How does the 401k match at Costco stack up against Starbucks for an hourly worker trying to save for retirement with kids?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does the 401k match at Costco stack up against Starbucks for an hourly worker trying to save for retirement with kids?
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
Costco employee 401(k) match hourly employees 2026 official benefits plan Google ↗
Starbucks 401(k) match hourly employees 2026 official benefits Future Roast Google ↗
- cost-20251231 · sec.gov
- d18rn0p25nwr6d.cloudfront.net · d18rn0p25nwr6d.cloudfront.net
- Does Starbucks actually provide a 401(k) match to part‑time employees? · about.starbucks.com
- Future Roast 401(k) · starbucksbenefits.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Costco employee 401(k) match hourly employees 2026 official benefits plan OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
Starbucks 401(k) match hourly employees 2026 official benefits Future Roast OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |