Fan-out runcKjTQLVy2EgpartialAI Overview
best custom printed paper tube packaging
Geminigemini-4-argonOpenAIgpt-6.1-sol10 passes + 1 real-search114 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
112
2 in ≥ half the passes · stability 12%
OpenAI real searches predicted
100%
2 of 2 matched the simulation
Cost of this run
$0.248
45,577 tokens · 2 web searches · on your keys
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
best custom printed paper tube packaging
112 unique queries · 10 passes
cosmetics packaging suppliers
2 queries · 10 hits
supplier pricing and reviews
3 queries · 9 hits
recyclable packaging options
2 queries · 5 hits
samples artwork and lead times
2 queries · 5 hits
low minimum orders
1 query · 4 hits
best custom printed paper tubes for small businesses low minimum order4xGoogle ↗
PERSONALIZEDComparison
printing and material options
1 query · 3 hits
digital vs offset printing for custom paper tube packaging3xGoogle ↗
COMPARATIVEComparison
tube dimensions and specifications
1 query · 2 hits
how to choose custom paper tube packaging diameter height wall thickness2xGoogle ↗
IMPLICITComparison
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 (112)OpenAI real searches (2)
Classes come from the query-classifier (a local Laya model). 74 of 114 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.
OpenAI2 real searches · gpt-6.1-sol100% predicted
custom printed paper tube packaging USA manufacturer low minimum order Paper Tube Co EcoEnclose Visican Google ↗
custom paper tube packaging manufacturer Yazoo Mills Chicago Paper Tube minimum order Google ↗
- ecoenclose.com · ecoenclose.com
- yazoomills.com · yazoomills.com
- yazoomills.com · yazoomills.com
- yazoomills.com · yazoomills.com
- packfino.com · packfino.com
- ecoenclose.com · ecoenclose.com
- gtspackagingsolutions.com · gtspackagingsolutions.com
- ecoenclose.com · ecoenclose.com
- earthycores.com · earthycores.com
- papertube.co · papertube.co
- custompapertubes.com · custompapertubes.com
- tealpackaging.com · tealpackaging.com
- yazoomills.com · yazoomills.com
- custompapertubes.com · custompapertubes.com
- metricss.com · metricss.com
- yazoomills.com · yazoomills.com
- custompapertubes.com · custompapertubes.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
- axios.com · axios.com
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- de.wikipedia.org · de.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- en.wikipedia.org · en.wikipedia.org
- Custom Paper Tubes | Printed & Wholesale | Packfino · packfino.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
112 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best custom printed paper tube packaging suppliers REFORMULATION | Google ↗ AI Mode ↗ | Find reputable suppliers of custom printed paper tube packaging. | Comparison | buyers_guide | cosmetics packaging suppliers | 6x of 10 | |
custom printed paper tube packaging cost per unit setup fees IMPLICIT | Google ↗ AI Mode ↗ | Understand unit pricing and additional charges for custom printed paper tubes. | Reason | pricing_page | supplier pricing and reviews | 5x of 10 | |
best custom printed paper tube packaging manufacturers REFORMULATION | Google ↗ AI Mode ↗ | Find leading manufacturers that offer custom printed paper tube packaging. | Comparison | buyers_guide | cosmetics packaging suppliers | 4x of 10 | |
best custom printed paper tubes for small businesses low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging options suited to a small business ordering limited quantities. | Comparison | buyers_guide | low minimum orders | 4x of 10 | |
recyclable plastic free custom printed paper tube packaging RELATED | Google ↗ AI Mode ↗ | Find custom printed tubes with recyclable materials and minimal plastic components. | Comparison | buyers_guide | recyclable packaging options | 3x of 10 | |
digital vs offset printing for custom paper tube packaging COMPARATIVE | Google ↗ AI Mode ↗ | Determine which printing method best suits the order size and design requirements. | Comparison | comparison_table | printing and material options | 3x of 10 | |
custom printed paper tube packaging production lead time shipping IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand production and delivery timelines for customized paper tubes. | Reason | faq_page | samples artwork and lead times | 3x of 10 | |
custom printed paper tube packaging supplier reviews REFORMULATION | Google ↗ AI Mode ↗ | Identify well-reviewed suppliers with reliable print quality and service. | Reason | review_roundup | supplier pricing and reviews | 2x of 10 | |
custom printed paper tube packaging cost per unit and setup fees IMPLICIT | Google ↗ AI Mode ↗ | Estimate the total cost of ordering custom printed paper tubes. | Comparison | pricing_page | supplier pricing and reviews | 2x of 10 | |
recyclable custom printed paper tube packaging plastic free options RELATED | Google ↗ AI Mode ↗ | The searcher wants paper tube packaging with recyclable materials and minimal plastic components. | Comparison | web_article | recyclable packaging options | 2x of 10 | |
how to choose custom paper tube packaging diameter height wall thickness IMPLICIT | Google ↗ AI Mode ↗ | Determine suitable tube dimensions and wall thickness for a product. | Comparison | how_to_steps | tube dimensions and specifications | 2x of 10 | |
custom printed paper tube packaging production lead time shipping turnaround IMPLICIT | Google ↗ AI Mode ↗ | Estimate how long custom paper tubes take to manufacture and deliver. | Reason | faq_page | samples artwork and lead times | 2x of 10 | |
custom paper tube packaging manufacturers with logo printing REFORMULATION | Google ↗ AI Mode ↗ | Find manufacturers that can print branding directly onto paper tube packaging. | Comparison | web_article | recyclable packaging options | 1x of 10 | |
custom printed paper tube packaging suppliers comparison minimum order price lead time COMPARATIVE | Google ↗ AI Mode ↗ | Compare suppliers on minimum order quantities, pricing, and production timelines. | Comparison | comparison_table | supplier pricing and reviews | 1x of 10 | |
custom logo cardboard cylinder packaging suppliers REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants suppliers offering cylindrical cardboard packaging printed with a brand logo. | Comparison | buyers_guide | recyclable packaging options | 1x of 10 | |
custom printed paper tube packaging supplier reviews print quality service RELATED | Google ↗ AI Mode ↗ | Evaluate suppliers based on print quality, reliability, and customer service. | Comparison | review_roundup | supplier pricing and reviews | 1x of 10 | |
custom logo rigid cardboard tube packaging manufacturers REFORMULATION | Google ↗ AI Mode ↗ | Find manufacturers that produce rigid cardboard tubes with branded printing. | Comparison | buyers_guide | recyclable packaging options | 1x of 10 | |
custom printed paper tube packaging suppliers comparison price minimum order print quality COMPARATIVE | Google ↗ AI Mode ↗ | Compare suppliers on the main factors that determine purchasing suitability. | Comparison | comparison_table | supplier pricing and reviews | 1x of 10 | |
custom printed paper tube packaging supplier reviews quality service RELATED | Google ↗ AI Mode ↗ | The searcher wants evidence of suppliers' print quality, reliability, and customer service. | Reason | review_roundup | supplier pricing and reviews | 1x of 10 | |
wholesale custom printed cardboard tube packaging manufacturers REFORMULATION | Google ↗ AI Mode ↗ | Find manufacturers offering custom branded paper tubes in wholesale quantities. | Comparison | buyers_guide | recyclable packaging options | 1x of 10 | |
custom printed paper tube packaging manufacturer reviews REFORMULATION | Google ↗ AI Mode ↗ | Identify manufacturers with strong reputations for packaging quality and service. | Reason | review_roundup | supplier pricing and reviews | 1x of 10 | |
custom printed paper tube packaging suppliers quality price minimum order comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare suppliers on quality, pricing, and minimum order quantities. | Comparison | comparison_table | supplier pricing and reviews | 1x of 10 | |
custom printed paper tube packaging suppliers compared quality price minimum order COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare suppliers on quality, price, and minimum order requirements. | Comparison | comparison_table | supplier pricing and reviews | 1x of 10 | |
custom printed paper tube packaging price per unit setup fees IMPLICIT | Google ↗ AI Mode ↗ | Understand unit pricing and setup charges for custom printed paper tubes. | Other / navigational | pricing_page | supplier pricing and reviews | 1x of 10 | |
custom printed paper tube packaging manufacturers comparison minimum order price lead time COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare manufacturers using practical purchasing criteria. | Comparison | comparison_table | supplier pricing and reviews | 1x of 10 | |
custom paper tube packaging suppliers comparison price minimum order lead time COMPARATIVE | Google ↗ AI Mode ↗ | Compare suppliers on cost, minimum order quantities, and production timelines. | Comparison | comparison_table | supplier pricing and reviews | 1x of 10 | |
custom paper tube packaging suppliers comparison print quality minimum order lead time COMPARATIVE | Google ↗ AI Mode ↗ | Compare suppliers across the practical factors that affect a purchase. | Comparison | comparison_table | supplier pricing and reviews | 1x of 10 | |
custom printed paper tubes low minimum order quantity IMPLICIT | Google ↗ AI Mode ↗ | Find suppliers that accept small custom packaging orders. | Yes / no | buyers_guide | low minimum orders | 1x of 10 | |
best low minimum order custom printed paper tubes for small businesses PERSONALIZED | Google ↗ AI Mode ↗ | Find custom paper tube packaging suitable for a small business with limited order volume. | Comparison | buyers_guide | low minimum orders | 1x of 10 | |
custom printed paper tube packaging suppliers price minimum order comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare suppliers by cost and minimum order quantity. | Comparison | comparison_table | supplier pricing and reviews | 1x of 10 | |
best custom printed paper tubes for a small business low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants packaging options suited to a small business with limited order volume. | Comparison | buyers_guide | low minimum orders | 1x of 10 | |
custom printed paper tube packaging sample approval production lead time IMPLICIT | Google ↗ AI Mode ↗ | Learn how sampling and production schedules affect delivery timing. | Short fact | faq_page | samples artwork and lead times | 1x of 10 | |
custom printed paper tube packaging cost per unit setup fees bulk pricing IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to estimate the total cost of ordering custom printed paper tubes. | Other / navigational | pricing_page | supplier pricing and reviews | 1x of 10 | |
low minimum order custom printed paper tube packaging IMPLICIT | Google ↗ AI Mode ↗ | Find suppliers that accept small custom packaging orders. | Other / navigational | buyers_guide | low minimum orders | 1x of 10 | |
custom printed paper tubes cost per unit setup fees bulk pricing IMPLICIT | Google ↗ AI Mode ↗ | Estimate the full cost of ordering branded paper tubes at different quantities. | Comparison | pricing_page | supplier pricing and reviews | 1x of 10 | |
recyclable custom printed paper tubes plastic free packaging RELATED | Google ↗ AI Mode ↗ | Find custom printed paper tubes designed for recyclability and minimal plastic use. | Comparison | buyers_guide | recyclable packaging options | 1x of 10 | |
kraft paper tubes vs premium wrapped paperboard tubes custom packaging COMPARATIVE | Google ↗ AI Mode ↗ | Compare kraft and premium wrapped paperboard tubes for appearance, durability, and cost. | Comparison | comparison_table | printing and material options | 1x of 10 | |
best custom printed paper tubes for small business low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging options suited to a small business ordering limited quantities. | Comparison | buyers_guide | low minimum orders | 1x of 10 | |
custom printed paper tubes for food packaging food contact safe liners IMPLICIT | Google ↗ AI Mode ↗ | Determine which custom paper tubes and liners are suitable for direct food contact. | Comparison | product_spec_sheet | food safe packaging | 1x of 10 | |
food safe custom printed paper tube packaging liners certifications RELATED | Google ↗ AI Mode ↗ | Identify paper tube packaging suitable for food products and understand required safety documentation. | Comparison | product_spec_sheet | food safe packaging | 1x of 10 | |
custom paper tube packaging printing options foil embossing matte finish RELATED | Google ↗ AI Mode ↗ | Explore printing and finishing options for branded paper tube packaging. | Comparison | product_spec_sheet | printing and material options | 1x of 10 | |
recyclable custom printed paper tube packaging coatings liners RELATED | Google ↗ AI Mode ↗ | Determine which paper tube constructions and finishes support recyclability. | Comparison | web_article | recyclable packaging options | 1x of 10 | |
recyclable custom printed paper tube packaging plastic free inks linings RELATED | Google ↗ AI Mode ↗ | The searcher wants paper tube packaging with credible recyclability and minimal plastic components. | Comparison | buyers_guide | recyclable packaging options | 1x of 10 | |
best custom printed paper tube packaging for small business low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find paper tube packaging options suitable for a small business ordering limited quantities. | Comparison | buyers_guide | low minimum orders | 1x of 10 | |
best luxury custom printed paper tubes for cosmetics packaging PERSONALIZED | Google ↗ AI Mode ↗ | Find premium paper tubes suited to a cosmetics brand's presentation needs. | Comparison | buyers_guide | cosmetics packaging suppliers | 1x of 10 | |
custom printed paper tube packaging food safe liners certifications IMPLICIT | Google ↗ AI Mode ↗ | Determine what liners and compliance documentation are needed for food packaging. | Other / navigational | faq_page | food safe packaging | 1x of 10 | |
best luxury custom printed paper tube packaging for cosmetics brands PERSONALIZED | Google ↗ AI Mode ↗ | Find premium paper tubes suited to cosmetic products and luxury branding. | Comparison | buyers_guide | cosmetics packaging suppliers | 1x of 10 | |
custom paper tube printing digital vs offset foil stamping COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare printing and decorative finishing options for branded paper tubes. | Comparison | comparison_table | printing and material options | 1x of 10 | |
pakfactory custom printed paper tube packaging options ENTITY EXPANSION | Google ↗ AI Mode ↗ | Examine a named packaging supplier's paper tube customization capabilities. | Comparison | product_spec_sheet | recyclable packaging options | 1x of 10 | |
custom printed food grade paper tubes food contact liners certifications RELATED | Google ↗ AI Mode ↗ | The searcher wants to determine which custom paper tubes are appropriate for food packaging. | Other / navigational | product_spec_sheet | food safe packaging | 1x of 10 | |
offset vs digital printing for custom paper tube packaging COMPARATIVE | Google ↗ AI Mode ↗ | Compare printing methods for quality, cost, and order-size suitability. | Comparison | comparison_table | printing and material options | 1x of 10 | |
recyclable custom printed paper tube packaging coatings and liners RELATED | Google ↗ AI Mode ↗ | Find paper tube packaging whose coatings and liners support recycling. | Comparison | web_article | recyclable packaging options | 1x of 10 | |
kraft paper tubes vs wrapped rigid paper tubes for custom retail packaging COMPARATIVE | Google ↗ AI Mode ↗ | Compare exposed kraft and wrapped rigid tube packaging for retail products. | Comparison | comparison_table | printing and material options | 1x of 10 | |
food safe custom printed paper tube packaging liner requirements RELATED | Google ↗ AI Mode ↗ | Understand material and liner requirements for packaging food in printed paper tubes. | Instruction | faq_page | food safe packaging | 1x of 10 | |
recyclable custom printed paper tube packaging plastic free coatings RELATED | Google ↗ AI Mode ↗ | Find branded paper tubes with material and coating choices that support recyclability. | Comparison | web_article | recyclable packaging options | 1x of 10 | |
custom printed paper tubes vs folding cartons packaging cost and protection COMPARATIVE | Google ↗ AI Mode ↗ | Decide whether paper tubes offer better value and protection than folding cartons. | Comparison | comparison_table | printing and material options | 1x of 10 | |
best custom printed paper tube packaging for premium skincare brands PERSONALIZED | Google ↗ AI Mode ↗ | Find paper tube packaging suited to premium skincare presentation and branding. | Comparison | buyers_guide | cosmetics packaging suppliers | 1x of 10 | |
best custom printed paper tube packaging for cosmetics and skincare RELATED | Google ↗ AI Mode ↗ | The searcher wants paper tube packaging options suited to cosmetics and skincare products. | Comparison | buyers_guide | cosmetics packaging suppliers | 1x of 10 | |
best custom printed paper tube packaging for a small business product launch PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging options suited to a small business preparing a new product launch. | Comparison | buyers_guide | low minimum orders | 1x of 10 | |
food grade custom printed paper tubes food contact liners certifications IMPLICIT | Google ↗ AI Mode ↗ | Identify paper tube specifications and documentation needed for food-contact applications. | Comparison | product_spec_sheet | food safe packaging | 1x of 10 | |
food grade custom printed paper tubes for tea and coffee RELATED | Google ↗ AI Mode ↗ | The searcher wants custom paper tubes appropriate for packaging tea or coffee. | Comparison | product_spec_sheet | food safe packaging | 1x of 10 | |
digital vs offset printing for paper tube packaging foil stamping COMPARATIVE | Google ↗ AI Mode ↗ | Compare printing methods and decorative finishes for custom paper tubes. | Comparison | comparison_table | printing and material options | 1x of 10 | |
how to choose paper tube packaging dimensions wall thickness and inserts RELATED | Google ↗ AI Mode ↗ | Determine the tube specifications needed to fit and protect a product. | Instruction | how_to_steps | tube dimensions and specifications | 1x of 10 | |
