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Fan-out run69XX3z2VKzgpartialAI Overview

best Custom-Printed Flat Pouches

Geminigemini-4-argonOpenAIgpt-6.1-sol10 passes + 1 real-search91 queries11/10/2026
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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
67%
2 of 3 matched the simulation
Cost of this run
$0.248
44,650 tokens · 3 web searches · on your keys

Fan-out diagram

Seed → topic clusters → sub-queries, per model.

SEED QUERY
best Custom-Printed Flat Pouches
88 unique queries · 10 passes
printing and material options
5 queries · 19 hits
custom printed flat pouches vs stand up pouches6xGoogle ↗
COMPARATIVEComparison
digital vs rotogravure printing for custom flat pouches4xGoogle ↗
COMPARATIVEComparison
recyclable vs compostable custom printed flat pouches3xGoogle ↗
COMPARATIVEComparison
digital vs flexographic printing for custom flat pouches3xGoogle ↗
COMPARATIVEComparison
recyclable custom printed flat pouches material options3xGoogle ↗
RELATEDComparison
supplier comparisons and minimums
4 queries · 16 hits
best custom printed flat pouch suppliers8xGoogle ↗
REFORMULATIONComparison
best custom printed flat pouches for small business low minimum order3xGoogle ↗
PERSONALIZEDComparison
best custom printed flat pouches for small businesses low minimum order3xGoogle ↗
PERSONALIZEDComparison
best custom printed flat pouch manufacturers2xGoogle ↗
REFORMULATIONComparison
food safety and barrier properties
3 queries · 6 hits
custom printed flat pouches food safe moisture oxygen barrier specifications2xGoogle ↗
IMPLICITOther / navigational
food safe custom printed flat pouches oxygen moisture barrier specifications2xGoogle ↗
IMPLICITInstruction
custom printed flat pouches food contact safety documentation2xGoogle ↗
RELATEDInstruction
pouch construction and quality
2 queries · 4 hits
custom printed flat pouch supplier reviews print quality durability2xGoogle ↗
REFORMULATIONComparison
custom printed lay flat pouches three side seal sachets2xGoogle ↗
ENTITY EXPANSIONOther / navigational
pricing and setup fees
2 queries · 4 hits
custom printed flat pouch pricing setup fees and cost per pouch2xGoogle ↗
IMPLICITComparison
custom printed flat pouches cost per pouch setup fees2xGoogle ↗
IMPLICITComparison
artwork and file preparation
2 queries · 4 hits
custom printed flat pouch artwork requirements dieline bleed color proof2xGoogle ↗
IMPLICITInstruction
how to prepare artwork for custom printed flat pouches2xGoogle ↗
RELATEDInstruction
samples and production timelines
1 query · 2 hits
custom printed flat pouches production lead time rush orders2xGoogle ↗
IMPLICITOther / navigational
pouch sizing and closure options
1 query · 2 hits
how to choose custom printed flat pouch size zipper tear notch heat seal2xGoogle ↗
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 (88)OpenAI real searches (3)
Short fact3%Other / navigational23%67%Comparison53%33%ConsequenceReasonDefinitionInstruction19%Yes / no1%

Classes come from the query-classifier (a local Laya model). 59 of 91 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.

