best Custom-printed chocolate packaging
Geminigemini-4-argonOpenAIgpt-6.1-sol10 passes + 1 real-search121 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
116
1 in ≥ half the passes · stability 12%
OpenAI real searches predicted
60%
3 of 5 matched the simulation
Cost of this run
$0.279
45,714 tokens · 5 web searches · on your keys
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
best Custom-printed chocolate packaging
116 unique queries · 10 passes
supplier selection
1 query · 9 hits
best custom printed chocolate packaging suppliers9xGoogle ↗
REFORMULATIONComparison
pricing and minimums
4 queries · 8 hits
custom printed chocolate packaging suppliers price minimum order turnaround comparison2xGoogle ↗
COMPARATIVEComparison
custom printed chocolate packaging cost per unit and setup fees2xGoogle ↗
IMPLICITComparison
custom printed chocolate packaging cost per unit setup fees2xGoogle ↗
IMPLICITComparison
digital vs offset printing for custom chocolate packaging2xGoogle ↗
COMPARATIVEComparison
luxury box design
3 queries · 7 hits
food safety requirements
2 queries · 4 hits
small business orders
1 query · 2 hits
best custom chocolate packaging for small businesses low minimum order2xGoogle ↗
PERSONALIZEDYes / no
sustainable materials
1 query · 2 hits
best recyclable custom printed chocolate packaging materials2xGoogle ↗
RELATEDComparison
artwork and production
1 query · 2 hits
custom chocolate packaging artwork dieline bleed print file requirements2xGoogle ↗
IMPLICITInstruction
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 (116)OpenAI real searches (5)
Classes come from the query-classifier (a local Laya model). 79 of 121 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.
OpenAI5 real searches · gpt-6.1-sol60% predicted
custom printed chocolate packaging boxes food safe chocolate bars bonbons US noissue Packlane PackMojo Google ↗
custom printed chocolate packaging Mid Atlantic Packaging Nashville Wraps chocolate boxes custom Google ↗
site.packmojo.com chocolate packaging boxes minimum 300 Google ↗
site.yourboxsolution.com chocolate boxes custom printed Google ↗
site.swiftpak.co.uk chocolate packaging heat insulation Google ↗
- oneclickpackaging.com · oneclickpackaging.com
- midatlanticpackaging.com · midatlanticpackaging.com
- nashvillewraps.com · nashvillewraps.com
- packaginglane.com · packaginglane.com
- procustompackaging.com · procustompackaging.com
- nashvillewraps.com · nashvillewraps.com
- printnpackage.com · printnpackage.com
- goldimageprinting.com · goldimageprinting.com
- nashvillewraps.com · nashvillewraps.com
- packfino.com · packfino.com
- packoasis.com · packoasis.com
- customboxprinting.com · customboxprinting.com
- thepouchhouse.com · thepouchhouse.com
- static.nashvillewraps.com · static.nashvillewraps.com
- willardpackaging.com · willardpackaging.com
- kjcdocs.com · kjcdocs.com
- uploads.teachery.co · uploads.teachery.co
- s3images.coroflot.com · s3images.coroflot.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
- en.wikipedia.org · en.wikipedia.org
- creativebloq.com · creativebloq.com
- en.wikipedia.org · en.wikipedia.org
- packmojo.com · packmojo.com
- easyboxpackaging.com · easyboxpackaging.com
- ybspackaging.com · ybspackaging.com
- packmojo.com · packmojo.com
- packmojo.com · packmojo.com
- vitalcustomboxes.com · vitalcustomboxes.com
- packmojo.com · packmojo.com
- customboxsolutions.com · customboxsolutions.com
- packmojo.com · packmojo.com
- yltpacking.com · yltpacking.com
- chocomize.com · chocomize.com
- diverseprinting.com · diverseprinting.com
- cdnc.heyzine.com · cdnc.heyzine.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
116 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best custom printed chocolate packaging suppliers REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants recommendations for suppliers of custom-printed chocolate packaging. | Comparison | review_roundup | supplier selection | 9x of 10 | |
custom printed truffle and bonbon boxes with inserts ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants branded boxes with compartments or inserts for individual chocolates. | Comparison | product_spec_sheet | luxury box design | 3x of 10 | |
custom printed chocolate packaging suppliers price minimum order turnaround comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare suppliers on cost, minimum order quantity, and production time. | Comparison | comparison_table | pricing and minimums | 2x of 10 | |
custom printed chocolate packaging cost per unit and setup fees IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand unit pricing and additional printing charges. | Comparison | pricing_page | pricing and minimums | 2x of 10 | |