custom paper tube packaging diameter height wall thickness specifications IMPLICIT | Google ↗ AI Mode ↗ | Determine the dimensions and construction specifications needed for a suitable paper tube. | Reason | product_spec_sheet | tube dimensions and specifications | 1x of 10 | |
custom printed paper tube packaging for cosmetics with inserts RELATED | Google ↗ AI Mode ↗ | The searcher wants branded paper tubes with inserts that hold cosmetic products securely. | Comparison | buyers_guide | cosmetics packaging suppliers | 1x of 10 | |
custom paper tube packaging diameter height wall thickness options IMPLICIT | Google ↗ AI Mode ↗ | Check available dimensions and construction options for fitting and protecting a product. | Comparison | product_spec_sheet | tube dimensions and specifications | 1x of 10 | |
best custom printed paper tube packaging for cosmetics brands PERSONALIZED | Google ↗ AI Mode ↗ | Find paper tube packaging suited to cosmetic products and brand presentation. | Comparison | buyers_guide | cosmetics packaging suppliers | 1x of 10 | |
custom paper tube packaging direct printing vs printed label offset digital COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare printing methods for appearance, cost, and order-volume suitability. | Comparison | comparison_table | printing and material options | 1x of 10 | |
digital vs offset vs flexographic printing for custom paper tubes COMPARATIVE | Google ↗ AI Mode ↗ | Compare printing methods for paper tubes by quality, cost, and order size. | Comparison | comparison_table | printing and material options | 1x of 10 | |
custom paper tube packaging diameter height wall thickness and lid options RELATED | Google ↗ AI Mode ↗ | Identify available tube dimensions, construction strengths, and closure styles. | Comparison | product_spec_sheet | tube dimensions and specifications | 1x of 10 | |
food safe custom printed paper tube packaging liners certification RELATED | Google ↗ AI Mode ↗ | Identify paper tube packaging requirements for food contact and suitable protective liners. | Comparison | product_spec_sheet | food safe packaging | 1x of 10 | |
custom printed paper tube packaging production lead time and delivery IMPLICIT | Google ↗ AI Mode ↗ | Understand how long custom paper tube production and delivery typically take. | Reason | faq_page | samples artwork and lead times | 1x of 10 | |
custom printed rigid cardboard kraft spiral wound telescopic paper tubes ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover paper tube options listed under alternative material and construction terminology. | Comparison | buyers_guide | recyclable packaging options | 1x of 10 | |
custom paper tube packaging diameter height wall thickness lid options IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to determine the tube dimensions and construction needed for a product. | Comparison | product_spec_sheet | tube dimensions and specifications | 1x of 10 | |
custom printed cardboard cylinder packaging paperboard mailing tubes ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find relevant packaging options listed under cardboard cylinder, paperboard tube, or mailing tube terminology. | Other / navigational | buyers_guide | recyclable packaging options | 1x of 10 | |
custom printed paper tube packaging samples proof approval IMPLICIT | Google ↗ AI Mode ↗ | Learn how to evaluate samples and approve print proofs before ordering. | Yes / no | checklist | samples artwork and lead times | 1x of 10 | |
food grade custom printed paper tubes direct contact liners requirements RELATED | Google ↗ AI Mode ↗ | Understand what makes printed paper tubes suitable for direct food contact. | Comparison | checklist | food safe packaging | 1x of 10 | |
rigid paper tubes kraft cardboard tubes spiral wound packaging differences ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand the packaging terms and construction types used in supplier listings. | Comparison | glossary/definition | printing and material options | 1x of 10 | |
custom printed paper tube packaging sample approval production turnaround shipping time IMPLICIT | Google ↗ AI Mode ↗ | Estimate how long sampling, production, and delivery will take. | Reason | faq_page | samples artwork and lead times | 1x of 10 | |
paper tube co vs pakfactory custom printed tube packaging ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to evaluate two named suppliers for custom printed paper tube packaging. | Comparison | comparison_table | printing and material options | 1x of 10 | |
custom printed paper tube packaging sample order printed proof IMPLICIT | Google ↗ AI Mode ↗ | Learn how to obtain samples and approve print quality before placing a production order. | Other / navigational | faq_page | samples artwork and lead times | 1x of 10 | |
