best custom candy packaging
Geminigemini-4-argonOpenAIgpt-6.1-sol10 passes + 1 real-search90 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
88
2 in ≥ half the passes · stability 14%
OpenAI real searches predicted
100%
2 of 2 matched the simulation
Cost of this run
$0.208
34,608 tokens · 2 web searches · on your keys
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
best custom candy packaging
88 unique queries · 10 passes
design and branding
3 queries · 18 hits
small business ordering
3 queries · 9 hits
sustainable materials
3 queries · 7 hits
printing costs and proofs
3 queries · 7 hits
food safety and barriers
2 queries · 5 hits
packaging comparisons
1 query · 4 hits
custom candy boxes vs pouches vs wrappers4xGoogle ↗
COMPARATIVEComparison
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 (88)OpenAI real searches (2)
Classes come from the query-classifier (a local Laya model). 66 of 90 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 candy packaging pouches candy wrappers noissue Packlane ePac small business Google ↗
custom candy packaging food safe clear bags boxes Uline Nashville Wraps ClearBags Google ↗
- fmcgpackaging.com · fmcgpackaging.com
- nashvillewraps.com · nashvillewraps.com
- thepouchhouse.com · thepouchhouse.com
- rinpac.com · rinpac.com
- custompackaginglane.com · custompackaginglane.com
- nashvillewraps.com · nashvillewraps.com
- nashvillewraps.com · nashvillewraps.com
- packlane.com · packlane.com
- nashvillewraps.com · nashvillewraps.com
- packoasis.com · packoasis.com
- packlane.com · packlane.com
- nashvillewraps.com · nashvillewraps.com
- packoasis.com · packoasis.com
- pactivevergreen.com · pactivevergreen.com
- static.nashvillewraps.com · static.nashvillewraps.com
- sundanceusa.com · sundanceusa.com
- eu-assets.contentstack.com · eu-assets.contentstack.com
- uploads.teachery.co · uploads.teachery.co
- 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
- thepouchhouse.com · thepouchhouse.com
- nashvillewraps.com · nashvillewraps.com
- packlane.com · packlane.com
- nashvillewraps.com · nashvillewraps.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
88 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best custom candy packaging companies REFORMULATION | Google ↗ AI Mode ↗ | Find reputable suppliers of custom candy packaging. | Comparison | review_roundup | design and branding | 10x of 10 | |
custom candy packaging design ideas RELATED | Google ↗ AI Mode ↗ | Find visual inspiration for attractive branded candy packaging. | Comparison | image_gallery | design and branding | 5x of 10 | |
custom candy boxes vs pouches vs wrappers COMPARATIVE | Google ↗ AI Mode ↗ | Determine which packaging format best suits a candy product. | Comparison | comparison_table | packaging comparisons | 4x of 10 | |
best custom candy packaging for small businesses low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging options suited to a small business ordering limited quantities. | Comparison | buyers_guide | small business ordering | 4x of 10 | |
custom candy packaging food contact safety requirements IMPLICIT | Google ↗ AI Mode ↗ | Understand what to verify before placing candy directly inside custom packaging. | Consequence | checklist | food safety and barriers | 3x of 10 | |
best custom candy packaging for small business low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging options suitable for a small business placing modest orders. | Comparison | buyers_guide | small business ordering | 3x of 10 | |
best recyclable or compostable custom candy packaging RELATED | Google ↗ AI Mode ↗ | Find customized candy packaging with credible recyclable or compostable options. | Comparison | buyers_guide | sustainable materials | 3x of 10 | |
how to prepare artwork for custom candy packaging printing RELATED | Google ↗ AI Mode ↗ | Learn how to create print-ready artwork for a packaging order. | Instruction | how_to_steps | printing costs and proofs | 3x of 10 | |
best personalized candy packaging for wedding favors PERSONALIZED | Google ↗ AI Mode ↗ | Find attractive customized candy packaging for wedding favors. | Comparison | buyers_guide | design and branding | 3x of 10 | |
custom candy packaging prices setup fees and minimum order quantities IMPLICIT | Google ↗ AI Mode ↗ | Estimate the total purchasing cost and order requirements for custom candy packaging. | Comparison | pricing_page | small business ordering | 2x of 10 | |
custom candy packaging cost per unit and setup fees IMPLICIT | Google ↗ AI Mode ↗ | Estimate the total cost of ordering customized candy packaging. | Comparison | pricing_page | printing costs and proofs | 2x of 10 | |