best custom chocolate packaging for small businesses low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants packaging options suitable for a small business ordering limited quantities. | Yes / no | buyers_guide | small business orders | 2x of 10 | |
custom printed bonbon and truffle boxes with inserts ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants branded boxes that hold individual chocolates securely. | Other / navigational | product_spec_sheet | luxury box design | 2x of 10 | |
food safe materials and inks for custom printed chocolate packaging IMPLICIT | Google ↗ AI Mode ↗ | Determine which materials and printing methods are suitable for chocolate packaging. | Comparison | web_article | food safety requirements | 2x of 10 | |
custom printed chocolate packaging food contact safety inks liners requirements IMPLICIT | Google ↗ AI Mode ↗ | Understand which materials, inks, and liners are suitable for packaging chocolate. | Instruction | faq_page | food safety requirements | 2x of 10 | |
custom printed chocolate packaging cost per unit setup fees IMPLICIT | Google ↗ AI Mode ↗ | Estimate packaging costs, including unit prices and one-time printing charges. | Comparison | pricing_page | pricing and minimums | 2x of 10 | |
best recyclable custom printed chocolate packaging materials RELATED | Google ↗ AI Mode ↗ | Identify custom-printable packaging materials with credible recyclability benefits. | Comparison | buyers_guide | sustainable materials | 2x of 10 | |
luxury custom printed chocolate gift boxes foil stamping embossing RELATED | Google ↗ AI Mode ↗ | The searcher wants premium packaging options for chocolate gifts. | Comparison | image_gallery | luxury box design | 2x of 10 | |
custom chocolate packaging artwork dieline bleed print file requirements IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to prepare artwork correctly for custom packaging production. | Instruction | checklist | artwork and production | 2x of 10 | |
digital vs offset printing for custom chocolate packaging COMPARATIVE | Google ↗ AI Mode ↗ | Choose a printing method based on order size, print quality, and cost. | Comparison | comparison_table | pricing and minimums | 2x of 10 | |
best custom printed chocolate packaging companies REFORMULATION | Google ↗ AI Mode ↗ | Find reputable suppliers of custom-printed chocolate packaging. | Comparison | review_roundup | supplier selection | 1x of 10 | |
custom chocolate packaging companies reviews print quality REFORMULATION | Google ↗ AI Mode ↗ | Identify packaging companies with reliable printing quality and customer satisfaction. | Reason | review_roundup | artwork and production | 1x of 10 | |
custom chocolate packaging rigid boxes vs folding cartons COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare two common chocolate packaging styles before choosing one. | Comparison | comparison_table | luxury box design | 1x of 10 | |
how to choose custom printed chocolate packaging REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants to understand the criteria for selecting suitable chocolate packaging. | Comparison | buyers_guide | supplier selection | 1x of 10 | |
custom chocolate packaging suppliers comparison print quality price minimum order COMPARATIVE | Google ↗ AI Mode ↗ | Compare suppliers on print quality, pricing, and minimum order quantities. | Comparison | comparison_table | pricing and minimums | 1x of 10 | |
custom chocolate packaging boxes bar wrappers and sleeves ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore the main types of packaging available for custom-branded chocolates. | Other / navigational | buyers_guide | packaging formats | 1x of 10 | |
top rated custom chocolate packaging companies reviews REFORMULATION | Google ↗ AI Mode ↗ | Evaluate chocolate packaging companies using customer feedback and reviews. | Reason | review_roundup | supplier selection | 1x of 10 | |
custom chocolate packaging boxes vs wrappers vs sleeves COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to choose the most suitable packaging style for their chocolate products. | Comparison | comparison_table | packaging formats | 1x of 10 | |
custom chocolate packaging suppliers comparison price minimum order print quality COMPARATIVE | Google ↗ AI Mode ↗ | Compare packaging suppliers on cost, order requirements, and printing quality. | Comparison | comparison_table | pricing and minimums | 1x of 10 | |
how to choose custom chocolate packaging REFORMULATION | Google ↗ AI Mode ↗ | Understand the main criteria for selecting suitable custom chocolate packaging. | Comparison | buyers_guide | supplier selection | 1x of 10 | |
how to choose custom chocolate packaging boxes and wrappers REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants guidance on choosing the right custom packaging for chocolate products. | Comparison | buyers_guide | supplier selection | 1x of 10 | |
custom printed chocolate boxes pricing and minimum order quantities IMPLICIT | Google ↗ AI Mode ↗ | Understand expected costs and minimum purchase requirements. | Comparison | pricing_page | pricing and minimums | 1x of 10 | |
custom printed chocolate bar wrappers vs folding cartons vs rigid gift boxes COMPARATIVE | Google ↗ AI Mode ↗ | Compare common chocolate packaging formats before choosing one. | Comparison | comparison_table | packaging formats | 1x of 10 | |
custom chocolate packaging suppliers comparison price minimum order lead time COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare suppliers on cost, minimum order quantities, and delivery timelines. | Comparison | comparison_table | pricing and minimums | 1x of 10 | |
custom printed chocolate packaging prices by order quantity IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to estimate packaging costs at different order volumes. | Comparison | pricing_page | pricing and minimums | 1x of 10 | |
custom printed chocolate bar sleeves foil wrappers and folding cartons ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore the main custom-printable packaging formats available for chocolate bars. | Other / navigational | buyers_guide | packaging formats | 1x of 10 | |
custom printed chocolate packaging prices setup fees and bulk discounts IMPLICIT | Google ↗ AI Mode ↗ | Understand the total cost of ordering custom-printed chocolate packaging. | Comparison | pricing_page | pricing and minimums | 1x of 10 | |
best low minimum order custom chocolate packaging for small businesses PERSONALIZED | Google ↗ AI Mode ↗ | Find custom packaging suitable for a small chocolate business with limited order volume. | Comparison | buyers_guide | small business orders | 1x of 10 | |
custom printed chocolate packaging prices minimum order quantities IMPLICIT | Google ↗ AI Mode ↗ | Understand typical costs and minimum quantities for ordering branded chocolate packaging. | Comparison | pricing_page | pricing and minimums | 1x of 10 | |
custom chocolate boxes with logo low minimum order RELATED | Google ↗ AI Mode ↗ | The searcher wants branded chocolate boxes available in small production runs. | Yes / no | buyers_guide | small business orders | 1x of 10 | |
custom printed chocolate packaging cost setup fees and shipping IMPLICIT | Google ↗ AI Mode ↗ | Understand the total cost of ordering custom-printed chocolate packaging. | Comparison | pricing_page | pricing and minimums | 1x of 10 | |
best custom printed chocolate bar wrappers and sleeves ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find suitable branded wrappers and sleeves for chocolate bars. | Comparison | buyers_guide | packaging formats | 1x of 10 | |
custom chocolate bar sleeves vs printed wrappers vs boxes COMPARATIVE | Google ↗ AI Mode ↗ | Decide which packaging format best suits chocolate bars. | Comparison | comparison_table | packaging formats | 1x of 10 | |
custom printed chocolate boxes cost for 100 500 1000 units IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants indicative packaging prices at several order quantities. | Comparison | pricing_page | pricing and minimums | 1x of 10 | |
custom printed chocolate boxes low minimum order for small chocolate business PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging suitable for a small chocolate business placing a modest order. | Yes / no | buyers_guide | small business orders | 1x of 10 | |
food safe custom printed chocolate packaging inks direct contact requirements IMPLICIT | Google ↗ AI Mode ↗ | Check food-contact requirements for packaging materials and printing inks. | Instruction | buyers_guide | food safety requirements | 1x of 10 | |
best low minimum custom chocolate packaging for small businesses PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants custom packaging suitable for a small business placing modest orders. | Comparison | buyers_guide | small business orders | 1x of 10 | |
food safe custom chocolate packaging inks liners and direct food contact IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know which packaging materials and printed surfaces are suitable for contact with chocolate. | Instruction | faq_page | food safety requirements | 1x of 10 | |
best custom printed chocolate boxes for small businesses low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging suitable for a small business that needs a limited production run. | Comparison | buyers_guide | small business orders | 1x of 10 | |
best luxury custom printed chocolate gift boxes RELATED | Google ↗ AI Mode ↗ | The searcher wants premium packaging that improves the presentation of chocolate gifts. | Comparison | buyers_guide | luxury box design | 1x of 10 | |
food safe custom printed chocolate packaging ink and liner requirements IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to check whether packaging materials and printing are suitable for the intended food contact. | Instruction | faq_page | food safety requirements | 1x of 10 | |
custom chocolate bar sleeves vs printed foil wrappers COMPARATIVE | Google ↗ AI Mode ↗ | Compare chocolate bar sleeves and printed foil wrappers for branding and practical use. | Comparison | comparison_table | packaging formats | 1x of 10 | |
best low minimum custom printed chocolate packaging for a small artisan business PERSONALIZED | Google ↗ AI Mode ↗ | Find suitable packaging options for a small chocolate business ordering limited quantities. | Comparison | buyers_guide | small business orders | 1x of 10 | |
food safe custom printed chocolate packaging materials inks and barriers IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand food-contact safety requirements for printed chocolate packaging. | Comparison | checklist | food safety requirements | 1x of 10 | |
food safe custom printed chocolate packaging inks liners direct food contact IMPLICIT | Google ↗ AI Mode ↗ | Learn what to verify before selecting packaging that may contact chocolate. | Comparison | checklist | food safety requirements | 1x of 10 | |
custom printed chocolate boxes with food safe inserts for truffles and bonbons ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find printed boxes with inserts designed to hold individual chocolates. | Comparison | product_spec_sheet | food safety requirements | 1x of 10 | |
recyclable custom printed chocolate packaging options RELATED | Google ↗ AI Mode ↗ | The searcher wants branded chocolate packaging with practical recycling options. | Comparison | buyers_guide | sustainable materials | 1x of 10 | |
rigid gift boxes vs folding cartons for custom chocolate packaging COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare two common chocolate box constructions. | Comparison | comparison_table | luxury box design | 1x of 10 | |
luxury custom printed chocolate gift boxes foil embossing RELATED | Google ↗ AI Mode ↗ | Find premium chocolate packaging with decorative printing and finishing options. | Comparison | image_gallery | luxury box design | 1x of 10 | |
custom printed chocolate bar wrappers sleeves and folding cartons ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore custom-print packaging formats specifically for chocolate bars. | Other / navigational | buyers_guide | packaging formats | 1x of 10 | |
custom printed chocolate bar wrappers foil and paper sleeves ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find customizable foil-and-paper packaging options for chocolate bars. | Other / navigational | product_spec_sheet | packaging formats | 1x of 10 | |
best recyclable custom printed chocolate packaging options RELATED | Google ↗ AI Mode ↗ | The searcher wants customizable chocolate packaging with practical recycling options. | Comparison | buyers_guide | sustainable materials | 1x of 10 | |
best recyclable sustainable custom printed chocolate packaging RELATED | Google ↗ AI Mode ↗ | The searcher wants environmentally preferable packaging options that support custom branding. | Comparison | buyers_guide | sustainable materials | 1x of 10 | |
best recyclable and plastic free custom printed chocolate packaging RELATED | Google ↗ AI Mode ↗ | Find custom-printed chocolate packaging with recyclable or plastic-free material options. | Comparison | buyers_guide | sustainable materials | 1x of 10 | |
packlane packhelp noissue custom chocolate packaging options ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to investigate chocolate-packaging options from named custom-packaging suppliers. | Other / navigational | buyers_guide | supplier selection | 1x of 10 | |
best recyclable eco friendly custom printed chocolate packaging RELATED | Google ↗ AI Mode ↗ | Find sustainable branded packaging options for chocolate. | Comparison | buyers_guide | sustainable materials | 1x of 10 | |
custom printed chocolate bar wrappers sleeves and folding boxes ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants packaging options specifically designed for chocolate bars. | Instruction | product_spec_sheet | packaging formats | 1x of 10 | |
custom printed truffle and praline boxes with inserts specifications ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find specifications for printed confectionery boxes with fitted inserts. | Instruction | product_spec_sheet | luxury box design | 1x of 10 | |
best custom printed packaging for small handmade chocolate businesses PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants packaging recommendations suited to a small artisan chocolate business. | Comparison | buyers_guide | small business orders | 1x of 10 | |
