Between Orijen protein rich kibble and raw diet for dogs, which one is less messy for a family that is always rushing the kids to soccer practice?
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). 20 of 35 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
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.
- Frequently Asked Questions Dog & Cat Food · orijenpetfoods.com
- About Pet Food Safety | Healthy Pets, Healthy People · cdc.gov
- Raw Protein Diet · aaha.org
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 |
|---|---|---|---|---|---|---|---|
is raw dog food messy to prepare IMPLICIT | Google ↗ AI Mode ↗ | Understand the daily physical mess and hygiene challenges involved in handling raw dog food. | Consequence | web_article | raw food mess and cleanup | 3x of 3 | |
orijen kibble vs raw dog food convenience cleanup REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct restatement of the core comparison focusing on cleanup and ease of use. | Comparison | comparison_table | kibble versus raw mess comparison | 1x of 3 | |
orijen kibble vs raw dog food convenience cleanup mess COMPARATIVE | Google ↗ AI Mode ↗ | Compare the cleanup effort and overall mess associated with feeding Orijen kibble versus a raw diet. | Comparison | comparison_table | kibble versus raw mess comparison | 1x of 3 | |
orijen kibble vs raw dog food mess comparison COMPARATIVE | Google ↗ AI Mode ↗ | Understand directly which option creates less cleanup and mess in a daily routine. | Comparison | comparison_table | kibble versus raw mess comparison | 1x of 3 | |
orijen dog food cleanup ease REFORMULATION | Google ↗ AI Mode ↗ | Find out how easy it is to handle, serve, and clean up Orijen dry kibble. | Other / navigational | web_article | kibble versus raw mess comparison | 1x of 3 | |
orijen protein rich kibble ease of serving busy schedule REFORMULATION | Google ↗ AI Mode ↗ | Find out how fast and clean it is to serve Orijen kibble when short on time. | Other / navigational | review_roundup | orijen kibble convenience reviews | 1x of 3 | |
dog food for busy owners with no time for prep IMPLICIT | Google ↗ AI Mode ↗ | The user wants low-effort feeding solutions tailored to a hectic, fast-paced family schedule. | Comparison | buyers_guide | quick feeding for busy families | 1x of 3 | |
quick dog feeding solutions busy schedule RELATED | Google ↗ AI Mode ↗ | Discover fast feeding methods for families with hectic schedules. | Instruction | buyers_guide | quick feeding for busy families | 1x of 3 | |
quick dog feeding routine for busy families PERSONALIZED | Google ↗ AI Mode ↗ | Discover dog feeding strategies and product choices tailored to households with hectic schedules. | Instruction | how_to_steps | quick feeding for busy families | 1x of 3 | |
orijen dog food preparation and storage mess RELATED | Google ↗ AI Mode ↗ | The user wants to know if storing and scooping dry kibble like Orijen creates any household mess. | Consequence | faq_page | orijen storage and preparation | 1x of 3 | |
orijen protein rich kibble reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | Read user feedback specifically about the usability and everyday experience of feeding Orijen. | Reason | review_roundup | orijen kibble convenience reviews | 1x of 3 | |
best mess free dog food options ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore other dog food brands or types known for minimal preparation mess. | Comparison | buyers_guide | raw food mess and cleanup | 1x of 3 | |
commercial raw dog food vs kibble comparison for busy families COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a structured evaluation comparing commercial raw formats and dry kibble under tight time constraints. | Comparison | comparison_table | raw diet versus kibble pros cons | 1x of 3 | |
best high protein dry dog food brands ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to explore alternative high-protein dry foods similar to Orijen that might offer equal or better convenience. | Comparison | review_roundup | freeze dried raw mess factor | 1x of 3 | |
commercial freeze dried raw dog food vs frozen raw mess RELATED | Google ↗ AI Mode ↗ | Compare the mess factor between freeze-dried raw and traditional frozen raw dog food. | Comparison | faq_page | freeze dried raw mess factor | 1x of 3 | |
fast and clean dog feeding routine for busy parents PERSONALIZED | Google ↗ AI Mode ↗ | Find optimized feeding routines that fit into a hectic family schedule. | Other / navigational | checklist | quick feeding for busy families | 1x of 3 | |
orijen dog food prep time and storage RELATED | Google ↗ AI Mode ↗ | Learn how long it takes to scoop and store Orijen kibble daily. | Reason | product_spec_sheet | orijen storage and preparation | 1x of 3 | |
commercial raw dog food convenience compared to kibble COMPARATIVE | Google ↗ AI Mode ↗ | Compare convenience between pre-made raw formats and dry kibble. | Comparison | faq_page | raw diet versus kibble pros cons | 1x of 3 | |
how to feed raw dog food quickly without making a mess PERSONALIZED | Google ↗ AI Mode ↗ | The user wants actionable hacks or tips to streamline raw feeding when short on time. | Instruction | how_to_steps | raw food mess and cleanup | 1x of 3 | |
raw dog food safety and kitchen cleanup IMPLICIT | Google ↗ AI Mode ↗ | Learn about the sanitation steps needed after handling raw meat for dogs. | Other / navigational | checklist | raw food mess and cleanup | 1x of 3 | |
how to feed raw dog food without making a mess RELATED | Google ↗ AI Mode ↗ | Learn tips and tricks to minimize the cleanup associated with raw diets. | Instruction | how_to_steps | raw food mess and cleanup | 1x of 3 | |
quick dog feeding routine for busy parents IMPLICIT | Google ↗ AI Mode ↗ | The user wants routine management advice to fit pet care into a schedule dominated by kids and sports. | Instruction | checklist | quick feeding for busy families | 1x of 3 | |
fast dog feeding methods comparison COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate different dog feeding formats based purely on how fast they can be executed. | Comparison | calculator/tool | quick feeding for busy families | 1x of 3 | |
orijen dry dog food storage and handling ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand how to store and scoop Orijen kibble cleanly. | Other / navigational | product_spec_sheet | orijen storage and preparation | 1x of 3 | |
freeze dried raw dog food mess factor RELATED | Google ↗ AI Mode ↗ | The user wants to know if freeze-dried raw is less messy than frozen raw and comparable to kibble. | Consequence | web_article | freeze dried raw mess factor | 1x of 3 | |
orijen kibble reviews 2026 REFORMULATION | Google ↗ AI Mode ↗ | Check current user feedback on Orijen kibble quality and daily usability. | Reason | forum/qna | orijen kibble convenience reviews | 1x of 3 | |
best low prep dog food for active families RELATED | Google ↗ AI Mode ↗ | Find alternative food types that require minimal preparation time. | Comparison | buyers_guide | quick feeding for busy families | 1x of 3 | |
orijen original dry dog food ingredients and handling ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants specific product details regarding Orijen kibble texture, crumbliness, and daily handling requirements. | Other / navigational | product_spec_sheet | orijen storage and preparation | 1x of 3 | |
freeze dried raw dog food convenience ENTITY EXPANSION | Google ↗ AI Mode ↗ | Determine if freeze-dried raw food offers the benefits of raw without the mess. | Other / navigational | web_article | freeze dried raw mess factor | 1x of 3 | |
pros and cons of raw diet vs kibble for busy owners COMPARATIVE | Google ↗ AI Mode ↗ | Weigh the overall advantages and disadvantages of each diet from a time-management perspective. | Comparison | web_article | raw diet versus kibble pros cons | 1x of 3 | |
raw diet bacterial contamination cleanup kids safety IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know about the hygiene risks and cleaning overhead associated with raw food around children. | Other / navigational | pdf_whitepaper | raw food mess and cleanup | 1x of 3 | |
how to save time feeding dogs raw diet RELATED | Google ↗ AI Mode ↗ | Find meal-prepping hacks that make raw feeding manageable for busy families. | Instruction | tutorial_video/transcript | raw food mess and cleanup | 1x of 3 | |
parenting and pet care balancing fast feeding tips PERSONALIZED | Google ↗ AI Mode ↗ | Find community advice on managing pets and kids simultaneously. | Instruction | forum/qna | quick feeding for busy families | 1x of 3 | |
convenient dog food options for active families REFORMULATION | Google ↗ AI Mode ↗ | The user wants a broader overview of convenience-first dog nutrition choices for busy households. | Comparison | buyers_guide | quick feeding for busy families | 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 | — | 937 / 1,461 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 937 / 1,374 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 937 / 1,495 |