Real ChatGPT answer · index seedMtEVhWBqblkcompleteFinance and banking · budgeting and savinginformational
What are the best coupon apps right now that actually lower your grocery bill at mainstream supermarkets like Kroger or Safeway?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best coupon apps right now that actually lower your grocery bill at mainstream supermarkets like Kroger or Safeway?
2 real searches · 1 real-search pass
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)
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 coupon apps Kroger Safeway Ibotta Fetch Flipp current offers app changes Google ↗
best grocery coupon apps 2026 Kroger Safeway Ibotta Fetch Shopmium Flipp Coupons.com how they work Google ↗
- How can I get cash back with Kroger stores? · help.ibotta.com
- 7 of the Best Cash-Back Apps · nerdwallet.com
- 7 best grocery rewards apps to earn points on every trip · fetch.com
- Get Ibotta · ibotta.com
- Get Fetch · fetch.com
- Get Flipp · flipp.com
- Best Coupon Apps of 2026: Where to Find Deals That Actually Work · bestmoney.com
- Sign In & Save BIG · kroger.com
- Kroger digital coupons · kroger.com
- Grocery Delivery App - Grocery Deals - Safeway Grocery App · safeway.com
- Safeway for U - Grocery Rewards - Grocery Coupons - Loyalty Program · safeway.com
- Safeway for U · safeway.com
- Visit Krazy Coupon Lady · thekrazycouponlady.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 grocery coupon apps Kroger Safeway Ibotta Fetch Flipp current offers app changes OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
best grocery coupon apps 2026 Kroger Safeway Ibotta Fetch Shopmium Flipp Coupons.com how they work OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |