Custom vitamin and supplement packaging
Geminigemini-4-argonOpenAIgpt-6.1-sol10 passes + 1 real-search111 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 observed: The model answered without searching
OpenAI unique queries
111
1 in ≥ half the passes · stability 12%
Cost of this run
$0.189
28,202 tokens · on your keys
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Custom vitamin and supplement packaging
111 unique queries · 10 passes
packaging suppliers and design
5 queries · 15 hits
custom vitamin supplement packaging design examples5xGoogle ↗
RELATEDComparison
custom vitamin and supplement packaging suppliers3xGoogle ↗
REFORMULATIONOther / navigational
custom vitamin and supplement packaging options3xGoogle ↗
REFORMULATIONComparison
custom vitamin and dietary supplement packaging suppliers2xGoogle ↗
REFORMULATIONOther / navigational
custom vitamin and supplement packaging manufacturers2xGoogle ↗
REFORMULATIONOther / navigational
packaging formats and materials
4 queries · 10 hits
supplement packaging bottles vs pouches vs blister packs3xGoogle ↗
COMPARATIVEComparison
supplement bottles vs stand up pouches packaging pros and cons3xGoogle ↗
COMPARATIVEComparison
packaging options for supplement capsules gummies and powders2xGoogle ↗
RELATEDComparison
supplement bottles vs pouches vs blister packs2xGoogle ↗
COMPARATIVEComparison
product barrier protection
2 queries · 5 hits
pricing and ordering
2 queries · 4 hits
minimum orders for startups
2 queries · 4 hits
sustainable packaging options
2 queries · 4 hits
fda labeling requirements
1 query · 2 hits
FDA dietary supplement packaging and labeling requirements checklist2xGoogle ↗
RELATEDInstruction
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 (111)
Classes come from the query-classifier (a local Laya model). 91 of 111 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
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
111 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
custom vitamin supplement packaging design examples RELATED | Google ↗ AI Mode ↗ | Explore visual inspiration for supplement packaging and brand presentation. | Comparison | image_gallery | packaging suppliers and design | 5x of 10 | |
custom vitamin and supplement packaging suppliers REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants to find suppliers that produce branded packaging for vitamins and supplements. | Other / navigational | buyers_guide | packaging suppliers and design | 3x of 10 | |
custom vitamin and supplement packaging options REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants an overview of available custom packaging options for vitamins and supplements. | Comparison | buyers_guide | packaging suppliers and design | 3x of 10 | |
supplement packaging bottles vs pouches vs blister packs COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare major supplement packaging formats before choosing one. | Comparison | comparison_table | packaging formats and materials | 3x of 10 | |
supplement bottles vs stand up pouches packaging pros and cons COMPARATIVE | Google ↗ AI Mode ↗ | Compare bottles and pouches for cost, protection, convenience, and branding. | Comparison | comparison_table | packaging formats and materials | 3x of 10 | |
supplement packaging moisture oxygen and light barrier specifications IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants technical information about packaging that protects supplement stability. | Reason | product_spec_sheet | product barrier protection | 3x of 10 | |
custom vitamin and dietary supplement packaging suppliers REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants to find companies that supply customized packaging for vitamins and supplements. | Other / navigational | buyers_guide | packaging suppliers and design | 2x of 10 | |
custom vitamin and supplement packaging manufacturers REFORMULATION | Google ↗ AI Mode ↗ | Find manufacturers that offer customized packaging for vitamins and dietary supplements. | Other / navigational | buyers_guide | packaging suppliers and design | 2x of 10 | |
packaging options for supplement capsules gummies and powders RELATED | Google ↗ AI Mode ↗ | Identify suitable packaging formats for different supplement forms. | Comparison | web_article | packaging formats and materials | 2x of 10 | |
supplement bottles vs pouches vs blister packs COMPARATIVE | Google ↗ AI Mode ↗ | Compare major supplement packaging formats before selecting one. | Comparison | comparison_table | packaging formats and materials | 2x of 10 | |
custom supplement packaging cost bottles labels and boxes IMPLICIT | Google ↗ AI Mode ↗ | Estimate the cost of customizing supplement containers, labels, and outer packaging. | Other / navigational | pricing_page | pricing and ordering | 2x of 10 | |
FDA dietary supplement packaging and labeling requirements checklist RELATED | Google ↗ AI Mode ↗ | The searcher wants to identify packaging and labeling requirements for dietary supplements sold in the United States. | Instruction | checklist | fda labeling requirements | 2x of 10 | |
low minimum order custom supplement packaging for a startup brand PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants packaging options suitable for a startup ordering small quantities. | Other / navigational | buyers_guide | minimum orders for startups | 2x of 10 | |
custom supplement packaging cost and minimum order quantity IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand expected packaging costs and minimum purchasing commitments. | Comparison | pricing_page | minimum orders for startups | 2x of 10 | |
best packaging materials to protect vitamins from moisture oxygen and light IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants packaging materials that help preserve vitamin quality during storage. | Comparison | web_article | product barrier protection | 2x of 10 | |
sustainable custom supplement packaging recyclable bottles and refill pouches RELATED | Google ↗ AI Mode ↗ | The searcher wants to evaluate lower-waste packaging options for a supplement brand. | Comparison | buyers_guide | sustainable packaging options | 2x of 10 | |
sustainable custom supplement packaging recyclable bottles and pouches RELATED | Google ↗ AI Mode ↗ | The searcher wants to evaluate lower-impact packaging options for a supplement brand. | Comparison | buyers_guide | sustainable packaging options | 2x of 10 | |
how to order custom supplement packaging artwork dielines samples and lead times IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand the steps required to move from a packaging concept to a production order. | Instruction | how_to_steps | pricing and ordering | 2x of 10 | |
custom vitamin and dietary supplement packaging manufacturers REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants to find manufacturers that offer customized packaging for vitamins and dietary supplements. | Other / navigational | buyers_guide | packaging suppliers and design | 1x of 10 | |
custom printed vitamin bottle labels and supplement cartons REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants to explore branded labels and outer cartons for supplement products. | Other / navigational | product_spec_sheet | packaging suppliers and design | 1x of 10 | |
custom printed vitamin bottles and labels REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants options for customizing supplement bottles and their labels. | Other / navigational | product_spec_sheet | packaging suppliers and design | 1x of 10 | |
types of custom packaging for vitamins capsules gummies and supplement powders RELATED | Google ↗ AI Mode ↗ | Understand which packaging formats suit different supplement forms. | Comparison | web_article | packaging suppliers and design | 1x of 10 | |
types of packaging for vitamins capsules tablets gummies and powders RELATED | Google ↗ AI Mode ↗ | The searcher wants an overview of packaging options suited to different supplement forms. | Comparison | web_article | packaging formats and materials | 1x of 10 | |
custom vitamin supplement packaging manufacturers REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants to find manufacturers that supply customized vitamin and supplement packaging. | Other / navigational | web_article | packaging suppliers and design | 1x of 10 | |
custom supplement packaging options bottles pouches sachets and cartons RELATED | Google ↗ AI Mode ↗ | Understand the main packaging formats available for supplements. | Comparison | buyers_guide | sustainable packaging options | 1x of 10 | |
custom printed vitamin bottles and supplement jars suppliers REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants suppliers that offer branded vitamin bottles and supplement jars. | Comparison | buyers_guide | packaging suppliers and design | 1x of 10 | |
custom supplement packaging options bottles pouches sachets and boxes REFORMULATION | Google ↗ AI Mode ↗ | Explore the main packaging formats available for supplement products. | Comparison | web_article | sustainable packaging options | 1x of 10 | |
custom printed vitamin bottles and jars ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants customizable bottles and jars suitable for vitamin products. | Other / navigational | product_spec_sheet | packaging suppliers and design | 1x of 10 | |
custom vitamin packaging cost setup fees and minimum order quantities IMPLICIT | Google ↗ AI Mode ↗ | Estimate packaging costs and understand the order quantities and setup fees involved. | Comparison | pricing_page | minimum orders for startups | 1x of 10 | |
bottles vs pouches vs blister packs for vitamins and supplements COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare common supplement packaging formats. | Comparison | comparison_table | packaging formats and materials | 1x of 10 | |
custom supplement powder stick packs and sachets ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants single-serving packaging options for powdered supplements. | Other / navigational | product_spec_sheet | sustainable packaging options | 1x of 10 | |
custom supplement packaging cost printing setup fees and quantity pricing IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand the costs involved in ordering custom supplement packaging. | Reason | pricing_page | pricing and ordering | 1x of 10 | |
custom supplement pouches sachets and stick packs ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants flexible packaging options for supplement powders and individual servings. | Other / navigational | buyers_guide | sustainable packaging options | 1x of 10 | |