custom printed candy packaging cost per unit setup fees IMPLICIT | Google ↗ AI Mode ↗ | Estimate the total cost of ordering custom candy packaging. | Comparison | pricing_page | printing costs and proofs | 2x of 10 | |
food safe custom candy packaging materials for direct food contact IMPLICIT | Google ↗ AI Mode ↗ | Identify packaging materials appropriate for direct contact with candy. | Comparison | product_spec_sheet | food safety and barriers | 2x of 10 | |
best recyclable custom candy packaging options RELATED | Google ↗ AI Mode ↗ | Find customizable candy packaging with practical recyclable material options. | Comparison | buyers_guide | sustainable materials | 2x of 10 | |
recyclable vs compostable custom candy packaging COMPARATIVE | Google ↗ AI Mode ↗ | Compare sustainable packaging options and their practical limitations. | Comparison | comparison_table | sustainable materials | 2x of 10 | |
how to choose custom candy packaging REFORMULATION | Google ↗ AI Mode ↗ | Understand which features matter when selecting custom candy packaging. | Instruction | buyers_guide | design and branding | 1x of 10 | |
custom candy packaging bags vs boxes vs wrappers COMPARATIVE | Google ↗ AI Mode ↗ | Compare common packaging formats to choose the right one for candy. | Comparison | comparison_table | packaging comparisons | 1x of 10 | |
custom candy packaging suppliers compared price quality minimum order COMPARATIVE | Google ↗ AI Mode ↗ | Compare suppliers on the main factors that influence a purchase. | Comparison | comparison_table | small business ordering | 1x of 10 | |
best custom candy packaging bags boxes and wrappers REFORMULATION | Google ↗ AI Mode ↗ | Explore the main custom packaging formats available for candy. | Comparison | buyers_guide | design and branding | 1x of 10 | |
custom candy packaging options bags boxes and wrappers REFORMULATION | Google ↗ AI Mode ↗ | Understand the main types of custom candy packaging available. | Comparison | buyers_guide | packaging comparisons | 1x of 10 | |
best custom printed candy boxes with logo REFORMULATION | Google ↗ AI Mode ↗ | Find branded candy boxes suitable for retail or gifting. | Comparison | buyers_guide | design and branding | 1x of 10 | |
best custom printed candy bags boxes and wrappers REFORMULATION | Google ↗ AI Mode ↗ | Explore the main types of personalized candy packaging available. | Comparison | buyers_guide | packaging types and suppliers | 1x of 10 | |
custom printed candy packaging suppliers REFORMULATION | Google ↗ AI Mode ↗ | Find suppliers that manufacture candy packaging with custom branding. | Comparison | buyers_guide | packaging types and suppliers | 1x of 10 | |
how to choose the best custom candy packaging REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants guidance on selecting suitable custom packaging for candy. | Comparison | buyers_guide | design and branding | 1x of 10 | |
best custom candy packaging options for branded sweets REFORMULATION | Google ↗ AI Mode ↗ | Identify the most suitable packaging options for branded candy. | Comparison | buyers_guide | design and branding | 1x of 10 | |
custom candy boxes vs stand up pouches COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare two common packaging formats for candy. | Comparison | comparison_table | packaging comparisons | 1x of 10 | |
custom candy packaging prices setup fees minimum order quantities IMPLICIT | Google ↗ AI Mode ↗ | Understand the total cost and order requirements for custom candy packaging. | Comparison | pricing_page | small business ordering | 1x of 10 | |
best custom candy packaging for a small business low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging suitable for a small candy business that needs modest order quantities. | Comparison | buyers_guide | small business ordering | 1x of 10 | |
custom candy packaging suppliers comparison price minimum order turnaround COMPARATIVE | Google ↗ AI Mode ↗ | Compare suppliers on cost, order size, and production speed. | Comparison | comparison_table | small business ordering | 1x of 10 | |
custom candy bags vs boxes vs wrappers COMPARATIVE | Google ↗ AI Mode ↗ | Compare packaging formats to choose the best fit for a candy product. | Comparison | comparison_table | packaging comparisons | 1x of 10 | |
custom candy boxes vs bags vs wrappers COMPARATIVE | Google ↗ AI Mode ↗ | Compare the main packaging formats for candy. | Comparison | comparison_table | packaging comparisons | 1x of 10 | |
custom candy packaging cost by quantity IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand how order volume affects custom packaging prices. | Comparison | pricing_page | small business ordering | 1x of 10 | |
best custom candy packaging for small business low minimum orders PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging options suited to a small candy business with limited order volume. | Comparison | buyers_guide | small business ordering | 1x of 10 | |
