · semrush.com
- Generative Engine Optimization (GEO) Service for Enterprises 2026 · kairosy.ai
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
generative engine optimization software enterprise pricing AI search visibility monitoring platforms 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
OpenAI API pricing embeddings batch API official pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Merchant Center product data specification structured data product schema ecommerce official OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |