Real ChatGPT answer · index seedfdOkee5ZdI0completeFinance and banking · budgeting and savingcommercial

Looking for recommendations on the best grocery savings apps and cash back programs to lower our monthly food budget significantly

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Looking for recommendations on the best grocery savings apps and cash back programs to lower our monthly food budget significantly
2 real searches · 1 real-search pass
2026 grocery cashback apps Ibotta Fetch Checkout 51 store loyalty programs current termsGoogle ↗
OBSERVEDConsequence
best grocery savings cashback apps United States 2026 Ibotta Fetch Upside Flipp coupons officialGoogle ↗
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 / navigationalComparison50%Consequence50%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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 grocery cashback apps Ibotta Fetch Checkout 51 store loyalty programs current terms Google ↗
best grocery savings cashback apps United States 2026 Ibotta Fetch Upside Flipp coupons official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 grocery cashback apps Ibotta Fetch Checkout 51 store loyalty programs current terms
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
best grocery savings cashback apps United States 2026 Ibotta Fetch Upside Flipp coupons official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1