Fan-out runoBBnU9bWkG0partialAI Overview
best custom-printed food packaging
Geminigemini-4-argonOpenAIgpt-6.1-sol10 passes + 1 real-search110 queries11/10/2026
Download run
Gemini observed: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'…
Gemini simulated: gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'…
OpenAI unique queries
104
1 in ≥ half the passes · stability 13%
OpenAI real searches predicted
67%
4 of 6 matched the simulation
Cost of this run
$0.293
46,288 tokens · 6 web searches · on your keys
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
best custom-printed food packaging
104 unique queries · 10 passes
suppliers and restaurant packaging
4 queries · 13 hits
best custom printed food packaging companies5xGoogle ↗
REFORMULATIONComparison
best custom printed food packaging suppliers3xGoogle ↗
REFORMULATIONComparison
best recyclable or compostable custom printed food packaging3xGoogle ↗
RELATEDComparison
best recyclable compostable custom printed food packaging2xGoogle ↗
RELATEDComparison
samples and production timelines
3 queries · 8 hits
custom printed food packaging production lead times rush orders4xGoogle ↗
IMPLICITShort fact
custom printed food packaging supplier reviews print quality customer service2xGoogle ↗
RELATEDComparison
custom printed food packaging sample kits printed proofs before bulk order2xGoogle ↗
IMPLICITOther / navigational
small orders and bakery packaging
3 queries · 7 hits
best custom printed food packaging for small businesses low minimum order3xGoogle ↗
PERSONALIZEDComparison
best custom food packaging for small businesses low minimum order2xGoogle ↗
PERSONALIZEDComparison
best custom printed bakery packaging for cakes cookies and pastries2xGoogle ↗
PERSONALIZEDComparison
food safety and package performance
3 queries · 7 hits
custom printed food packaging food contact safety inks coatings certifications3xGoogle ↗
IMPLICITComparison
custom printed food packaging food contact safety inks coatings2xGoogle ↗
IMPLICITComparison
custom printed food packaging food contact safety ink and coating requirements2xGoogle ↗
IMPLICITInstruction
materials and printing methods
2 queries · 6 hits
pricing and supplier costs
2 queries · 5 hits
artwork and dieline preparation
2 queries · 4 hits
brand and provider comparisons
1 query · 3 hits
noissue packhelp packlane custom food packaging options3xGoogle ↗
ENTITY EXPANSIONOther / navigational
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.
OpenAI simulated (104)OpenAI real searches (6)
Classes come from the query-classifier (a local Laya model). 67 of 110 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.
OpenAI6 real searches · gpt-6.1-sol67% predicted
custom printed food packaging noissue food safe greaseproof paper minimum order Google ↗
PacknWood custom packaging printed food minimum order Google ↗
WebstaurantStore custom printed food packaging cups bags boxes Google ↗
Packlane custom food packaging food safe direct contact Google ↗
site.epacflexibles.com custom food packaging minimum order pouches rollstock Google ↗
site.packlane.com food packaging food safe direct contact Google ↗
- noissue.co · noissue.co
- help.noissue.co · help.noissue.co
- noissue.co · noissue.co
- webstaurantstore.com · webstaurantstore.com
- webstaurantstore.com · webstaurantstore.com
- urgentcustomboxes.com · urgentcustomboxes.com
- packnwood.com · packnwood.com
- webstaurantstore.com · webstaurantstore.com
- waxpapers.co · waxpapers.co
- space-man.ca · space-man.ca
- packnwood.com · packnwood.com
- greaseproofpapers.net · greaseproofpapers.net
- greenmanpackaging.com · greenmanpackaging.com
- webstaurantstore.com · webstaurantstore.com
- zeepackaging.com · zeepackaging.com
- webstaurantstore.com · webstaurantstore.com
- packnwood.com · packnwood.com
- karatpackaging.com · karatpackaging.com
- youtube.com · youtube.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- epacflexibles.com · epacflexibles.com
- epacflexibles.com · epacflexibles.com
- packagetheworld.com · packagetheworld.com
- epacflexibles.com · epacflexibles.com
- epacflexibles.com · epacflexibles.com
- epacflexibles.com · epacflexibles.com
- eu-assets.contentstack.com · eu-assets.contentstack.com
- epacflexibles.com · epacflexibles.com
- epacflexibles.com · epacflexibles.com
- thepkglab.com · thepkglab.com
- epacflexibles.com · epacflexibles.com
- execuprint.com · execuprint.com
- cms-api.epacllc.com · cms-api.epacllc.com
- epacflexibles.com · epacflexibles.com
- tricorbraun.com · tricorbraun.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.