custom paper tube printing artwork requirements dieline bleed color matching RELATED | Google ↗ AI Mode ↗ | Learn what artwork files and print specifications are required for a successful custom order. | Instruction | checklist | samples artwork and lead times | 1x of 10 | |
custom paper tube printing digital offset foil stamping embossing options RELATED | Google ↗ AI Mode ↗ | Learn which printing and finishing methods can achieve the desired branded appearance. | Comparison | web_article | printing and material options | 1x of 10 | |
custom printed paper tube packaging samples proofs production lead times IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand sampling, artwork approval, and production timing before ordering. | Other / navigational | faq_page | samples artwork and lead times | 1x of 10 | |
custom paper tube packaging artwork template bleed print specifications RELATED | Google ↗ AI Mode ↗ | Learn how to prepare artwork that will print correctly on a paper tube. | Instruction | how_to_steps | samples artwork and lead times | 1x of 10 | |
how to prepare artwork for custom printed paper tube packaging dieline bleed color RELATED | Google ↗ AI Mode ↗ | Learn how to prepare print-ready artwork for a custom paper tube order. | Instruction | how_to_steps | samples artwork and lead times | 1x of 10 | |
custom printed paper tube packaging diameter height wall thickness options RELATED | Google ↗ AI Mode ↗ | Determine which tube dimensions and construction options will fit and protect a product. | Comparison | product_spec_sheet | tube dimensions and specifications | 1x of 10 | |
best custom printed paper tube packaging for small business on a budget PERSONALIZED | Google ↗ AI Mode ↗ | Find affordable custom tube packaging suited to a small business. | Comparison | buyers_guide | low minimum orders | 1x of 10 | |
custom printed paper tube packaging supplier reviews print quality durability RELATED | Google ↗ AI Mode ↗ | Find evidence of supplier reliability, printing quality, and tube durability. | Comparison | review_roundup | supplier pricing and reviews | 1x of 10 | |
best custom printed paper tube packaging for skincare and cosmetics brands PERSONALIZED | Google ↗ AI Mode ↗ | Find paper tube packaging suited to cosmetic products and premium brand presentation. | Comparison | buyers_guide | cosmetics packaging suppliers | 1x of 10 | |
food safe custom printed paper tube packaging liners direct food contact RELATED | Google ↗ AI Mode ↗ | Find paper tube packaging suitable for food and understand liner requirements. | Comparison | buyers_guide | food safe packaging | 1x of 10 | |
custom printed paper tubes vs folding cartons cost protection branding COMPARATIVE | Google ↗ AI Mode ↗ | Decide whether paper tubes offer better value than folding cartons for the intended product. | Comparison | comparison_table | printing and material options | 1x of 10 | |
custom printed spiral wound paperboard tubes rigid cardboard cylinder packaging ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to find relevant packaging products sold under alternative industry terminology. | Other / navigational | product_spec_sheet | recyclable packaging options | 1x of 10 | |
custom printed paper tube packaging samples proofs before bulk order IMPLICIT | Google ↗ AI Mode ↗ | Find out how to verify print quality and tube construction before placing a bulk order. | Other / navigational | checklist | samples artwork and lead times | 1x of 10 | |
custom printed paper tube packaging sample quality checklist IMPLICIT | Google ↗ AI Mode ↗ | Evaluate packaging samples before committing to a production order. | Instruction | checklist | samples artwork and lead times | 1x of 10 | |
custom printed paper tube packaging samples proof approval before bulk order IMPLICIT | Google ↗ AI Mode ↗ | Learn how to verify fit and print quality before committing to a full production run. | Yes / no | faq_page | samples artwork and lead times | 1x of 10 | |
best luxury custom printed paper tubes for cosmetics with foil stamping and embossing PERSONALIZED | Google ↗ AI Mode ↗ | Find premium paper tube packaging suitable for a cosmetics brand. | Comparison | buyers_guide | cosmetics packaging suppliers | 1x of 10 | |
custom printed paper tube packaging samples and artwork proof checklist IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know what to verify in samples and artwork proofs before placing a bulk order. | Other / navigational | checklist | samples artwork and lead times | 1x of 10 | |
