Is Dunkin Donuts offering any better status perks in their mobile app rewards this month compared to Starbucks for someone who studies at coffee shops daily?
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
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.
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. 36 queries are still being classified.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
- Dunkin' Rewards · dunkindonuts.com
- Reimagined Starbucks Rewards loyalty program launches with new member benefits · about.starbucks.com
- Join Starbucks® Rewards: Starbucks Coffee Company · starbucks.com
- Dunkin' Donuts - DD IP Holder LLC (via Public) / Dunkin'® Kicks Off Spooky Season with New Green Apple Dunkin' Zero, Purple Marshmallow Cold Foam and All-New Halloween Sips · ebs.publicnow.com
- Starbucks Rewards refresh adds new member perks, including Free Mod Mondays · about.starbucks.com
- Starbucks Coupons & Rewards for October '26: Deals · couponcabin.com
- Best coffee loyalty program: Starbucks, Dunkin' or Dutch Bros? · thepointsguy.com
- Frequently Asked Questions | Contact Us | Dunkin'® · dunkindonuts.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Queries
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
dunkin rewards current status perks this month vs starbucks COMPARATIVE | Google ↗ AI Mode ↗ | Compare the current tier benefits of Dunkin Donuts and Starbucks loyalty programs for the current month. | — | comparison_table | dunkin versus starbucks rewards | 1x of 3 | |
dunkin rewards vs starbucks rewards current status perks 2024 COMPARATIVE | Google ↗ AI Mode ↗ | Compare current loyalty tier benefits between Dunkin and Starbucks. | — | comparison_table | dunkin versus starbucks rewards | 1x of 3 | |
dunkin rewards status tiers 2024 perks REFORMULATION | Google ↗ AI Mode ↗ | Find the current status levels and associated benefits in the Dunkin Donuts rewards program. | — | web_article | dunkin rewards status tiers | 1x of 3 | |
dunkin donuts rewards program updates 2024 REFORMULATION | Google ↗ AI Mode ↗ | Find recent changes and updates made to the Dunkin Donuts mobile app rewards structure. | — | web_article | dunkin rewards status tiers | 1x of 3 | |
starbucks rewards status levels and benefits REFORMULATION | Google ↗ AI Mode ↗ | Understand the current tier structure and perks offered by Starbucks Rewards. | — | web_article | dunkin versus starbucks rewards | 1x of 3 | |
dunkin donuts mobile app rewards program changes this month REFORMULATION | Google ↗ AI Mode ↗ | Find recent updates or monthly changes to Dunkin's app rewards. | — | web_article | dunkin rewards status tiers | 1x of 3 | |
starbucks rewards benefits tiers explained RELATED | Google ↗ AI Mode ↗ | Understand how the Starbucks Rewards star system and status tiers currently function. | — | faq_page | dunkin versus starbucks rewards | 1x of 3 | |
best coffee shop rewards for daily studying student discounts PERSONALIZED | Google ↗ AI Mode ↗ | Identify coffee shop loyalty programs that benefit daily studying habits. | — | buyers_guide | coffee shop rewards for studying | 1x of 3 | |
dunkin rewards vs starbucks rewards comparison table COMPARATIVE | Google ↗ AI Mode ↗ | Compare Dunkin and Starbucks reward programs side-by-side to see which offers better value. | — | comparison_table | dunkin versus starbucks rewards | 1x of 3 | |
best coffee shop loyalty program for daily studying IMPLICIT | Google ↗ AI Mode ↗ | Determine which major coffee chain rewards frequent daily visitors who stay long hours. | — | buyers_guide | coffee shop rewards for studying | 1x of 3 | |
starbucks rewards star earning rate per dollar 2024 ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand how stars are earned in the Starbucks app. | — | product_spec_sheet | dunkin versus starbucks rewards | 1x of 3 | |
coffee shop loyalty program free refills wifi student IMPLICIT | Google ↗ AI Mode ↗ | Discover which coffee shop rewards programs offer practical perks for people who spend long hours studying. | — | buyers_guide | coffee shop rewards for studying | 1x of 3 | |
dunkin vs starbucks free refills wifi policies for students ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare amenities like free refills and reliable wifi at Dunkin versus Starbucks locations. | — | forum/qna | coffee shop rewards for studying | 1x of 3 | |
dunkin rewards boost status points free refills daily IMPLICIT | Google ↗ AI Mode ↗ | Find out if Dunkin offers perks like free refills or status boosts for frequent visitors. | — | faq_page | dunkin rewards status tiers | 1x of 3 | |
dunkin app boost status monthly promotion RELATED | Google ↗ AI Mode ↗ | Check if Dunkin is running any special monthly promotional status boosts or limited-time rewards. | — | press_release | dunkin rewards status tiers | 1x of 3 | |