Colour
SimulatedReal search
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
104 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best custom printed food packaging companies REFORMULATION | Google ↗ AI Mode ↗ | Find reputable suppliers of custom-printed food packaging. | Comparison | review_roundup | suppliers and restaurant packaging | 5x of 10 | |
digital vs flexographic vs offset printing for food packaging COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to select a printing method for their order volume and design requirements. | Comparison | comparison_table | materials and printing methods | 4x of 10 | |
custom printed food packaging production lead times rush orders IMPLICIT | Google ↗ AI Mode ↗ | Learn how long custom packaging takes to produce and whether expedited options exist. | Short fact | faq_page | samples and production timelines | 4x of 10 | |
best custom printed food packaging suppliers REFORMULATION | Google ↗ AI Mode ↗ | Find reputable suppliers of custom-printed food packaging. | Comparison | review_roundup | suppliers and restaurant packaging | 3x of 10 | |
best custom printed food packaging for small businesses low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging suppliers suitable for a small business ordering limited quantities. | Comparison | buyers_guide | small orders and bakery packaging | 3x of 10 | |
custom printed food packaging cost per unit setup fees IMPLICIT | Google ↗ AI Mode ↗ | Understand unit pricing and additional charges for branded food packaging. | Comparison | pricing_page | pricing and supplier costs | 3x of 10 | |
custom printed food packaging food contact safety inks coatings certifications IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know how to verify that printed packaging is suitable for food contact. | Comparison | checklist | food safety and package performance | 3x of 10 | |
best recyclable or compostable custom printed food packaging RELATED | Google ↗ AI Mode ↗ | Find customizable food packaging with credible recycling or composting options. | Comparison | buyers_guide | suppliers and restaurant packaging | 3x of 10 | |
noissue packhelp packlane custom food packaging options ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore the food-packaging offerings of named custom-packaging suppliers. | Other / navigational | buyers_guide | brand and provider comparisons | 3x of 10 | |
custom printed food packaging bulk pricing setup fees IMPLICIT | Google ↗ AI Mode ↗ | Estimate packaging costs, including quantity discounts and setup charges. | Comparison | pricing_page | pricing and supplier costs | 2x of 10 | |
best custom food packaging for small businesses low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find suppliers suitable for a small business that needs limited order quantities. | Comparison | buyers_guide | small orders and bakery packaging | 2x of 10 | |
custom printed food packaging food contact safety inks coatings IMPLICIT | Google ↗ AI Mode ↗ | Learn how to verify that packaging materials, printing inks, and coatings are suitable for food contact. | Comparison | checklist | food safety and package performance | 2x of 10 | |
custom printed food packaging food contact safety ink and coating requirements IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to verify that packaging materials, printing inks, and coatings are appropriate for food contact. | Instruction | checklist | food safety and package performance | 2x of 10 | |
custom printed food packaging supplier reviews print quality customer service RELATED | Google ↗ AI Mode ↗ | Check buyer experiences with printing consistency and supplier support. | Comparison | forum/qna | samples and production timelines | 2x of 10 | |
recyclable vs compostable custom printed food packaging COMPARATIVE | Google ↗ AI Mode ↗ | Compare the practical sustainability trade-offs of recyclable and compostable packaging. | Comparison | comparison_table | materials and printing methods | 2x of 10 | |
best recyclable compostable custom printed food packaging RELATED | Google ↗ AI Mode ↗ | Find branded packaging options with credible recycling or composting attributes. | Comparison | buyers_guide | suppliers and restaurant packaging | 2x of 10 | |
best custom printed bakery packaging for cakes cookies and pastries PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants packaging suited to bakery products and their presentation needs. | Comparison | buyers_guide | small orders and bakery packaging | 2x of 10 | |
how to prepare artwork for custom printed food packaging RELATED | Google ↗ AI Mode ↗ | Learn how to supply print-ready designs for food packaging. | Instruction | how_to_steps | artwork and dieline preparation | 2x of 10 | |