OpenAI3 real searches · gpt-6.1-sol67% predicted
custom printed flat pouches no gusset packaging US ePac CarePac PBFY minimum order Google ↗
simulatedcustom printed flat pouches low minimum order0.962
custom printed flat pouches ClearBags Roastar flat pouch custom Google ↗
simulatedePac Roastar PBFY custom printed flat pouches0.971
site.epacflexibles.com lay flat pouches 15 business days minimum order Google ↗
closestcustom printed flat pouch suppliers comparison minimum order pricing lead time0.912
  1. roastar.com · roastar.com
  2. roastar.com · roastar.com
  3. carepac.com · carepac.com
  4. roastar.com · roastar.com
  5. roastar.com · roastar.com
  6. roastar.com · roastar.com
  7. roastar.com · roastar.com
  8. metropack.com · metropack.com
  9. roastar.com · roastar.com
  10. flexiblepouches.com · flexiblepouches.com
  11. vistaprint.com · vistaprint.com
  12. roastar.com · roastar.com
  13. roastar.com · roastar.com
  14. clearbags.com · clearbags.com
  15. eu-assets.contentstack.com · eu-assets.contentstack.com
  16. pbfy.com · pbfy.com
  17. clearbags.com · clearbags.com
  18. simplypolybags.com · simplypolybags.com
  19. reddit.com · reddit.com
  20. reddit.com · reddit.com
  21. reddit.com · reddit.com
  22. reddit.com · reddit.com
  23. reddit.com · reddit.com
  24. reddit.com · reddit.com
  25. reddit.com · reddit.com
  26. reddit.com · reddit.com
  27. reddit.com · reddit.com
  28. reddit.com · reddit.com
  29. reddit.com · reddit.com
  30. reddit.com · reddit.com
  31. en.wikipedia.org · en.wikipedia.org
  32. epacflexibles.com · epacflexibles.com
  33. epacflexibles.com · epacflexibles.com
  34. epacflexibles.com · epacflexibles.com
  35. epacflexibles.com · epacflexibles.com
  36. pay.epacflexibles.com · pay.epacflexibles.com
  37. eflexibles.com · eflexibles.com
  38. epacflexibles.com · epacflexibles.com
  39. epacflexibles.com · epacflexibles.com
  40. epacflexibles.com · epacflexibles.com
  41. epacflexibles.com · epacflexibles.com
  42. epacflexibles.com · epacflexibles.com
  43. epacflexibles.com · epacflexibles.com
  44. ttabvue.uspto.gov · ttabvue.uspto.gov
  45. tricorbraunflex.com · tricorbraunflex.com
  46. tricorbraunflex.com · tricorbraunflex.com
  47. reddit.com · reddit.com
  48. reddit.com · reddit.com
  49. reddit.com · reddit.com
  50. reddit.com · reddit.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
printing and material optionssupplier comparisons and minimumspouch construction and qualitysamples and production timelinesfood safety and barrier propertiespricing and setup feesartwork and file preparationpouch sizing and closure options
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 / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best custom printed flat pouch suppliers
REFORMULATION
Google ↗
AI Mode ↗		Find reputable suppliers of custom-printed flat pouches.Comparisonbuyers_guidesupplier comparisons and minimums8x
of 10
custom printed flat pouches vs stand up pouches
COMPARATIVE
Google ↗
AI Mode ↗		Determine whether flat pouches or stand-up pouches better suit the intended packaging use.Comparisoncomparison_tableprinting and material options6x
of 10
digital vs rotogravure printing for custom flat pouches
COMPARATIVE
Google ↗
AI Mode ↗		Choose a printing method based on order size, print quality, and setup costs.Comparisoncomparison_tableprinting and material options4x
of 10
best custom printed flat pouches for small business low minimum order
PERSONALIZED
Google ↗
AI Mode ↗		Find flat pouch options suited to a small business ordering limited quantities.Comparisonbuyers_guidesupplier comparisons and minimums3x
of 10
best custom printed flat pouches for small businesses low minimum order
PERSONALIZED
Google ↗
AI Mode ↗		Find flat pouch options suitable for a small business ordering limited quantities.Comparisonbuyers_guidesupplier comparisons and minimums3x
of 10
recyclable vs compostable custom printed flat pouches
COMPARATIVE
Google ↗
AI Mode ↗		Compare lower-impact flat-pouch materials and their disposal requirements.Comparisoncomparison_tableprinting and material options3x
of 10
digital vs flexographic printing for custom flat pouches
COMPARATIVE
Google ↗
AI Mode ↗		Compare printing methods for cost, order volume, and print quality.Comparisoncomparison_tableprinting and material options3x
of 10
recyclable custom printed flat pouches material options
RELATED
Google ↗
AI Mode ↗		Explore custom flat pouch materials designed for recycling.Comparisonbuyers_guideprinting and material options3x
of 10
best custom printed flat pouch manufacturers
REFORMULATION
Google ↗
AI Mode ↗		Find well-regarded manufacturers of custom-printed flat pouches.Comparisonreview_roundupsupplier comparisons and minimums2x