luxury custom printed chocolate gift boxes magnetic closure foil stamping ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find premium chocolate gift packaging with high-end structures and print finishes. | Comparison | product_spec_sheet | luxury box design | 1x of 10 | |
custom printed bonbon truffle boxes food safe inserts RELATED | Google ↗ AI Mode ↗ | Find printed boxes and inserts that hold individual chocolates securely. | Other / navigational | product_spec_sheet | food safety requirements | 1x of 10 | |
custom printed chocolate bar wrappers sizes and material specifications ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants wrapper dimensions and material options suitable for chocolate bars. | Reason | product_spec_sheet | packaging formats | 1x of 10 | |
best custom printed chocolate packaging for a small business low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging suitable for a small chocolate business ordering limited quantities. | Comparison | buyers_guide | small business orders | 1x of 10 | |
rigid boxes vs folding cartons for custom chocolate packaging COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare two common box styles for cost, presentation, and protection. | Comparison | comparison_table | luxury box design | 1x of 10 | |
custom chocolate packaging design inspiration RELATED | Google ↗ AI Mode ↗ | The searcher wants visual examples of effective branded chocolate packaging. | Other / navigational | image_gallery | supplier selection | 1x of 10 | |
packlane vs packhelp custom chocolate packaging options ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare two named packaging providers for a potential chocolate packaging order. | Comparison | comparison_table | supplier selection | 1x of 10 | |
recyclable custom printed chocolate packaging plastic free options RELATED | Google ↗ AI Mode ↗ | The searcher wants lower-waste packaging options that still support custom printing. | Comparison | buyers_guide | sustainable materials | 1x of 10 | |
custom printed rigid chocolate boxes vs folding cartons COMPARATIVE | Google ↗ AI Mode ↗ | Choose between rigid boxes and folding cartons for branded chocolate packaging. | Comparison | comparison_table | luxury box design | 1x of 10 | |
custom printed chocolate packaging production lead times and proof approval IMPLICIT | Google ↗ AI Mode ↗ | Determine how long custom packaging takes to approve, produce, and deliver. | Reason | faq_page | artwork and production | 1x of 10 | |
food safe inks coatings and barriers for custom printed chocolate packaging IMPLICIT | Google ↗ AI Mode ↗ | Determine which packaging materials and printing treatments are suitable for chocolate contact. | Comparison | checklist | food safety requirements | 1x of 10 | |
best custom chocolate packaging for a small business low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging options suited to a small business ordering limited quantities. | Yes / no | buyers_guide | small business orders | 1x of 10 | |
custom printed chocolate bar paper sleeves and foil wrappers specifications ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants technical options for branded chocolate bar sleeves and wrappers. | Instruction | product_spec_sheet | packaging formats | 1x of 10 | |
how to prepare artwork for custom printed chocolate boxes RELATED | Google ↗ AI Mode ↗ | The searcher wants to prepare print-ready files for a packaging order. | Instruction | how_to_steps | artwork and production | 1x of 10 | |
how to prepare artwork for custom printed chocolate wrappers and boxes RELATED | Google ↗ AI Mode ↗ | Learn how to create print-ready artwork for chocolate packaging. | Instruction | how_to_steps | artwork and production | 1x of 10 | |
custom chocolate packaging artwork requirements dielines bleed color printing RELATED | Google ↗ AI Mode ↗ | Learn how to prepare artwork that will print correctly on chocolate packaging. | Instruction | checklist | artwork and production | 1x of 10 | |
how to prepare artwork and dielines for custom chocolate packaging RELATED | Google ↗ AI Mode ↗ | Learn how to submit print-ready artwork for chocolate packaging. | Instruction | how_to_steps | artwork and production | 1x of 10 | |
recyclable vs compostable custom printed chocolate packaging COMPARATIVE | Google ↗ AI Mode ↗ | Compare recyclable and compostable packaging options for chocolate products. | Comparison | comparison_table | sustainable materials | 1x of 10 | |
custom chocolate packaging artwork requirements bleed dielines and print resolution IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to prepare artwork that will print correctly on chocolate packaging. | Instruction | checklist | artwork and production | 1x of 10 | |