how to prepare logo artwork for custom printed food packaging RELATED | Google ↗ AI Mode ↗ | The searcher wants to prepare print-ready branding files for a packaging order. | Instruction | how_to_steps | artwork and dieline preparation | 2x of 10 | |
custom printed food packaging sample kits printed proofs before bulk order IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants ways to inspect packaging and verify printing before committing to a large order. | Other / navigational | faq_page | samples and production timelines | 2x of 10 | |
best custom printed food packaging suppliers reviews REFORMULATION | Google ↗ AI Mode ↗ | Find well-reviewed suppliers of custom-printed food packaging. | Reason | review_roundup | suppliers and restaurant packaging | 1x of 10 | |
best custom printed food packaging companies reviews REFORMULATION | Google ↗ AI Mode ↗ | Find reputable suppliers of custom-printed food packaging. | Reason | review_roundup | suppliers and restaurant packaging | 1x of 10 | |
custom food packaging boxes vs bags vs wraps vs cups COMPARATIVE | Google ↗ AI Mode ↗ | Determine which packaging format best suits different foods. | Comparison | comparison_table | materials and printing methods | 1x of 10 | |
best branded takeaway packaging for restaurants REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants recommended branded packaging options for restaurant takeaway orders. | Comparison | buyers_guide | suppliers and restaurant packaging | 1x of 10 | |
noissue vs packhelp vs packlane custom food packaging ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare recognizable custom packaging vendors for food-related uses. | Comparison | comparison_table | brand and provider comparisons | 1x of 10 | |
custom food packaging suppliers compared price minimum order turnaround COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare suppliers on cost, minimum order quantities, and delivery speed. | Comparison | comparison_table | pricing and supplier costs | 1x of 10 | |
packlane vs noissue vs packhelp custom food packaging ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare recognizable custom packaging suppliers for food-related packaging needs. | Comparison | comparison_table | brand and provider comparisons | 1x of 10 | |
how to choose custom printed food packaging REFORMULATION | Google ↗ AI Mode ↗ | Understand the main criteria for choosing custom-printed food packaging. | Comparison | buyers_guide | materials and printing methods | 1x of 10 | |
custom printed food packaging suppliers price minimum order comparison COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare suppliers by cost and minimum order requirements. | Comparison | comparison_table | pricing and supplier costs | 1x of 10 | |
custom printed food packaging paper vs plastic vs compostable COMPARATIVE | Google ↗ AI Mode ↗ | Compare packaging materials for food protection, printing quality, cost, and disposal. | Comparison | comparison_table | materials and printing methods | 1x of 10 | |
custom food packaging companies reviews print quality customer service REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants evidence of supplier reliability and printing quality. | Reason | review_roundup | samples and production timelines | 1x of 10 | |
custom printed food packaging suppliers minimum order turnaround comparison COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare suppliers by order size requirements and production speed. | Comparison | comparison_table | pricing and supplier costs | 1x of 10 | |
custom food packaging suppliers comparison minimum order pricing turnaround COMPARATIVE | Google ↗ AI Mode ↗ | Compare suppliers on the practical criteria that determine purchasing suitability. | Comparison | comparison_table | pricing and supplier costs | 1x of 10 | |
custom food packaging suppliers comparison minimum order price print quality COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare suppliers on practical purchasing criteria. | Comparison | comparison_table | pricing and supplier costs | 1x of 10 | |
best custom printed takeout containers for restaurants RELATED | Google ↗ AI Mode ↗ | Find branded takeout packaging suitable for restaurant meals. | Comparison | buyers_guide | suppliers and restaurant packaging | 1x of 10 | |
how to choose food safe custom printed packaging inks and coatings IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand the food-contact safety considerations of printed packaging. | Instruction | buyers_guide | food safety and package performance | 1x of 10 | |
packhelp noissue custom food packaging options ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore food-packaging customization options from named packaging brands. | Other / navigational | buyers_guide | brand and provider comparisons | 1x of 10 | |