of 10
custom printed flat pouch supplier reviews print quality durability
REFORMULATION
Google ↗
AI Mode ↗		Identify suppliers with positive feedback on printing and pouch durability.Comparisonreview_rounduppouch construction and quality2x
of 10
custom printed flat pouch pricing setup fees and cost per pouch
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to understand the total cost of ordering custom-printed flat pouches.Comparisonpricing_pagepricing and setup fees2x
of 10
custom printed flat pouches cost per pouch setup fees
IMPLICIT
Google ↗
AI Mode ↗		Understand unit prices and additional printing or setup charges.Comparisonpricing_pagepricing and setup fees2x
of 10
custom printed lay flat pouches three side seal sachets
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to find relevant products sold under alternative flat-pouch terminology.Other / navigationalproduct_spec_sheetpouch construction and quality2x
of 10
custom printed flat pouches food safe moisture oxygen barrier specifications
IMPLICIT
Google ↗
AI Mode ↗		Identify food-packaging pouches with appropriate safety documentation and barrier properties.Other / navigationalproduct_spec_sheetfood safety and barrier properties2x
of 10
food safe custom printed flat pouches oxygen moisture barrier specifications
IMPLICIT
Google ↗
AI Mode ↗		Find food-contact pouch materials with suitable oxygen and moisture protection.Instructionproduct_spec_sheetfood safety and barrier properties2x
of 10
custom printed flat pouches food contact safety documentation
RELATED
Google ↗
AI Mode ↗		The searcher wants to verify that pouch materials are suitable for direct food contact.Instructionfaq_pagefood safety and barrier properties2x
of 10
custom printed flat pouch artwork requirements dieline bleed color proof
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to know how to prepare artwork and approve print quality before production.Instructionchecklistartwork and file preparation2x
of 10
custom printed flat pouches production lead time rush orders
IMPLICIT
Google ↗
AI Mode ↗		Find suppliers whose production schedules can meet a packaging deadline.Other / navigationalfaq_pagesamples and production timelines2x
of 10
how to choose custom printed flat pouch size zipper tear notch heat seal
RELATED
Google ↗
AI Mode ↗		Choose pouch dimensions and closure features that fit the intended product.Instructionchecklistpouch sizing and closure options2x
of 10
how to prepare artwork for custom printed flat pouches
RELATED
Google ↗
AI Mode ↗		The searcher wants to understand the design files and print preparation needed to place an order.Instructionhow_to_stepsartwork and file preparation2x
of 10
custom printed flat pouches for small businesses low minimum order
PERSONALIZED
Google ↗
AI Mode ↗		Find flat pouch suppliers suitable for a small business ordering limited quantities.Other / navigationalbuyers_guidesupplier comparisons and minimums1x
of 10
custom printed flat pouch manufacturers comparison quality price minimum order
COMPARATIVE
Google ↗
AI Mode ↗		Compare manufacturers on print quality, cost, and minimum order quantities.Comparisoncomparison_tablesupplier comparisons and minimums1x
of 10
custom printed flat pouch suppliers comparison pricing quality minimum order
COMPARATIVE
Google ↗
AI Mode ↗		Compare suppliers on price, print quality, and minimum order quantities.Comparisoncomparison_tablesupplier comparisons and minimums1x
of 10
custom printed flat pouches supplier comparison quality price minimum order
COMPARATIVE
Google ↗
AI Mode ↗		Compare suppliers by print quality, pricing, and minimum order requirements.Comparisoncomparison_tablesupplier comparisons and minimums1x
of 10
best custom printed lay flat pouches three side seal packaging
REFORMULATION
Google ↗
AI Mode ↗		Find recommended packaging options using common alternative names for flat pouches.Instructionbuyers_guidepouch construction and quality1x
of 10
custom printed flat pouch suppliers comparison minimum order price turnaround
COMPARATIVE
Google ↗
AI Mode ↗		Compare suppliers on the main factors that influence a purchase.Comparisoncomparison_tablesupplier comparisons and minimums1x
of 10
custom printed flat pouches pricing setup fees bulk discounts
IMPLICIT
Google ↗
AI Mode ↗		Understand unit pricing, setup charges, and potential volume savings.Comparisonpricing_pagepricing and setup fees1x
of 10
epac pbfy custom printed flat pouch options
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to explore custom flat pouch offerings from named packaging suppliers.Comparisonproduct_spec_sheetprinting and material options1x
of 10
custom printed flat pouches low minimum order
IMPLICIT
Google ↗
AI Mode ↗		Find suppliers that accept small custom-printed flat pouch orders.Yes / nobuyers_guidesupplier comparisons and minimums1x
of 10
custom printed flat pouches low minimum order for small business
PERSONALIZED
Google ↗
AI Mode ↗		Find flat pouch printing options suitable for a small business ordering limited quantities.Other / navigationalbuyers_guidesupplier comparisons and minimums1x
of 10
custom printed flat pouch suppliers comparison minimum order pricing lead time
COMPARATIVE
Google ↗
AI Mode ↗		Compare suppliers on the purchasing factors most likely to affect a buying decision.Comparisoncomparison_tablesupplier comparisons and minimums1x
of 10
custom printed flat pouch pricing setup fees cost per pouch
IMPLICIT
Google ↗
AI Mode ↗		Understand per-pouch costs and additional printing or setup charges.Comparisonpricing_pagepricing and setup fees1x
of 10
custom printed flat pouch suppliers price minimum order turnaround comparison
COMPARATIVE
Google ↗
AI Mode ↗		Compare suppliers on cost, minimum order quantity, and production time.Comparisoncomparison_tablesupplier comparisons and minimums1x
of 10
best custom printed flat pouches for a small business with low minimum orders
PERSONALIZED
Google ↗
AI Mode ↗		Find flat pouch suppliers suitable for a small business ordering limited quantities.Comparisonbuyers_guidesupplier comparisons and minimums1x
of 10
custom printed flat pouch prices by order quantity
IMPLICIT
Google ↗
AI Mode ↗		Understand how order size affects the cost of custom-printed flat pouches.Comparisonpricing_pagepricing and setup fees1x
of 10
custom printed flat pouch bulk pricing setup fees
IMPLICIT
Google ↗
AI Mode ↗		Understand bulk order costs and any additional printing setup charges.Other / navigationalpricing_pagepricing and setup fees1x
of 10
custom printed flat pouch pricing by order quantity
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to understand unit costs and how order volume affects pricing.Comparisonpricing_pagepricing and setup fees1x
of 10
custom printed flat pouch pricing per unit setup fees
IMPLICIT
Google ↗
AI Mode ↗		Estimate pouch costs including printing setup charges.Other / navigationalpricing_pagepricing and setup fees1x
of 10
food safe custom printed flat pouches food contact compliance
RELATED
Google ↗
AI Mode ↗		Identify custom flat pouches with appropriate food-contact documentation.Comparisonproduct_spec_sheetfood safety and barrier properties1x
of 10
custom printed flat pouches food contact safe oxygen moisture barrier materials
IMPLICIT
Google ↗
AI Mode ↗		Find food-contact-safe pouch materials with appropriate oxygen and moisture protection.Other / navigationalproduct_spec_sheetfood safety and barrier properties1x
of 10
ePac vs Roastar custom printed lay flat pouches
ENTITY EXPANSION
Google ↗
AI Mode ↗		Compare custom lay-flat pouch offerings from two named packaging suppliers.Comparisoncomparison_tableprinting and material options1x
of 10
food grade custom printed flat pouches oxygen moisture barrier specifications
RELATED
Google ↗
AI Mode ↗		Identify food-contact pouch materials with suitable oxygen and moisture protection.Comparisonproduct_spec_sheetfood safety and barrier properties1x
of 10
custom printed flat pouches digital printing vs rotogravure
COMPARATIVE
Google ↗
AI Mode ↗		Determine which printing method best fits the order size, budget, and design requirements.Comparisoncomparison_tableprinting and material options1x
of 10
best recyclable custom printed flat pouches
RELATED
Google ↗
AI Mode ↗		Find custom-printed flat pouches with documented recyclable material options.Comparisonbuyers_guideprinting and material options1x
of 10
best barrier materials for custom printed flat pouches coffee spices powders
IMPLICIT
Google ↗
AI Mode ↗		Choose pouch materials that protect products from moisture, oxygen, and aroma loss.Comparisonbuyers_guidefood safety and barrier properties1x
of 10
custom printed flat pouch materials oxygen moisture light barrier
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to choose pouch materials that protect the contents from environmental exposure.Comparisonproduct_spec_sheetfood safety and barrier properties1x
of 10
custom printed three side seal pouches lay flat packaging
ENTITY EXPANSION
Google ↗
AI Mode ↗		Find flat pouch products listed under closely related packaging terminology.Other / navigationalproduct_spec_sheetpouch construction and quality1x
of 10
high barrier custom printed flat pouches oxygen moisture protection specifications
RELATED
Google ↗
AI Mode ↗		The searcher wants pouch materials that protect products against oxygen and moisture.Instructionproduct_spec_sheetfood safety and barrier properties1x
of 10
custom printed flat pouches food contact compliance barrier materials
IMPLICIT
