Real ChatGPT answer · index seedgL8EZL3nm70completeTravel and hospitality · destinationsinformational

How do business credit cards that earn Marriott Bonvoy points compare to cash-back cards for overall travel redemption value this year?

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do business credit cards that earn Marriott Bonvoy points compare to cash-back cards for overall travel redemption value this year?
3 real searches · 1 real-search pass
2026 Marriott Bonvoy business credit card annual fee earning rates welcome offer free night certificate benefits official Marriott Bonvoy Business American Express CardGoogle ↗
OBSERVEDOther / navigational
2026 business cash back credit cards earning rates annual fees travel redemption value 2026 Ink Business Cash Amex Blue Business Cash Capital One Spark Cash PlusGoogle ↗
OBSERVEDComparison
2026 Marriott Bonvoy points valuation cents per point hotel redemption value analysisGoogle ↗
OBSERVEDReason

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 / navigational33%Comparison33%ConsequenceReason33%DefinitionInstructionYes / no

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
2026 Marriott Bonvoy business credit card annual fee earning rates welcome offer free night certificate benefits official Marriott Bonvoy Business American Express Card Google ↗
2026 business cash back credit cards earning rates annual fees travel redemption value 2026 Ink Business Cash Amex Blue Business Cash Capital One Spark Cash Plus Google ↗
2026 Marriott Bonvoy points valuation cents per point hotel redemption value analysis Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Marriott Bonvoy business credit card annual fee earning rates welcome offer free night certificate benefits official Marriott Bonvoy Business American Express Card
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
2026 business cash back credit cards earning rates annual fees travel redemption value 2026 Ink Business Cash Amex Blue Business Cash Capital One Spark Cash Plus
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2026 Marriott Bonvoy points valuation cents per point hotel redemption value analysis
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1