best custom printed bakery packaging for small business low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find branded bakery packaging suitable for a small business ordering limited quantities. | Comparison | buyers_guide | small orders and bakery packaging | 1x of 10 | |
custom printed food packaging prices setup fees and bulk discounts IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand total ordering costs beyond the advertised unit price. | Comparison | pricing_page | pricing and supplier costs | 1x of 10 | |
custom printed food packaging prices setup fees and shipping costs IMPLICIT | Google ↗ AI Mode ↗ | Estimate the total cost of ordering custom-printed food packaging. | Comparison | pricing_page | pricing and supplier costs | 1x of 10 | |
custom printed food packaging cost per unit and setup fees RELATED | Google ↗ AI Mode ↗ | The searcher wants to estimate unit costs and additional printing charges. | Comparison | pricing_page | pricing and supplier costs | 1x of 10 | |
best custom printed bakery boxes for small business low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find branded bakery boxes suitable for a small business ordering limited quantities. | Comparison | buyers_guide | small orders and bakery packaging | 1x of 10 | |
best custom printed bakery boxes with logo RELATED | Google ↗ AI Mode ↗ | Find attractive branded boxes for baked goods. | Comparison | review_roundup | small orders and bakery packaging | 1x of 10 | |
best custom printed takeout packaging for restaurants grease resistant leak resistant PERSONALIZED | Google ↗ AI Mode ↗ | Find restaurant packaging that combines custom branding with reliable food containment. | Comparison | buyers_guide | suppliers and restaurant packaging | 1x of 10 | |
custom printed food packaging low minimum order quantity RELATED | Google ↗ AI Mode ↗ | Find suppliers that accept small custom-packaging orders. | Yes / no | buyers_guide | small orders and bakery packaging | 1x of 10 | |
best custom printed bakery boxes for cakes and pastries PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants custom bakery packaging that protects and presents cakes and pastries. | Comparison | review_roundup | small orders and bakery packaging | 1x of 10 | |
custom printed food packaging for a small home bakery low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find custom packaging suited to a small bakery that cannot purchase large quantities. | Yes / no | buyers_guide | small orders and bakery packaging | 1x of 10 | |
best recyclable compostable custom printed food packaging options RELATED | Google ↗ AI Mode ↗ | The searcher wants branded food packaging options with suitable end-of-life characteristics. | Comparison | buyers_guide | suppliers and restaurant packaging | 1x of 10 | |
best sustainable custom printed food packaging recyclable compostable RELATED | Google ↗ AI Mode ↗ | The searcher wants environmentally preferable packaging options with custom branding. | Comparison | buyers_guide | suppliers and restaurant packaging | 1x of 10 | |
custom printed food packaging food contact safety inks and coatings IMPLICIT | Google ↗ AI Mode ↗ | Learn how to verify that printed packaging materials are suitable for their intended food-contact use. | Comparison | checklist | food safety and package performance | 1x of 10 | |
custom printed food packaging cost per unit setup fees and minimum order IMPLICIT | Google ↗ AI Mode ↗ | Understand the total cost and order requirements of branded food packaging. | Comparison | pricing_page | pricing and supplier costs | 1x of 10 | |
custom printed food pouches for coffee and snacks barrier resealable options RELATED | Google ↗ AI Mode ↗ | Identify printed pouch options with suitable freshness protection and closures. | Comparison | product_spec_sheet | suppliers and restaurant packaging | 1x of 10 | |
grease resistant leak resistant custom printed food containers specifications RELATED | Google ↗ AI Mode ↗ | Find packaging specifications suitable for oily, moist, or saucy foods. | Consequence | product_spec_sheet | food safety and package performance | 1x of 10 | |
best custom printed bakery packaging grease resistant pastry boxes PERSONALIZED | Google ↗ AI Mode ↗ | Find branded bakery packaging that handles greasy pastries while maintaining presentation. | Comparison | buyers_guide | small orders and bakery packaging | 1x of 10 | |
best sustainable custom printed food packaging recyclable vs compostable COMPARATIVE | Google ↗ AI Mode ↗ | Compare recyclable and compostable branded packaging options. | Comparison | comparison_table | suppliers and restaurant packaging | 1x of 10 | |
custom printed takeaway food containers grease resistant leakproof RELATED | Google ↗ AI Mode ↗ | The searcher wants branded takeaway containers that resist grease and prevent leaks. | Comparison | product_spec_sheet | food safety and package performance | 1x of 10 | |