custom vitamin packaging minimum order quantities and production lead times IMPLICIT | Google ↗ AI Mode ↗ | Learn typical order minimums and production timelines for custom vitamin packaging. | Short fact | faq_page | minimum orders for startups | 1x of 10 | |
custom PET HDPE and amber glass vitamin bottles ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find customizable vitamin bottles made from common plastic and glass materials. | Comparison | product_spec_sheet | packaging formats and materials | 1x of 10 | |
glass vs hdpe vs pet bottles for vitamins and supplements COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to understand the trade-offs among common supplement bottle materials. | Comparison | comparison_table | packaging formats and materials | 1x of 10 | |
low minimum order custom supplement packaging for startup brands PERSONALIZED | Google ↗ AI Mode ↗ | Find custom packaging options suitable for a small brand with limited initial order volume. | Other / navigational | buyers_guide | minimum orders for startups | 1x of 10 | |
custom supplement packaging cost setup fees and minimum order quantities IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand the costs and order commitments involved in custom supplement packaging. | Comparison | pricing_page | minimum orders for startups | 1x of 10 | |
custom folding cartons for vitamin and supplement bottles ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants branded outer boxes that fit supplement bottles. | Comparison | product_spec_sheet | packaging suppliers and design | 1x of 10 | |
HDPE vs PET bottles for vitamin and supplement packaging ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand the differences between two common plastic bottle materials used for supplements. | Comparison | comparison_table | packaging formats and materials | 1x of 10 | |
low minimum order custom vitamin packaging for a startup brand PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants packaging options suited to a new supplement brand with limited order volume. | Other / navigational | buyers_guide | minimum orders for startups | 1x of 10 | |
custom supplement packaging for a startup on a tight budget PERSONALIZED | Google ↗ AI Mode ↗ | Find practical packaging options for a new supplement brand with limited funds. | Other / navigational | buyers_guide | minimum orders for startups | 1x of 10 | |
custom supplement cartons and retail boxes RELATED | Google ↗ AI Mode ↗ | The searcher wants branded outer boxes for supplement products. | Other / navigational | product_spec_sheet | packaging suppliers and design | 1x of 10 | |
glass vs plastic bottles for vitamin and supplement packaging COMPARATIVE | Google ↗ AI Mode ↗ | Compare glass and plastic supplement bottles for protection, weight, cost, and branding. | Comparison | comparison_table | packaging formats and materials | 1x of 10 | |
how much does custom supplement packaging cost IMPLICIT | Google ↗ AI Mode ↗ | Estimate packaging costs and understand what affects the quoted price. | Reason | pricing_page | pricing and ordering | 1x of 10 | |
custom printed supplement folding cartons and bottle labels ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants custom outer cartons and labels for supplement products. | Other / navigational | web_article | packaging suppliers and design | 1x of 10 | |
low minimum order custom supplement packaging for small startup brands PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging options suitable for a startup with a small initial production run. | Other / navigational | buyers_guide | minimum orders for startups | 1x of 10 | |
custom vitamin supplement packaging cost per unit tooling and printing fees IMPLICIT | Google ↗ AI Mode ↗ | Estimate packaging costs and identify charges beyond the base container price. | Reason | pricing_page | pricing and ordering | 1x of 10 | |
bottles vs pouches vs blister packs for supplements COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare major supplement packaging formats before choosing one. | Comparison | comparison_table | packaging formats and materials | 1x of 10 | |
US FDA dietary supplement packaging label requirements supplement facts ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand the US labeling requirements that affect custom supplement packaging. | Short fact | checklist | fda labeling requirements | 1x of 10 | |
low minimum order custom supplement packaging for a small brand PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants packaging options suited to a small brand with limited order volumes. | Other / navigational | buyers_guide | minimum orders for startups | 1x of 10 | |
custom vitamin packaging design ideas RELATED | Google ↗ AI Mode ↗ | The searcher wants visual inspiration for a vitamin packaging design. | Comparison | image_gallery | packaging suppliers and design | 1x of 10 | |
us fda dietary supplement packaging and labeling requirements RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand packaging and labeling requirements for supplements sold in the United States. | Reason | checklist | fda labeling requirements | 1x of 10 | |
custom supplement packaging cost setup fees and bulk pricing IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to estimate packaging costs and understand one-time versus recurring charges. | Reason | pricing_page | pricing and ordering | 1x of 10 | |
FDA dietary supplement packaging and labeling requirements US IMPLICIT | Google ↗ AI Mode ↗ | Understand the United States labeling requirements relevant to supplement packaging. | Reason | checklist | fda labeling requirements | 1x of 10 | |
low minimum order custom supplement bottles and packaging IMPLICIT | Google ↗ AI Mode ↗ | Find custom packaging available in small order quantities. | Other / navigational | buyers_guide | minimum orders for startups | 1x of 10 | |
low minimum custom supplement packaging for a startup brand PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants packaging options suited to a small brand placing an initial order. | Other / navigational | buyers_guide | minimum orders for startups | 1x of 10 | |
when do vitamin and supplement bottles need tamper evident seals or child resistant caps IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand when protective closures or seals are needed for supplement packaging. | Reason | faq_page | safety seals and closures | 1x of 10 | |
dietary supplement packaging and label requirements in the united states RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand United States requirements that affect supplement packaging and labeling. | Reason | checklist | fda labeling requirements | 1x of 10 | |
FDA dietary supplement packaging label requirements Supplement Facts RELATED | Google ↗ AI Mode ↗ | Learn the labeling requirements for dietary supplements sold in the United States. | Short fact | checklist | fda labeling requirements | 1x of 10 | |
sustainable recyclable custom vitamin and supplement packaging options RELATED | Google ↗ AI Mode ↗ | The searcher wants to explore lower-impact packaging materials for a supplement brand. | Comparison | buyers_guide | sustainable packaging options | 1x of 10 | |
low minimum custom supplement packaging for a small business PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants custom packaging options suited to a small business with limited order volumes. | Other / navigational | buyers_guide | minimum orders for startups | 1x of 10 | |
best supplement packaging for moisture oxygen and light protection IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants packaging that helps preserve supplement quality during storage. | Comparison | web_article | product barrier protection | 1x of 10 | |
when do vitamin supplements need tamper evident seals or child resistant packaging IMPLICIT | Google ↗ AI Mode ↗ | Determine when tamper-evident features or child-resistant closures are needed for supplements. | Reason | faq_page | safety seals and closures | 1x of 10 | |
how to prepare artwork for custom supplement labels and boxes RELATED | Google ↗ AI Mode ↗ | Learn how to prepare print-ready packaging artwork. | Instruction | how_to_steps | pricing and ordering | 1x of 10 | |
custom vitamin and supplement packaging design examples RELATED | Google ↗ AI Mode ↗ | The searcher wants visual inspiration for supplement packaging and branding. | Comparison | image_gallery | packaging suppliers and design | 1x of 10 | |
tamper evident seals and child resistant packaging requirements for supplements RELATED | Google ↗ AI Mode ↗ | The searcher wants to determine which safety features may be required or appropriate for a supplement product. | Reason | faq_page | safety seals and closures | 1x of 10 | |
custom vitamin supplement packaging design inspiration RELATED | Google ↗ AI Mode ↗ | The searcher wants visual examples of supplement packaging and branding. | Other / navigational | image_gallery | packaging suppliers and design | 1x of 10 | |
how to order custom supplement packaging samples and production lead times IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand the steps and timing involved in ordering custom packaging. | Instruction | how_to_steps | pricing and ordering | 1x of 10 | |
PET polyethylene terephthalate HDPE high density polyethylene supplement bottle specifications ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find technical specifications for two common plastics used in supplement bottles. | Comparison | product_spec_sheet | packaging formats and materials | 1x of 10 | |
tamper evident and child resistant packaging options for vitamins RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand tamper-evident and child-resistant packaging features available for vitamins. | Comparison | web_article | safety seals and closures | 1x of 10 | |
US dietary supplement packaging and labeling requirements FDA checklist IMPLICIT | Google ↗ AI Mode ↗ | Identify packaging and labeling requirements for supplements sold in the United States. | Reason | checklist | fda labeling requirements | 1x of 10 | |
us fda dietary supplement packaging label requirements checklist IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to identify labeling requirements for dietary supplements sold in the United States. | Instruction | checklist | fda labeling requirements | 1x of 10 | |
PET vs HDPE vs glass bottles for supplement packaging ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to compare specific bottle materials used for vitamins and supplements. | Comparison | comparison_table | packaging formats and materials | 1x of 10 | |
supplement packaging moisture oxygen light protection desiccants IMPLICIT | Google ↗ AI Mode ↗ | Understand packaging features that help protect supplements during storage. | Consequence | web_article | product barrier protection | 1x of 10 | |
how to design and order custom supplement packaging artwork dielines proofs RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand the steps from packaging concept to production order. | Instruction | how_to_steps | pricing and ordering | 1x of 10 | |
custom supplement label and packaging design examples RELATED | Google ↗ AI Mode ↗ | The searcher wants visual inspiration for supplement branding and packaging design. | Instruction | image_gallery | packaging suppliers and design | 1x of 10 | |
tamper evident seals and child resistant closures for supplement packaging RELATED | Google ↗ AI Mode ↗ | Learn which security seals and closure options may be appropriate for supplement products. | Reason | web_article | safety seals and closures | 1x of 10 | |
sustainable custom supplement packaging recycled materials recyclability moisture barrier RELATED | Google ↗ AI Mode ↗ | Explore lower-impact packaging materials that still meet supplement protection needs. | Comparison | buyers_guide | sustainable packaging options | 1x of 10 | |
moisture oxygen and light barrier packaging for vitamins and supplements IMPLICIT | Google ↗ AI Mode ↗ | Understand which packaging properties help protect supplement stability. | Reason | web_article | product barrier protection | 1x of 10 | |
recyclable and refillable custom supplement packaging options RELATED | Google ↗ AI Mode ↗ | Find customizable packaging options that support recycling or reuse. | Comparison | buyers_guide | sustainable packaging options | 1x of 10 | |
sustainable custom vitamin supplement packaging recyclable refill options RELATED | Google ↗ AI Mode ↗ | Find packaging approaches that address sustainability goals while accommodating supplement products. | Comparison | buyers_guide | sustainable packaging options | 1x of 10 | |
custom gummy vitamin bottles and jars with printed labels ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants customizable bottles or jars specifically for gummy vitamins. | Other / navigational | product_spec_sheet | packaging suppliers and design | 1x of 10 | |
FDA dietary supplement labeling requirements for US packaging IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand US labeling requirements when designing supplement packaging. | Reason | checklist | fda labeling requirements | 1x of 10 | |
custom packaging for supplement capsules tablets gummies and powders ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find packaging suited to different supplement dosage forms. | Other / navigational | buyers_guide | packaging suppliers and design | 1x of 10 | |
tamper evident and child resistant supplement packaging options IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to explore packaging features that indicate tampering or restrict child access. | Comparison | buyers_guide | safety seals and closures | 1x of 10 | |
custom stick packs and sachets for vitamin and supplement powders ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to explore customized single-serving packaging for powdered supplements. | Other / navigational | product_spec_sheet | packaging suppliers and design | 1x of 10 | |
custom vitamin packaging design examples RELATED | Google ↗ AI Mode ↗ | The searcher wants visual inspiration for branded vitamin packaging. | Comparison | image_gallery | packaging suppliers and design | 1x of 10 | |
how to prepare artwork for custom supplement packaging printing RELATED | Google ↗ AI Mode ↗ | Learn how to prepare print-ready packaging artwork for a supplier. | Instruction | how_to_steps | pricing and ordering | 1x of 10 | |
custom supplement powder stick packs and single serve sachets ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants customizable single-serving packaging for powdered supplements. | Other / navigational | product_spec_sheet | sustainable packaging options | 1x of 10 | |
supplement packaging moisture oxygen and light protection RELATED | Google ↗ AI Mode ↗ | The searcher wants packaging that helps protect supplement quality during storage. | Other / navigational | web_article | product barrier protection | 1x of 10 | |
custom supplement packaging printing options and production lead times IMPLICIT | Google ↗ AI Mode ↗ | Understand available printing methods and how customization affects production schedules. | Comparison | faq_page | pricing and ordering | 1x of 10 | |
custom supplement packaging for a startup small batch low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging options suited to a startup ordering small quantities. | Yes / no | buyers_guide | minimum orders for startups | 1x of 10 | |
how to order custom supplement packaging from design to production IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand the steps involved in developing and ordering custom supplement packaging. | Instruction | how_to_steps | pricing and ordering | 1x of 10 | |