custom printed kraft tubes cardboard cylinders rigid paperboard packaging suppliers ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover suppliers using alternative names for paper tube packaging. | Comparison | buyers_guide | recyclable packaging options | 1x of 10 | |
custom paper tube packaging foil stamping embossing spot uv finishes ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore specific decorative finishes available for custom printed paper tubes. | Instruction | image_gallery | cosmetics packaging suppliers | 1x of 10 | |
paper tube co custom paper tubes visican custom printed tube packaging comparison ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare named paper tube packaging suppliers and their customization capabilities. | Comparison | comparison_table | printing and material options | 1x of 10 | |
custom printed paper tube packaging design examples embossing matte finish RELATED | Google ↗ AI Mode ↗ | Explore visual examples of branding, surface finishes, and decorative treatments. | Instruction | image_gallery | recyclable packaging options | 1x of 10 | |
custom printed paper tube packaging samples physical proofs before bulk order IMPLICIT | Google ↗ AI Mode ↗ | Determine how to verify materials, fit, and print quality before committing to a production run. | Other / navigational | faq_page | samples artwork and lead times | 1x of 10 | |
best custom printed paper tube packaging for luxury cosmetics brands PERSONALIZED | Google ↗ AI Mode ↗ | Find premium paper tube packaging suited to cosmetic products and luxury branding. | Comparison | buyers_guide | cosmetics packaging suppliers | 1x of 10 | |
how to choose custom paper tube packaging dimensions wall thickness inserts IMPLICIT | Google ↗ AI Mode ↗ | Determine the tube specifications needed to fit and protect a product. | Reason | how_to_steps | tube dimensions and specifications | 1x of 10 | |
custom printed paper tubes vs folding cartons packaging cost protection branding COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to know whether paper tubes offer better value than conventional folding cartons. | Comparison | comparison_table | printing and material options | 1x of 10 | |
custom printed kraft tubes rigid cardboard cylinder packaging suppliers ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find relevant suppliers using alternative names for paper tube packaging. | Comparison | web_article | recyclable packaging options | 1x of 10 | |
premium custom printed paper tube packaging design examples foil embossing matte finish RELATED | Google ↗ AI Mode ↗ | Explore visual examples of premium tube packaging and decorative finishes. | Instruction | image_gallery | cosmetics packaging suppliers | 1x of 10 | |
paper tube co pakfactory custom printed paper tube packaging comparison ENTITY EXPANSION | Google ↗ AI Mode ↗ | Investigate named packaging suppliers and compare their custom paper tube offerings. | Comparison | comparison_table | printing and material options | 1x of 10 | |
luxury custom printed paper tube packaging design examples RELATED | Google ↗ AI Mode ↗ | Explore visual examples of premium paper tube packaging before choosing a design direction. | Comparison | image_gallery | cosmetics packaging suppliers | 1x of 10 | |
custom paper tube packaging wall thickness crush resistance shipping protection IMPLICIT | Google ↗ AI Mode ↗ | Determine which tube specifications provide adequate protection during shipping. | Comparison | product_spec_sheet | tube dimensions and specifications | 1x of 10 | |
custom printed telescopic paper tubes push up tubes packaging specifications ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand the specifications of telescopic and push-up paper tube formats. | Instruction | product_spec_sheet | tube dimensions and specifications | 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 | 21,042 | 682146 thinking | 2 | $0.069 |
| gpt-6.1-sol | Simulated passes | 10 | 5,870 | 16,7452,009 thinking | — | $0.179 |
| gpt-6-luna | Naming clusters | 1 | 1,019 | 219108 thinking | — | $0.0002 |
| Total | 34 | 27,931 | 17,646 | 2 | $0.248 | |
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 | — | 2 | 20.1 | 21,042 / 682 · 2 searches | |
| gpt-6.1-sol | 1 | 14 | 14 | 34.6 | 587 / 1,685 | |
| gpt-6.1-sol | 2 | 13 | 13 | 33.6 | 587 / 1,676 | |
| gpt-6.1-sol | 3 | 14 | 14 | 31.6 | 587 / 1,703 | |
| gpt-6.1-sol | 4 | 14 | 14 | 32.4 | 587 / 1,663 | |
| gpt-6.1-sol | 5 | 14 | 14 | 36.6 | 587 / 1,824 | |
| gpt-6.1-sol | 6 | 13 | 13 | 30.7 | 587 / 1,584 | |
| gpt-6.1-sol | 7 | 14 | 14 | 30.2 | 587 / 1,652 | |
| gpt-6.1-sol | 8 | 14 | 14 | 33.0 | 587 / 1,661 | |
| gpt-6.1-sol | 9 | 14 | 14 | 32.6 | 587 / 1,668 | |
| gpt-6.1-sol | 10 | 14 | 14 | 31.1 | 587 / 1,629 |