best custom printed takeout packaging for hot food delivery PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants branded takeout packaging that performs well during hot food delivery. | Comparison | buyers_guide | suppliers and restaurant packaging | 1x of 10 | |
custom food packaging materials comparison hot greasy and cold foods COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to choose packaging materials that perform well with different food types. | Comparison | comparison_table | materials and printing methods | 1x of 10 | |
custom printed food packaging direct food contact safety inks coatings compliance IMPLICIT | Google ↗ AI Mode ↗ | Understand what documentation and material properties establish suitability for direct food contact. | Comparison | checklist | food safety and package performance | 1x of 10 | |
best custom printed takeaway packaging for hot greasy food RELATED | Google ↗ AI Mode ↗ | Find branded takeaway packaging that handles heat and grease effectively. | Comparison | buyers_guide | suppliers and restaurant packaging | 1x of 10 | |
best custom printed takeout containers leak resistant hot and cold food PERSONALIZED | Google ↗ AI Mode ↗ | Find branded takeout packaging suited to food temperature and leak-resistance needs. | Comparison | buyers_guide | suppliers and restaurant packaging | 1x of 10 | |
best custom printed packaging for a small bakery PERSONALIZED | Google ↗ AI Mode ↗ | Find branded bakery packaging suitable for a small business. | Comparison | buyers_guide | small orders and bakery packaging | 1x of 10 | |
best custom printed bakery boxes for cakes cookies and pastries PERSONALIZED | Google ↗ AI Mode ↗ | Find branded packaging appropriate for a bakery's products. | Comparison | buyers_guide | small orders and bakery packaging | 1x of 10 | |
custom printed food boxes vs paper bags vs plastic containers COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to choose the most suitable packaging format for their food products. | Comparison | comparison_table | materials and printing methods | 1x of 10 | |
paper vs plastic vs bagasse custom printed food containers COMPARATIVE | Google ↗ AI Mode ↗ | Compare packaging materials for performance, printing suitability, and disposal. | Comparison | comparison_table | materials and printing methods | 1x of 10 | |
best custom printed food packaging for frozen products RELATED | Google ↗ AI Mode ↗ | The searcher wants packaging that maintains its integrity and print quality during frozen storage. | Comparison | buyers_guide | suppliers and restaurant packaging | 1x of 10 | |
custom printed food packaging cost per unit setup fees bulk discounts IMPLICIT | Google ↗ AI Mode ↗ | Estimate the total cost of ordering custom-printed food packaging. | Comparison | pricing_page | pricing and supplier costs | 1x of 10 | |
custom printed takeout containers leakproof grease resistant RELATED | Google ↗ AI Mode ↗ | Find branded takeaway containers that resist leaks and grease. | Comparison | product_spec_sheet | food safety and package performance | 1x of 10 | |
noissue vs packhelp custom food packaging ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to compare two named packaging vendors for food-related packaging needs. | Comparison | comparison_table | brand and provider comparisons | 1x of 10 | |
packlane noissue packhelp custom food packaging options ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check the food-packaging offerings of named custom-packaging suppliers. | Other / navigational | comparison_table | brand and provider comparisons | 1x of 10 | |
custom printed food pouches moisture oxygen barrier specifications RELATED | Google ↗ AI Mode ↗ | Evaluate printed pouch materials that protect packaged foods from moisture and oxygen. | Other / navigational | product_spec_sheet | food safety and package performance | 1x of 10 | |
custom printed food boxes paper bags cups and wrappers suppliers ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants suppliers offering specific food packaging formats. | Comparison | buyers_guide | materials and printing methods | 1x of 10 | |
custom printed food packaging grease resistant leakproof hot food IMPLICIT | Google ↗ AI Mode ↗ | Find packaging that holds up to hot, oily, or moist foods. | Comparison | product_spec_sheet | food safety and package performance | 1x of 10 | |
how to prepare logo artwork for custom printed food packaging dieline bleed color RELATED | Google ↗ AI Mode ↗ | Learn how to supply artwork that will print correctly on food packaging. | Instruction | how_to_steps | artwork and dieline preparation | 1x of 10 | |
custom food packaging artwork requirements dielines bleed and color RELATED | Google ↗ AI Mode ↗ | The searcher wants to know how to prepare artwork for reliable custom packaging printing. | Instruction | how_to_steps | artwork and dieline preparation | 1x of 10 | |
best custom printed takeout packaging for restaurants hot food PERSONALIZED | Google ↗ AI Mode ↗ | Find restaurant packaging that supports branding while protecting hot takeaway meals. | Comparison | buyers_guide | suppliers and restaurant packaging | 1x of 10 | |
noissue packhelp packlane custom food packaging comparison ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to compare named custom-packaging vendors for food-related uses. | Comparison | comparison_table | brand and provider comparisons | 1x of 10 | |
packlane custom food boxes materials printing options food contact suitability ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to evaluate a specific vendor's box specifications and suitability for food packaging. | Comparison | product_spec_sheet | brand and provider comparisons | 1x of 10 | |
custom printed food packaging production turnaround shipping times IMPLICIT | Google ↗ AI Mode ↗ | Estimate how long custom packaging takes to produce and deliver. | Comparison | faq_page | samples and production timelines | 1x of 10 | |
best custom printed food packaging for small bakery low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants affordable branded packaging suitable for a small bakery's order volumes. | Comparison | buyers_guide | small orders and bakery packaging | 1x of 10 | |
custom printed food packaging production lead times rush orders proof approval IMPLICIT | Google ↗ AI Mode ↗ | Understand ordering timelines and whether expedited production is available. | Yes / no | faq_page | samples and production timelines | 1x of 10 | |
custom printed food packaging production turnaround shipping lead times IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know how long custom packaging takes to produce and deliver. | Comparison | faq_page | samples and production timelines | 1x of 10 | |
custom printed food packaging production lead times and shipping IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand how long custom packaging takes to produce and deliver. | Reason | faq_page | samples and production timelines | 1x of 10 | |
custom printed grease resistant food packaging material specifications RELATED | Google ↗ AI Mode ↗ | The searcher wants technical details on packaging suitable for oily or greasy foods. | Comparison | product_spec_sheet | food safety and package performance | 1x of 10 | |
best custom printed takeaway packaging for restaurant delivery PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants branded restaurant packaging that protects food during delivery. | Comparison | buyers_guide | suppliers and restaurant packaging | 1x of 10 | |
how to prepare artwork and dielines for custom food packaging RELATED | Google ↗ AI Mode ↗ | Learn how to supply print-ready artwork for a custom packaging order. | Instruction | how_to_steps | artwork and dieline preparation | 1x of 10 | |
what to check in custom food packaging samples before ordering IMPLICIT | Google ↗ AI Mode ↗ | Identify which packaging and print qualities to test before committing to an order. | Reason | checklist | samples and production timelines | 1x of 10 | |
digital vs offset vs flexographic printing for custom food packaging COMPARATIVE | Google ↗ AI Mode ↗ | Choose a printing method appropriate for the packaging material, order size, and design. | Comparison | comparison_table | materials and printing methods | 1x of 10 | |
noissue packhelp packlane custom printed food packaging options ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to investigate food-packaging offerings from named custom-packaging providers. | Comparison | comparison_table | brand and provider comparisons | 1x of 10 | |
how to prepare logo artwork and dielines for custom food packaging RELATED | Google ↗ AI Mode ↗ | Learn how to prepare print-ready files for a custom packaging order. | Instruction | how_to_steps | artwork and dieline preparation | 1x of 10 | |
custom printed food packaging production turnaround sample orders IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know how long production takes and whether samples are available. | Reason | faq_page | samples and production timelines | 1x of 10 | |
how to prepare print ready artwork for custom food packaging RELATED | Google ↗ AI Mode ↗ | The searcher wants to prepare design files correctly before submitting a packaging order. | Instruction | how_to_steps | artwork and dieline preparation | 1x of 10 | |
custom food packaging sample kits printed proofs before bulk order IMPLICIT | Google ↗ AI Mode ↗ | Find ways to evaluate packaging and print quality before committing to a large order. | Other / navigational | faq_page | samples and production timelines | 1x of 10 | |
custom printed food boxes vs bags vs wraps COMPARATIVE | Google ↗ AI Mode ↗ | Choose the most appropriate packaging format for a food product. | Comparison | comparison_table | materials and printing methods | 1x of 10 | |