custom chocolate packaging design ideas logo placement box styles RELATED | Google ↗ AI Mode ↗ | Find visual inspiration for branded chocolate packaging. | Comparison | image_gallery | supplier selection | 1x of 10 | |
best luxury custom printed chocolate gift boxes foil stamping embossing PERSONALIZED | Google ↗ AI Mode ↗ | Find premium branded packaging for a luxury chocolate product. | Comparison | buyers_guide | luxury box design | 1x of 10 | |
best luxury custom chocolate packaging for corporate gifts PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants premium branded chocolate packaging suitable for corporate gifting. | Comparison | buyers_guide | luxury box design | 1x of 10 | |
can i order samples and printed proofs for custom chocolate packaging IMPLICIT | Google ↗ AI Mode ↗ | Find out how to check packaging quality before committing to a full order. | Other / navigational | faq_page | artwork and production | 1x of 10 | |
custom chocolate bar wrappers vs printed sleeves COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare wrappers and sleeves for branded chocolate bars. | Comparison | comparison_table | packaging formats | 1x of 10 | |
custom printed chocolate packaging production lead time sample proof IMPLICIT | Google ↗ AI Mode ↗ | Understand sampling, proof approval, and production timelines before ordering. | Short fact | faq_page | artwork and production | 1x of 10 | |
custom printed chocolate packaging design and branding examples RELATED | Google ↗ AI Mode ↗ | See visual examples of effective custom chocolate packaging. | Instruction | image_gallery | supplier selection | 1x of 10 | |
packlane packhelp custom printed chocolate packaging options ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check whether named custom-packaging providers offer suitable options for chocolate products. | Comparison | buyers_guide | supplier selection | 1x of 10 | |
custom printed chocolate packaging sample approval and production lead times IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand sampling and production timelines before placing an order. | Reason | faq_page | artwork and production | 1x of 10 | |
how to prepare artwork for custom printed chocolate packaging dielines bleed color RELATED | Google ↗ AI Mode ↗ | Learn how to supply print-ready packaging artwork. | Instruction | how_to_steps | artwork and production | 1x of 10 | |
recyclable custom printed chocolate packaging paper alternatives to plastic RELATED | Google ↗ AI Mode ↗ | Find customizable chocolate packaging with practical recycling advantages. | Comparison | buyers_guide | sustainable materials | 1x of 10 | |
luxury custom chocolate packaging ideas for corporate gifts PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants premium branded packaging ideas for a corporate gifting project. | Comparison | image_gallery | luxury box design | 1x of 10 | |
custom printed chocolate packaging production lead times and sample proofs IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand sampling, proof approval, and production timelines before ordering. | Reason | faq_page | artwork and production | 1x of 10 | |
custom printed chocolate packaging production lead times and delivery RELATED | Google ↗ AI Mode ↗ | Understand how long customized chocolate packaging takes to produce and deliver. | Comparison | faq_page | artwork and production | 1x of 10 | |
best luxury custom printed chocolate packaging for premium gift collections PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging styles and finishes suited to a premium chocolate gift collection. | Comparison | buyers_guide | luxury box design | 1x of 10 | |
custom printed chocolate truffle boxes with inserts sizes and capacities ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find printed boxes and inserts sized for truffles or individual chocolates. | Comparison | product_spec_sheet | luxury box design | 1x of 10 | |
custom printed chocolate packaging design ideas and examples RELATED | Google ↗ AI Mode ↗ | The searcher wants visual inspiration for branded chocolate packaging. | Comparison | image_gallery | supplier selection | 1x of 10 | |
custom printed chocolate packaging production turnaround sample approval IMPLICIT | Google ↗ AI Mode ↗ | Understand sampling, proof approval, and production timelines before ordering. | Other / navigational | faq_page | artwork and production | 1x of 10 | |
custom chocolate packaging design examples branded boxes and wrappers RELATED | Google ↗ AI Mode ↗ | Explore visual inspiration for branded chocolate packaging. | Other / navigational | image_gallery | supplier selection | 1x of 10 | |
how to prepare artwork and dielines for custom printed chocolate packaging RELATED | Google ↗ AI Mode ↗ | The searcher wants to prepare print-ready packaging artwork correctly. | Instruction | how_to_steps | artwork and production | 1x of 10 | |