food safe custom candy packaging direct food contact requirements IMPLICIT | Google ↗ AI Mode ↗ | Check which packaging materials are suitable for direct contact with candy. | Instruction | buyers_guide | food safety and barriers | 1x of 10 | |
custom printed candy boxes with logo ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore branded candy boxes and available customization options. | Other / navigational | product_spec_sheet | packaging types and suppliers | 1x of 10 | |
custom candy packaging prices by quantity including printing and setup fees IMPLICIT | Google ↗ AI Mode ↗ | Estimate the total cost of ordering custom candy packaging at different quantities. | Comparison | pricing_page | printing costs and proofs | 1x of 10 | |
food safe custom candy packaging direct contact requirements IMPLICIT | Google ↗ AI Mode ↗ | Learn what safety requirements packaging must meet when it directly touches candy. | Instruction | checklist | food safety and barriers | 1x of 10 | |
custom printed resealable stand up pouches for candy ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find customizable resealable pouches suitable for candy. | Other / navigational | product_spec_sheet | packaging types and suppliers | 1x of 10 | |
custom candy pouches vs boxes vs wrappers COMPARATIVE | Google ↗ AI Mode ↗ | Compare common candy packaging formats before choosing one. | Comparison | comparison_table | packaging comparisons | 1x of 10 | |
custom printed candy bar wrappers ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find custom wrapper options for individually packaged candy bars. | Other / navigational | product_spec_sheet | packaging types and suppliers | 1x of 10 | |
food safe custom candy packaging materials direct food contact IMPLICIT | Google ↗ AI Mode ↗ | Identify packaging materials suitable for direct contact with candy. | Comparison | buyers_guide | food safety and barriers | 1x of 10 | |
food safe custom candy packaging materials moisture and oxygen barriers IMPLICIT | Google ↗ AI Mode ↗ | Identify food-contact materials and barrier properties that help preserve candy quality. | Comparison | buyers_guide | food safety and barriers | 1x of 10 | |
custom candy packaging low minimum order IMPLICIT | Google ↗ AI Mode ↗ | Find suppliers that offer custom candy packaging in small quantities. | Yes / no | buyers_guide | small business ordering | 1x of 10 | |
custom printed twist wrappers for hard candy ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants suppliers or specifications for branded hard-candy wrappers. | Comparison | product_spec_sheet | packaging types and suppliers | 1x of 10 | |
packlane packhelp custom candy boxes ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore whether named custom-box suppliers offer suitable candy packaging. | Other / navigational | product_spec_sheet | chocolate protection and boxes | 1x of 10 | |
best custom chocolate packaging grease resistant protective inserts RELATED | Google ↗ AI Mode ↗ | Find customized packaging that protects chocolates and maintains their presentation. | Comparison | buyers_guide | chocolate protection and boxes | 1x of 10 | |
best custom chocolate packaging for shipping in hot weather RELATED | Google ↗ AI Mode ↗ | Find branded chocolate packaging and protective shipping options for warm conditions. | Comparison | buyers_guide | chocolate protection and boxes | 1x of 10 | |
best custom chocolate packaging barrier materials heat protection RELATED | Google ↗ AI Mode ↗ | Identify custom packaging suitable for protecting chocolate. | Comparison | buyers_guide | chocolate protection and boxes | 1x of 10 | |
eco friendly custom candy packaging recyclable compostable options RELATED | Google ↗ AI Mode ↗ | Discover customizable candy packaging with credible environmental benefits. | Comparison | web_article | sustainable materials | 1x of 10 | |
custom candy packaging moisture barrier for gummies and hard candy RELATED | Google ↗ AI Mode ↗ | Find packaging that helps protect moisture-sensitive candy. | Comparison | buyers_guide | food safety and barriers | 1x of 10 | |
custom chocolate boxes with inserts ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants branded boxes that hold and protect individual chocolates. | Comparison | product_spec_sheet | chocolate protection and boxes | 1x of 10 | |
custom candy packaging design ideas logo window boxes pouches RELATED | Google ↗ AI Mode ↗ | See examples of branded candy packaging designs. | Comparison | image_gallery | design and branding | 1x of 10 | |
custom resealable candy pouches for gummies moisture barrier RELATED | Google ↗ AI Mode ↗ | Find resealable custom pouches that help protect gummy candy from moisture changes. | Comparison | product_spec_sheet | food safety and barriers | 1x of 10 | |
packlane vs packola custom candy boxes ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare two named custom-box suppliers for a candy packaging project. | Comparison | comparison_table | packaging comparisons | 1x of 10 | |
custom candy packaging cost per unit bulk orders IMPLICIT | Google ↗ AI Mode ↗ | Estimate packaging costs and understand how order volume affects pricing. | Comparison | pricing_page | small business ordering | 1x of 10 | |
recyclable compostable custom candy packaging options RELATED | Google ↗ AI Mode ↗ | Explore custom packaging with recyclable or compostable material options. | Comparison | buyers_guide | sustainable materials | 1x of 10 | |
custom printed resealable stand up pouches for gummy candy ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find customizable resealable pouches suitable for gummy candy. | Other / navigational | product_spec_sheet | packaging types and suppliers | 1x of 10 | |
best eco friendly custom candy packaging recyclable compostable RELATED | Google ↗ AI Mode ↗ | Find custom candy packaging with suitable sustainability attributes. | Comparison | buyers_guide | sustainable materials | 1x of 10 | |
custom candy packaging folding cartons stand up pouches twist wrappers ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover specific packaging product categories available for customization. | Instruction | web_article | packaging types and suppliers | 1x of 10 | |
custom candy packaging design ideas logo colors and windows RELATED | Google ↗ AI Mode ↗ | Find visual inspiration for attractive branded candy packaging. | Instruction | image_gallery | design and branding | 1x of 10 | |
custom candy pouches moisture barrier resealable specifications RELATED | Google ↗ AI Mode ↗ | Identify pouch features that help protect candy and support repeated opening. | Yes / no | product_spec_sheet | food safety and barriers | 1x of 10 | |
packlane vs packhelp vs noissue for custom candy packaging ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare named custom-packaging providers for suitability for candy products. | Comparison | comparison_table | packaging comparisons | 1x of 10 | |
how to choose food safe candy packaging that keeps candy fresh IMPLICIT | Google ↗ AI Mode ↗ | Identify packaging requirements for food contact and candy freshness. | Instruction | checklist | food safety and barriers | 1x of 10 | |
custom printed candy stand up pouches pillow boxes and twist wrappers ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover specific packaging styles available for custom candy orders. | Comparison | buyers_guide | packaging types and suppliers | 1x of 10 | |
custom chocolate gift boxes with inserts ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find branded gift boxes that hold and present individual chocolates. | Other / navigational | product_spec_sheet | chocolate protection and boxes | 1x of 10 | |
best custom candy packaging for wedding favors PERSONALIZED | Google ↗ AI Mode ↗ | Find attractive personalized candy packaging for wedding guests. | Comparison | buyers_guide | design and branding | 1x of 10 | |
packlane packhelp custom candy packaging options ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check whether named custom-packaging suppliers offer suitable candy packaging. | Comparison | buyers_guide | design and branding | 1x of 10 | |
custom candy boxes vs pouches vs wrappers pros and cons COMPARATIVE | Google ↗ AI Mode ↗ | Choose a packaging format based on protection, presentation, and cost. | Comparison | comparison_table | packaging comparisons | 1x of 10 | |
best custom packaging for chocolate truffles with inserts RELATED | Google ↗ AI Mode ↗ | Find packaging that presents chocolate truffles neatly and limits movement. | Comparison | buyers_guide | chocolate protection and boxes | 1x of 10 | |
best custom candy packaging for a small candy business PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging options suited to a small candy business with limited purchasing volume. | Comparison | buyers_guide | design and branding | 1x of 10 | |
custom candy packaging logo printing options and artwork requirements IMPLICIT | Google ↗ AI Mode ↗ | Learn how to supply branding artwork and choose an appropriate printing method. | Comparison | how_to_steps | printing costs and proofs | 1x of 10 | |
custom candy packaging samples and print proofs before bulk order IMPLICIT | Google ↗ AI Mode ↗ | Learn how to verify packaging quality and artwork before committing to a bulk purchase. | Instruction | faq_page | printing costs and proofs | 1x of 10 | |