Google ↗
AI Mode ↗		Identify materials and documentation needed for flat pouches used with food.Other / navigationalbuyers_guidefood safety and barrier properties1x
of 10
recyclable custom printed flat pouches material options disposal requirements
RELATED
Google ↗
AI Mode ↗		Find recyclable pouch options and understand their disposal limitations.Comparisonweb_articleprinting and material options1x
of 10
custom printed three side seal flat pouches and sachets suppliers
ENTITY EXPANSION
Google ↗
AI Mode ↗		Find suppliers using related terminology for flat pouch packaging.Other / navigationalweb_articlepouch construction and quality1x
of 10
digital vs gravure printing for custom flat pouches
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare printing methods for quality, order size, and overall cost.Comparisoncomparison_tableprinting and material options1x
of 10
epac vs roastar custom printed flat pouches
ENTITY EXPANSION
Google ↗
AI Mode ↗		Compare two named flexible-packaging suppliers for custom flat pouch options.Comparisoncomparison_tableprinting and material options1x
of 10
recyclable mono material vs multilayer custom printed flat pouches
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare recyclability, protection, and practical trade-offs between material structures.Comparisoncomparison_tableprinting and material options1x
of 10
recyclable custom printed flat pouch packaging options
RELATED
Google ↗
AI Mode ↗		Identify custom-printed flat pouch options designed for recycling.Comparisonbuyers_guideprinting and material options1x
of 10
epac flexible packaging custom printed lay flat pouches
ENTITY EXPANSION
Google ↗
AI Mode ↗		Evaluate ePac Flexible Packaging's lay-flat pouch offering.Other / navigationalproduct_spec_sheetpouch construction and quality1x
of 10
flat pouches vs stand up pouches for custom product packaging
RELATED
Google ↗
AI Mode ↗		Check whether flat pouches are the right packaging format compared with stand-up pouches.Comparisoncomparison_tableprinting and material options1x
of 10
how to choose custom flat pouch size fill capacity and seal allowance
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to select pouch dimensions that accommodate the product and leave enough room for sealing.Instructionhow_to_stepspouch sizing and closure options1x
of 10
epac custom printed lay flat pouches sizes materials features
ENTITY EXPANSION
Google ↗
AI Mode ↗		Evaluate ePac's lay-flat pouch specifications as a potential supplier option.Other / navigationalproduct_spec_sheetpouch construction and quality1x
of 10
ePac custom printed lay flat pouches specifications
ENTITY EXPANSION
Google ↗
AI Mode ↗		Evaluate a named supplier's lay-flat pouch offering.Instructionproduct_spec_sheetpouch construction and quality1x
of 10
custom printed flat pouch samples print quality seal strength checklist
IMPLICIT
Google ↗
AI Mode ↗		Learn how to evaluate pouch samples before placing a production order.Instructionchecklistpouch construction and quality1x
of 10
best custom printed flat pouches for a small business selling sample packs
PERSONALIZED
Google ↗
AI Mode ↗		Find pouch options suited to a small business producing branded sample packs.Other / navigationalbuyers_guidesupplier comparisons and minimums1x
of 10
custom printed flat pouch sizes zipper tear notch options
RELATED
Google ↗
AI Mode ↗		The searcher wants to identify available dimensions and functional pouch features.Comparisonproduct_spec_sheetpouch sizing and closure options1x
of 10
custom printed flat pouch artwork requirements bleed color proofing
RELATED
Google ↗
AI Mode ↗		Learn how to prepare print-ready artwork and approve a pouch design.Instructionchecklistartwork and file preparation1x
of 10
digital printing vs rotogravure for custom flat pouches quality and order size
COMPARATIVE
Google ↗
AI Mode ↗		Choose a printing method suited to the required quality and production volume.Comparisoncomparison_tableprinting and material options1x
of 10
how to prepare artwork for custom printed flat pouches bleed safe area
RELATED
Google ↗
AI Mode ↗		Understand how to prepare print-ready artwork for a flat pouch order.Instructionhow_to_stepsartwork and file preparation1x
of 10
custom printed flat pouch sample packs before ordering
IMPLICIT
Google ↗
AI Mode ↗		Find out how to obtain samples before committing to a custom pouch order.Other / navigationalfaq_pagesamples and production timelines1x
of 10
custom printed flat pouch production lead time samples and rush orders
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to understand sample availability and how long production and expedited orders take.Other / navigationalfaq_pagesamples and production timelines1x
of 10
