Real ChatGPT answer · index seed3is7GGv8ISEcompleteMarketing and advertising · AI search and generative engine optimizationinformational

What is the difference in cost and capability between standard SEO software and the new generative engine tracking platforms?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the difference in cost and capability between standard SEO software and the new generative engine tracking platforms?
2 real searches · 1 real-search pass
2026 generative engine optimization tracking platforms pricing comparison Profound Peec AI Otterly Semrush AhrefsGoogle ↗
OBSERVEDComparison
2026 traditional SEO software pricing Ahrefs Semrush Moz plans features AI search tracking GEO platforms pricing Profound Peec AI OtterlyGoogle ↗
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 (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
2026 generative engine optimization tracking platforms pricing comparison Profound Peec AI Otterly Semrush Ahrefs Google ↗
2026 traditional SEO software pricing Ahrefs Semrush Moz plans features AI search tracking GEO platforms pricing Profound Peec AI Otterly Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 generative engine optimization tracking platforms pricing comparison Profound Peec AI Otterly Semrush Ahrefs
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2026 traditional SEO software pricing Ahrefs Semrush Moz plans features AI search tracking GEO platforms pricing Profound Peec AI Otterly
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1