best packaging materials for chocolate gummies and hard candy RELATED | Google ↗ AI Mode ↗ | Choose packaging materials appropriate for different candy types. | Comparison | comparison_table | food safety and barriers | 1x of 10 | |
custom candy packaging production lead time sample proofs IMPLICIT | Google ↗ AI Mode ↗ | Understand how long custom packaging takes and whether samples or proofs are available. | Reason | faq_page | printing costs and proofs | 1x of 10 | |
custom candy packaging samples print quality checklist IMPLICIT | Google ↗ AI Mode ↗ | Learn what to inspect in packaging samples before placing a production order. | Instruction | checklist | printing costs and proofs | 1x of 10 | |
packlane custom candy boxes sizes printing options ENTITY EXPANSION | Google ↗ AI Mode ↗ | Evaluate Packlane as a possible supplier of custom candy boxes. | Comparison | product_spec_sheet | chocolate protection and boxes | 1x of 10 | |
custom candy packaging production lead time and rush orders IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand delivery timelines and expedited production options. | Consequence | faq_page | printing costs and proofs | 1x of 10 | |
personalized candy packaging ideas for wedding favors PERSONALIZED | Google ↗ AI Mode ↗ | Find attractive customizable packaging ideas for wedding candy favors. | Comparison | image_gallery | design and branding | 1x of 10 | |
custom candy packaging suppliers minimum order quantities and turnaround times COMPARATIVE | Google ↗ AI Mode ↗ | Compare suppliers based on ordering requirements and production speed. | Comparison | comparison_table | small business ordering | 1x of 10 | |
custom candy packaging sample kits proofs and turnaround time IMPLICIT | Google ↗ AI Mode ↗ | Find out how to check packaging quality and estimate production timing before ordering. | Reason | faq_page | printing costs and proofs | 1x of 10 | |
custom candy packaging design ideas branding examples RELATED | Google ↗ AI Mode ↗ | Explore visual examples to choose a packaging style and branding direction. | Other / navigational | image_gallery | design and branding | 1x of 10 | |
custom candy packaging production lead times artwork requirements RELATED | Google ↗ AI Mode ↗ | Understand the preparation and production requirements for ordering custom packaging. | Comparison | faq_page | printing costs and proofs | 1x of 10 | |
best personalized candy packaging for wedding favors small quantities PERSONALIZED | Google ↗ AI Mode ↗ | Find attractive small-quantity packaging for wedding candy favors. | Comparison | buyers_guide | design and branding | 1x of 10 | |
best custom packaging materials for chocolate and gummy candy shelf life IMPLICIT | Google ↗ AI Mode ↗ | Identify packaging materials that help preserve different types of candy. | Comparison | web_article | food safety and barriers | 1x of 10 | |
custom candy packaging production lead time and rush order options IMPLICIT | Google ↗ AI Mode ↗ | Understand how long custom packaging takes to produce and whether expedited service is available. | Comparison | faq_page | printing costs and proofs | 1x of 10 | |
custom candy packaging sample orders production lead times IMPLICIT | Google ↗ AI Mode ↗ | Check how to evaluate samples and how long custom packaging takes to produce. | Comparison | faq_page | printing costs and proofs | 1x of 10 | |
how to design custom candy packaging artwork dieline print requirements RELATED | Google ↗ AI Mode ↗ | Learn how to prepare artwork for a custom candy packaging order. | Instruction | how_to_steps | printing costs and proofs | 1x of 10 | |
wholesale custom candy packaging bulk order volume discounts lead times IMPLICIT | Google ↗ AI Mode ↗ | Evaluate custom packaging for larger recurring candy orders. | Comparison | buyers_guide | printing costs and proofs | 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 | 12,690 | 561117 thinking | 2 | $0.051 |
| gpt-6.1-sol | Simulated passes | 10 | 5,830 | 14,5701,990 thinking | — | $0.157 |
| gpt-6-luna | Naming clusters | 1 | 850 | 107 | — | $0.0001 |
| Total | 34 | 19,370 | 15,238 | 2 | $0.208 | |
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 | 18.3 | 12,690 / 561 · 2 searches | |
| gpt-6.1-sol | 1 | 12 | 12 | 30.3 | 583 / 1,439 | |
| gpt-6.1-sol | 2 | 12 | 12 | 28.5 | 583 / 1,439 | |
| gpt-6.1-sol | 3 | 12 | 12 | 29.5 | 583 / 1,429 | |
| gpt-6.1-sol | 4 | 14 | 14 | 31.9 | 583 / 1,599 | |
| gpt-6.1-sol | 5 | 12 | 12 | 29.2 | 583 / 1,431 | |
| gpt-6.1-sol | 6 | 12 | 12 | 26.5 | 583 / 1,377 | |
| gpt-6.1-sol | 7 | 12 | 12 | 27.4 | 583 / 1,439 | |
| gpt-6.1-sol | 8 | 13 | 13 | 30.0 | 583 / 1,494 | |
| gpt-6.1-sol | 9 | 12 | 12 | 27.9 | 583 / 1,453 | |
| gpt-6.1-sol | 10 | 12 | 12 | 27.7 | 583 / 1,470 |