Real ChatGPT answer · index seedGmiyPV28hIIcompleteMarketing and advertising · AI search and generative engine optimizationhowto

What are the best free alternatives to expensive enterprise AI visibility platforms for monitoring whether ChatGPT recommends our software to cost-conscious buyers?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best free alternatives to expensive enterprise AI visibility platforms for monitoring whether ChatGPT recommends our software to cost-conscious buyers?
3 real searches · 1 real-search pass
free AI visibility monitoring tools ChatGPT brand mentions alternatives enterprise platforms 2026Google ↗
OBSERVEDComparison
open source AI search visibility monitoring ChatGPT tracking tools free prompt monitoringGoogle ↗
OBSERVEDOther / navigational
Google Search Console Bing Webmaster Tools free AI visibility monitoring ChatGPT recommendations methodologyGoogle ↗
OBSERVEDOther / navigational

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)
Short factOther / navigational67%Comparison33%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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
free AI visibility monitoring tools ChatGPT brand mentions alternatives enterprise platforms 2026 Google ↗
open source AI search visibility monitoring ChatGPT tracking tools free prompt monitoring Google ↗
Google Search Console Bing Webmaster Tools free AI visibility monitoring ChatGPT recommendations methodology Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
free AI visibility monitoring tools ChatGPT brand mentions alternatives enterprise platforms 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
open source AI search visibility monitoring ChatGPT tracking tools free prompt monitoring
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Google Search Console Bing Webmaster Tools free AI visibility monitoring ChatGPT recommendations methodology
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1