tamper evident vs child resistant packaging for supplements COMPARATIVE | Google ↗ AI Mode ↗ | Understand the difference between tamper-evident features and child-resistant closures. | Comparison | comparison_table | safety seals and closures | 1x of 10 | |
sustainable custom vitamin packaging recyclable bottles and refill pouches RELATED | Google ↗ AI Mode ↗ | The searcher wants lower-impact packaging options for a vitamin brand. | Comparison | buyers_guide | sustainable packaging options | 1x of 10 | |
how to order custom supplement packaging from artwork to production RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand the steps involved in commissioning custom supplement packaging. | Instruction | how_to_steps | pricing and ordering | 1x of 10 | |
custom supplement packaging production lead times samples and proofs IMPLICIT | Google ↗ AI Mode ↗ | Understand the sampling, approval, and production timeline for custom packaging. | Other / navigational | faq_page | pricing and ordering | 1x of 10 | |
tamper evident seals and closure options for supplement bottles RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand sealing and closure choices for supplement containers. | Comparison | web_article | safety seals and closures | 1x of 10 | |
recyclable and sustainable custom supplement packaging options RELATED | Google ↗ AI Mode ↗ | The searcher wants lower-impact packaging options for a supplement brand. | Comparison | buyers_guide | sustainable packaging options | 1x of 10 | |
how to order custom vitamin packaging artwork dielines samples and proof approval RELATED | Google ↗ AI Mode ↗ | Learn the steps for preparing artwork, reviewing samples, and placing a custom packaging order. | Instruction | how_to_steps | pricing and ordering | 1x of 10 | |
custom printed folding cartons for supplement bottles dimensions finishes RELATED | Google ↗ AI Mode ↗ | Explore custom outer boxes sized and printed for supplement bottles. | Comparison | product_spec_sheet | packaging suppliers and design | 1x of 10 | |
custom supplement sachets and stick packs for single serve powders ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants customizable single-serving packaging for powdered supplements. | Other / navigational | product_spec_sheet | sustainable packaging options | 1x of 10 | |
custom supplement packaging samples production lead times and ordering process RELATED | Google ↗ AI Mode ↗ | Learn what happens between requesting packaging samples and receiving a finished order. | Reason | faq_page | pricing and ordering | 1x of 10 | |
custom gummy vitamin packaging bottles pouches and stick packs ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants packaging options tailored to gummy vitamins. | Other / navigational | buyers_guide | packaging suppliers and design | 1x of 10 | |
custom supplement packaging sample approval and production lead times IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to plan sampling and production around a supplement launch. | Reason | faq_page | pricing and ordering | 1x of 10 | |
how to order custom supplement packaging dielines artwork proofs samples IMPLICIT | Google ↗ AI Mode ↗ | Understand the steps for preparing and placing a custom packaging order. | Instruction | how_to_steps | pricing and ordering | 1x of 10 | |
tamper evident seals and child resistant closures for supplement bottles ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore bottle closure and seal options for tamper evidence and child resistance. | Reason | product_spec_sheet | safety seals and closures | 1x of 10 | |
custom printed supplement packaging lead times and sample approval IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know how sampling and production timelines affect a custom packaging order. | Reason | faq_page | pricing and ordering | 1x of 10 | |
custom supplement packaging production lead times samples and proof approval IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand how sampling and approvals affect packaging delivery timelines. | Short fact | faq_page | pricing and ordering | 1x of 10 | |
custom supplement packaging tamper evident seals and child resistant closures ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to understand tamper-evident and child-resistant packaging options for supplements. | Reason | product_spec_sheet | safety seals and closures | 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 | 4,447 | 14237 thinking | — | $0.010 |
| gpt-6.1-sol | Simulated passes | 10 | 5,850 | 16,6542,082 thinking | — | $0.178 |
| gpt-6-luna | Naming clusters | 1 | 915 | 19482 thinking | — | $0.0002 |
| Total | 34 | 11,212 | 16,990 | — | $0.189 | |
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.
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 | — | 0 | 5.9 | 4,447 / 142 | The model answered without searching |
| gpt-6.1-sol | 1 | 13 | 13 | 23.1 | 585 / 1,624 | |
| gpt-6.1-sol | 2 | 14 | 14 | 25.6 | 585 / 1,712 | |
| gpt-6.1-sol | 3 | 14 | 14 | 24.2 | 585 / 1,622 | |
| gpt-6.1-sol | 4 | 14 | 14 | 25.6 | 585 / 1,803 | |
| gpt-6.1-sol | 5 | 14 | 14 | 20.4 | 585 / 1,561 | |
| gpt-6.1-sol | 6 | 13 | 13 | 25.6 | 585 / 1,650 | |
| gpt-6.1-sol | 7 | 14 | 14 | 25.0 | 585 / 1,707 | |
| gpt-6.1-sol | 8 | 14 | 14 | 23.8 | 585 / 1,750 | |
| gpt-6.1-sol | 9 | 13 | 13 | 21.4 | 585 / 1,488 | |
| gpt-6.1-sol | 10 | 14 | 14 | 26.8 | 585 / 1,737 |