custom printed flat pouch artwork requirements bleed resolution color proof
IMPLICIT
Google ↗
AI Mode ↗		Learn what artwork files and proofing steps are required for a successful print order.Instructionhow_to_stepsartwork and file preparation1x
of 10
custom printed flat pouch sizes zipper tear notch heat seal options
IMPLICIT
Google ↗
AI Mode ↗		Check which dimensions and closure features are available.Comparisonproduct_spec_sheetpouch sizing and closure options1x
of 10
custom printed flat pouch production lead times rush orders
IMPLICIT
Google ↗
AI Mode ↗		Find typical production timelines and whether expedited orders are available.Other / navigationalfaq_pagesamples and production timelines1x
of 10
custom printed flat pouch samples proof approval production lead time
IMPLICIT
Google ↗
AI Mode ↗		Understand sampling, proof approval, and expected production timelines before ordering.Other / navigationalfaq_pagesamples and production timelines1x
of 10
custom printed flat pouches resealable zipper vs heat seal only
COMPARATIVE
Google ↗
AI Mode ↗		Choose between resealable and single-use closure options.Comparisoncomparison_tablepouch sizing and closure options1x
of 10
how to choose custom flat pouch size fill capacity sample testing
IMPLICIT
Google ↗
AI Mode ↗		Choose suitable pouch dimensions and verify product fit with samples.Instructionhow_to_stepspouch sizing and closure options1x
of 10
custom printed flat pouch sample quality checklist
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to evaluate pouch samples before committing to a production order.Instructionchecklistpouch construction and quality1x
of 10
custom printed flat pouch artwork requirements bleed safe area proofing
RELATED
Google ↗
AI Mode ↗		Learn how to prepare print-ready artwork and evaluate proofs before ordering.Instructionchecklistartwork and file preparation1x
of 10
custom printed three side seal flat pouch sizes film thickness zipper options
RELATED
Google ↗
AI Mode ↗		Review available dimensions, film thicknesses, and closure options for flat pouches.Comparisonproduct_spec_sheetpouch sizing and closure options1x
of 10
custom printed flat pouch sample packs print proofs
RELATED
Google ↗
AI Mode ↗		Learn how to evaluate pouch materials and printed results before placing a full order.Other / navigationalfaq_pagepouch construction and quality1x
of 10
custom printed flat pouch suppliers production lead times rush orders
IMPLICIT
Google ↗
AI Mode ↗		Find suppliers whose production schedules can meet a packaging deadline.Comparisonfaq_pagesamples and production timelines1x
of 10
custom printed flat pouch supplier reviews print quality seal durability
RELATED
Google ↗
AI Mode ↗		The searcher wants evidence of supplier reliability and finished-pouch quality.Comparisonreview_rounduppouch construction and quality1x
of 10
custom printed flat pouches vs stand up pouches which is better
COMPARATIVE
Google ↗
AI Mode ↗		Confirm whether flat pouches are more suitable than stand-up pouches for the intended packaging use.Comparisoncomparison_tableprinting and material options1x
of 10
custom printed flat pouches sample orders proof approval production lead time
IMPLICIT
Google ↗
AI Mode ↗		Learn how to verify pouch quality and estimate the ordering timeline.Short factfaq_pagesamples and production timelines1x
of 10
custom printed three side seal pouches vs lay flat pouches
ENTITY EXPANSION
Google ↗
AI Mode ↗		Understand how three-side-seal and lay-flat pouch terminology overlaps and differs.Comparisonglossary/definitionpouch construction and quality1x
of 10
custom printed flat pouch production lead times proof approval shipping
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to understand the timeline from artwork approval to receiving finished pouches.Short factfaq_pagesamples and production timelines1x
of 10
custom printed flat pouch artwork requirements dieline bleed color
RELATED
Google ↗
AI Mode ↗		Understand the artwork requirements for producing accurately printed flat pouches.Instructionchecklistartwork and file preparation1x
of 10
custom printed flat pouch production lead time rush orders
IMPLICIT
Google ↗
AI Mode ↗		Understand production timelines and whether expedited orders are available.Short factfaq_pagesamples and production timelines1x
of 10
best custom printed flat pouches for single serving coffee samples
PERSONALIZED
Google ↗
AI Mode ↗		Find flat pouches suited to branded single-serving coffee samples.Comparisonbuyers_guidepouch construction and quality1x
of 10
ePac Roastar PBFY custom printed flat pouches
ENTITY EXPANSION
Google ↗
AI Mode ↗		Explore flat pouch offerings from named custom-packaging suppliers.Other / navigationalproduct_spec_sheetprinting and material options1x
of 10