custom chocolate packaging digital vs offset printing foil and embossing COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare printing methods and decorative finishes for branded chocolate packaging. | Comparison | comparison_table | pricing and minimums | 1x of 10 | |
best luxury custom printed chocolate packaging for corporate gifts PERSONALIZED | Google ↗ AI Mode ↗ | Find premium branded chocolate packaging appropriate for corporate gifting. | Comparison | buyers_guide | luxury box design | 1x of 10 | |
custom printed chocolate packaging samples proofing production turnaround IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand sample availability, proof approval, and production timelines before ordering. | Consequence | faq_page | artwork and production | 1x of 10 | |
custom printed chocolate packaging design examples RELATED | Google ↗ AI Mode ↗ | Browse visual examples to identify appealing branding and packaging styles. | Comparison | image_gallery | supplier selection | 1x of 10 | |
custom printed chocolate packaging samples proofs production lead time IMPLICIT | Google ↗ AI Mode ↗ | Understand how to validate packaging quality and plan an order timeline. | Short fact | faq_page | artwork and production | 1x of 10 | |
digital vs offset printing for custom chocolate packaging small and large orders COMPARATIVE | Google ↗ AI Mode ↗ | Choose a printing method appropriate for the order size and desired finish. | Comparison | comparison_table | pricing and minimums | 1x of 10 | |
custom chocolate packaging artwork requirements dieline bleed print proof IMPLICIT | Google ↗ AI Mode ↗ | Learn how to prepare artwork and approve a proof before production. | Instruction | checklist | artwork and production | 1x of 10 | |
custom printed chocolate packaging sample approval production turnaround shipping time IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand sampling and delivery timelines before ordering. | Reason | faq_page | artwork and production | 1x of 10 | |
custom chocolate packaging checklist grease moisture odor and shipping protection IMPLICIT | Google ↗ AI Mode ↗ | Identify protective features to check when evaluating chocolate packaging. | Instruction | checklist | food safety requirements | 1x of 10 | |
best custom printed chocolate packaging for an online chocolate shop PERSONALIZED | Google ↗ AI Mode ↗ | Find branded chocolate packaging suited to an online shop's shipping and unboxing needs. | Comparison | buyers_guide | supplier selection | 1x of 10 | |
best custom printed chocolate packaging for online chocolate shop shipping PERSONALIZED | Google ↗ AI Mode ↗ | Find branded chocolate packaging suitable for an online shop's delivery needs. | Comparison | buyers_guide | supplier selection | 1x of 10 | |
best custom printed chocolate packaging for corporate gifts with logo PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants branded chocolate packaging suitable for corporate gifting. | Comparison | buyers_guide | luxury box design | 1x of 10 | |
how to evaluate custom chocolate packaging samples print quality fit grease resistance IMPLICIT | Google ↗ AI Mode ↗ | Check whether packaging samples meet visual and functional requirements before placing a full order. | Instruction | checklist | artwork and production | 1x of 10 | |
does custom printed chocolate packaging protect against heat and melting during shipping RELATED | Google ↗ AI Mode ↗ | Understand whether branded packaging needs additional thermal protection for shipping. | Comparison | faq_page | food safety requirements | 1x of 10 | |
digital vs offset printing for custom chocolate packaging small orders COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to choose a printing method that balances quality and cost for a small production run. | Comparison | comparison_table | pricing and minimums | 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 | 21,208 | 747193 thinking | 5 | $0.100 |
| gpt-6.1-sol | Simulated passes | 10 | 5,870 | 16,7182,228 thinking | — | $0.179 |
| gpt-6-luna | Naming clusters | 1 | 968 | 20398 thinking | — | $0.0002 |
| Total | 34 | 28,046 | 17,668 | 5 | $0.279 | |
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 | — | 5 | 23.7 | 21,208 / 747 · 5 searches | |
| gpt-6.1-sol | 1 | 13 | 13 | 31.5 | 587 / 1,669 | |
| gpt-6.1-sol | 2 | 14 | 14 | 33.3 | 587 / 1,705 | |
| gpt-6.1-sol | 3 | 13 | 13 | 32.4 | 587 / 1,548 | |
| gpt-6.1-sol | 4 | 13 | 13 | 32.6 | 587 / 1,668 | |
| gpt-6.1-sol | 5 | 14 | 14 | 37.8 | 587 / 1,733 | |
| gpt-6.1-sol | 6 | 14 | 14 | 31.2 | 587 / 1,614 | |
| gpt-6.1-sol | 7 | 14 | 14 | 31.2 | 587 / 1,763 | |
| gpt-6.1-sol | 8 | 14 | 14 | 36.3 | 587 / 1,687 | |
| gpt-6.1-sol | 9 | 14 | 14 | 30.2 | 587 / 1,520 | |
| gpt-6.1-sol | 10 | 14 | 14 | 38.2 | 587 / 1,811 |