best custom printed packaging for hot greasy food leak resistant RELATED | Google ↗ AI Mode ↗ | The searcher wants branded packaging that withstands heat, grease, and potential leaks. | Comparison | buyers_guide | food safety and package performance | 1x of 10 | |
how to get custom printed food packaging samples before a bulk order IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to inspect packaging and print quality before committing to a large purchase. | Instruction | faq_page | samples and production timelines | 1x of 10 | |
custom printed food packaging samples print proofs before bulk order IMPLICIT | Google ↗ AI Mode ↗ | Learn how to verify packaging quality before committing to a large order. | Instruction | faq_page | samples and production timelines | 1x of 10 | |
digital vs flexographic vs offset printing for food packaging cost quality minimum orders COMPARATIVE | Google ↗ AI Mode ↗ | Compare printing methods to find the best fit for order size, budget, and design quality. | Comparison | comparison_table | pricing and supplier costs | 1x of 10 | |
premium custom printed chocolate and food gift packaging ideas RELATED | Google ↗ AI Mode ↗ | Explore premium packaging designs for chocolates and food gifts. | Comparison | image_gallery | suppliers and restaurant packaging | 1x of 10 | |
best custom printed cups for hot and cold drinks RELATED | Google ↗ AI Mode ↗ | Find customizable beverage cups suitable for different drink temperatures. | Comparison | buyers_guide | suppliers and restaurant packaging | 1x of 10 | |
custom printed food packaging samples how to check print quality and durability IMPLICIT | Google ↗ AI Mode ↗ | Evaluate packaging samples before committing to a larger order. | Reason | checklist | samples and production timelines | 1x of 10 | |
how to order custom printed food packaging artwork dielines proofs RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand the ordering process and prepare print-ready artwork. | Instruction | how_to_steps | artwork and dieline preparation | 1x of 10 | |
custom food packaging sample kits print quality supplier comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare supplier samples before committing to a full packaging order. | Comparison | checklist | samples and production timelines | 1x of 10 | |
best custom printed stand up pouches for coffee and snacks RELATED | Google ↗ AI Mode ↗ | Find branded flexible packaging for packaged retail foods. | Comparison | buyers_guide | suppliers and restaurant packaging | 1x of 10 |
Tokens & cost
What this run used on your API keys, per model and step.
| Model | What | Requests | Input tokens | Output tokens | Web searches | Est. cost |
|---|---|---|---|---|---|---|
| gemini-4-argon | Real-search passes | 2 | 0 | 0 | — | $0 |
| gemini-4-argon | Simulated passes | 20 | 0 | 0 | — | $0 |
| gpt-6.1-sol | Real-search passes | 1 | 21,414 | 739159 thinking | 6 | $0.110 |
| gpt-6.1-sol | Simulated passes | 10 | 5,870 | 17,0952,443 thinking | — | $0.183 |
| gpt-6-luna | Naming clusters | 1 | 975 | 19579 thinking | — | $0.0002 |
| Total | 34 | 28,259 | 18,029 | 6 | $0.293 | |
Billed to your own API keys. Estimated from the providers' list prices (checked 2026-11-12); output includes thinking tokens. Free tiers, caching and retries can make your bill differ. OpenAI bills the web search content it reads as input tokens.
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
OpenAIx = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-4-argon · real search | 1 | — | 0 | — | — | APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 1 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 2 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 3 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 4 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 5 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 6 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 7 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 8 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 9 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 10 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gpt-6.1-sol · real search | 1 | — | 6 | 25.0 | 21,414 / 739 · 6 searches | |
| gpt-6.1-sol | 1 | 12 | 12 | 30.5 | 587 / 1,537 | |
| gpt-6.1-sol | 2 | 14 | 14 | 34.9 | 587 / 1,778 | |
| gpt-6.1-sol | 3 | 14 | 14 | 32.3 | 587 / 1,713 | |
| gpt-6.1-sol | 4 | 14 | 14 | 31.3 | 587 / 1,654 | |
| gpt-6.1-sol | 5 | 14 | 14 | 40.6 | 587 / 1,934 | |
| gpt-6.1-sol | 6 | 14 | 14 | 32.7 | 587 / 1,728 | |
| gpt-6.1-sol | 7 | 13 | 13 | 34.9 | 587 / 1,774 | |
| gpt-6.1-sol | 8 | 14 | 14 | 29.8 | 587 / 1,608 | |
| gpt-6.1-sol | 9 | 14 | 14 | 33.8 | 587 / 1,684 | |
| gpt-6.1-sol | 10 | 14 | 14 | 31.6 | 587 / 1,685 |