Tokens & cost

What this run used on your API keys, per model and step.

ModelWhatRequestsInput tokensOutput tokensWeb searchesEst. cost
gemini-4-argonReal-search passes200—$0
gemini-4-argonSimulated passes2000—$0
gpt-6.1-solReal-search passes121,209626135 thinking3$0.079
gpt-6.1-solSimulated passes105,89015,7362,302 thinking—$0.169
gpt-6-lunaNaming clusters1969220103 thinking—$0.0002
Total3428,06816,5823$0.248

Billed to your own API keys. Estimated from the providers' list prices (checked 2026-11-12); output includes thinking tokens. Free tiers, caching and retries can make your bill differ. OpenAI bills the web search content it reads as input tokens.

Passes

Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.

0448812345678910
OpenAIx = pass, y = cumulative unique queries
ModelPassTargetGeneratedSecondsTokens (in / out)Notes
gemini-4-argon · real search1—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-argon1—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-argon2—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-argon3—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-argon4—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-argon5—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-argon6—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-argon7—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-argon8—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-argon9—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-argon10—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 search1—318.421,209 / 626 · 3 searches
gpt-6.1-sol1141431.6589 / 1,663
gpt-6.1-sol2121228.3589 / 1,532
gpt-6.1-sol3121233.5589 / 1,635
gpt-6.1-sol4121232.0589 / 1,457
gpt-6.1-sol5121232.7589 / 1,560
gpt-6.1-sol6121232.5589 / 1,608
gpt-6.1-sol7121227.0589 / 1,423
gpt-6.1-sol8131332.0589 / 1,642
gpt-6.1-sol9141430.7589 / 1,685
gpt-6.1-sol10121230.1589 / 1,531