how to maximize points for daily coffee purchases PERSONALIZED | Google ↗ AI Mode ↗ | Learn strategies to earn the most app reward points when buying coffee every single day. | — | how_to_steps | coffee shop rewards for studying | 1x of 3 | |
how to maximize points on coffee shop apps RELATED | Google ↗ AI Mode ↗ | Learn strategies for earning rewards faster on cafe mobile apps. | — | how_to_steps | coffee shop rewards for studying | 1x of 3 | |
best coffee shop app for daily studying perks PERSONALIZED | Google ↗ AI Mode ↗ | Find recommendations for the best coffee chain rewards program tailored to someone who visits daily to study. | — | review_roundup | coffee shop rewards for studying | 1x of 3 | |
dunkin rewards boost status perks monthly promotions REFORMULATION | Google ↗ AI Mode ↗ | Check if Dunkin is running any special monthly promotions to boost member status. | — | press_release | dunkin rewards status tiers | 1x of 3 | |
dunkin rewards points expiration and tier requirements ENTITY EXPANSION | Google ↗ AI Mode ↗ | Learn the rules for maintaining status in the Dunkin rewards program. | — | faq_page | dunkin rewards status tiers | 1x of 3 | |
does dunkin rewards give free refills ENTITY EXPANSION | Google ↗ AI Mode ↗ | Determine if Dunkin Donuts loyalty members receive free coffee or tea refills during long visits. | — | faq_page | dunkin rewards status tiers | 1x of 3 | |
starbucks gold status perks vs dunkin boost status COMPARATIVE | Google ↗ AI Mode ↗ | Compare top-tier status perks between Starbucks and Dunkin Donuts. | — | comparison_table | dunkin versus starbucks rewards | 1x of 3 | |
starbucks green vs gold status current benefits REFORMULATION | Google ↗ AI Mode ↗ | Check the current status levels available in Starbucks rewards. | — | web_article | dunkin versus starbucks rewards | 1x of 3 | |
does starbucks rewards give free refills to members ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check the exact rules for Starbucks rewards members regarding free in-store refills. | — | faq_page | coffee shop rewards for studying | 1x of 3 | |
do dunkin rewards expire if you go every day RELATED | Google ↗ AI Mode ↗ | Find out the point expiration rules for Dunkin Donuts mobile app rewards. | — | faq_page | dunkin rewards status tiers | 1x of 3 | |
do coffee shops offer free wifi with loyalty app status IMPLICIT | Google ↗ AI Mode ↗ | Discover if loyalty tiers unlock better workspace amenities like wifi. | — | forum/qna | coffee shop rewards for studying | 1x of 3 | |
how to earn status faster in dunkin rewards app RELATED | Google ↗ AI Mode ↗ | Learn strategies or promotions for accelerating status tier progression in the Dunkin app. | — | how_to_steps | dunkin rewards status tiers | 1x of 3 | |
best app for free coffee rewards 2024 ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore review roundups of various coffee chain apps offering the best perks. | — | review_roundup | coffee shop rewards for studying | 1x of 3 | |
dunkin donuts app vs starbucks app user reviews rewards COMPARATIVE | Google ↗ AI Mode ↗ | Read user opinions comparing the value of Dunkin and Starbucks apps. | — | review_roundup | dunkin versus starbucks rewards | 1x of 3 | |
starbucks gold status vs dunkin boost status COMPARATIVE | Google ↗ AI Mode ↗ | Compare the higher-tier status benefits of Starbucks against Dunkin's reward tiers. | — | comparison_table | dunkin versus starbucks rewards | 1x of 3 | |
studying at dunkin donuts vs starbucks atmosphere review IMPLICIT | Google ↗ AI Mode ↗ | Compare the study environment, seating, and noise levels at Dunkin and Starbucks. | — | web_article | coffee shop rewards for studying | 1x of 3 | |
how many visits to reach top tier in dunkin rewards RELATED | Google ↗ AI Mode ↗ | Determine the frequency required to achieve high status in Dunkin rewards. | — | calculator/tool | dunkin rewards status tiers | 1x of 3 | |
coffee shop rewards programs comparison 2024 RELATED | Google ↗ AI Mode ↗ | View a broad comparison of various coffee chain mobile app reward programs. | — | review_roundup | coffee shop rewards for studying | 1x of 3 | |
starbucks rewards benefits breakdown 2024 ENTITY EXPANSION | Google ↗ AI Mode ↗ | Review a complete list of current Starbucks rewards perks. | — | web_article | dunkin versus starbucks rewards | 1x of 3 | |
dunkin rewards terms and conditions status points expiration REFORMULATION | Google ↗ AI Mode ↗ | Review the official rules regarding point accumulation, status expiration, and tier maintenance for Dunkin Rewards. | — | product_spec_sheet | dunkin rewards status tiers | 1x of 3 | |
dunkin donuts mobile app boost status calendar REFORMULATION | Google ↗ AI Mode ↗ | View a schedule or calendar of current monthly status multiplier events for Dunkin. | — | interactive_widget | dunkin rewards status tiers | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 929 / 1,399 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 929 / 1,526 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 929 / 1,435 |