best Health and beauty packaging
Geminigemini-4-argonOpenAIgpt-6.1-sol10 passes + 1 real-search105 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
102
2 in ≥ half the passes · stability 13%
OpenAI real searches predicted
33%
1 of 3 matched the simulation
Cost of this run
$0.233
33,044 tokens · 3 web searches · on your keys
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
best Health and beauty packaging
102 unique queries · 10 passes
packaging suppliers and design
6 queries · 26 hits
best packaging options for health and beauty products9xGoogle ↗
REFORMULATIONComparison
best health and beauty packaging suppliers8xGoogle ↗
REFORMULATIONComparison
health and beauty packaging design examples3xGoogle ↗
RELATEDComparison
best cosmetic and personal care packaging suppliers2xGoogle ↗
REFORMULATIONComparison
premium health and beauty packaging design examples2xGoogle ↗
RELATEDComparison
best health and beauty packaging design examples2xGoogle ↗
RELATEDComparison
materials and costs
3 queries · 7 hits
packaging formats
2 queries · 6 hits
safety and regulatory requirements
2 queries · 4 hits
compatibility and testing
1 query · 3 hits
how to choose packaging compatible with skincare ingredients3xGoogle ↗
IMPLICITComparison
sustainable packaging
1 query · 2 hits
best sustainable packaging for health and beauty products2xGoogle ↗
RELATEDComparison
small brand affordability
1 query · 2 hits
best affordable cosmetic packaging for small brands low minimum order2xGoogle ↗
PERSONALIZEDComparison
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 (102)OpenAI real searches (3)
Classes come from the query-classifier (a local Laya model). 72 of 105 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-sol33% predicted
site.aptar.com beauty packaging airless recyclable Google ↗
site.alb ea-group.com beauty packaging refill Google ↗
site.fda.gov cosmetics packaging containers contamination Google ↗
- aptar.com · aptar.com
- aptar.com · aptar.com
- aptar.com · aptar.com
- fda.gov · fda.gov
- lp.cosmoprof.com · lp.cosmoprof.com
- beauty.latamcatalog.aptar.com · beauty.latamcatalog.aptar.com
- fda.gov · fda.gov
- aptar.com · aptar.com
- fda.gov · fda.gov
- aptar.com · aptar.com
- aptar.com · aptar.com
- aptar.com · aptar.com
- fda.gov · fda.gov
- downloads.regulations.gov · downloads.regulations.gov
- fda.gov · fda.gov
- cms.aptar-prod.dotcms.cloud · cms.aptar-prod.dotcms.cloud
- aptar.com · aptar.com
- aptar.com · aptar.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- apnews.com · apnews.com
- reddit.com · reddit.com
- aptar.com · aptar.com
- aptar.com · aptar.com
- fda.gov · fda.gov
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
102 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best packaging options for health and beauty products REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants an overview of recommended packaging options for health and beauty products. | Comparison | buyers_guide | packaging suppliers and design | 9x of 10 | |
best health and beauty packaging suppliers REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants to identify reputable suppliers of health and beauty packaging. | Comparison | review_roundup | packaging suppliers and design | 8x of 10 | |
airless pump bottles vs jars for skincare packaging COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to understand when airless pumps or jars are better for skincare. | Comparison | comparison_table | packaging formats | 4x of 10 | |
glass vs plastic vs aluminum packaging for beauty products COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare common packaging materials before choosing one. | Comparison | comparison_table | materials and costs | 3x of 10 | |
health and beauty packaging design examples RELATED | Google ↗ AI Mode ↗ | The searcher wants visual inspiration for health and beauty packaging. | Comparison | image_gallery | packaging suppliers and design | 3x of 10 | |
how to choose packaging compatible with skincare ingredients IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to avoid packaging that reacts with or fails to protect a skincare formula. | Comparison | how_to_steps | compatibility and testing | 3x of 10 | |
best cosmetic and personal care packaging suppliers REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants reputable suppliers of cosmetic and personal care packaging. | Comparison | review_roundup | packaging suppliers and design | 2x of 10 | |
airless pump vs jar packaging for skincare COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to know when airless pumps are preferable to jars. | Comparison | comparison_table | packaging formats | 2x of 10 | |
best sustainable packaging for health and beauty products RELATED | Google ↗ AI Mode ↗ | The searcher wants packaging options that reduce environmental impact. | Comparison | buyers_guide | sustainable packaging | 2x of 10 | |
glass vs plastic vs aluminum cosmetic packaging pros and cons COMPARATIVE | Google ↗ AI Mode ↗ | Compare common packaging materials before choosing one for a beauty product. | Comparison | comparison_table | materials and costs | 2x of 10 | |
best packaging for vitamins and dietary supplements ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants suitable packaging options for consumer health products. | Comparison | buyers_guide | safety and regulatory requirements | 2x of 10 | |
premium health and beauty packaging design examples RELATED | Google ↗ AI Mode ↗ | The searcher wants visual inspiration for attractive, premium-looking packaging. | Comparison | image_gallery | packaging suppliers and design | 2x of 10 | |
best packaging for vitamins and supplements moisture protection tamper evidence RELATED | Google ↗ AI Mode ↗ | Identify packaging that protects supplements and provides evidence of tampering. | Yes / no | buyers_guide | safety and regulatory requirements | 2x of 10 | |
best affordable cosmetic packaging for small brands low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants economical cosmetic packaging suited to a small brand ordering limited quantities. | Comparison | buyers_guide | small brand affordability | 2x of 10 | |
best health and beauty packaging design examples RELATED | Google ↗ AI Mode ↗ | The searcher wants visual inspiration for attractive and functional packaging. | Comparison | image_gallery | packaging suppliers and design | 2x of 10 | |
custom health and beauty packaging cost stock vs custom containers RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand the cost implications of stock and custom packaging. | Comparison | comparison_table | materials and costs | 2x of 10 | |
best health and beauty packaging options REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants an overview of the best packaging options for health and beauty products. | Comparison | buyers_guide | packaging suppliers and design | 1x of 10 | |
best packaging for skincare creams serums and lotions RELATED | Google ↗ AI Mode ↗ | Choose suitable containers and dispensers for common skincare formulations. | Comparison | buyers_guide | product-specific protection | 1x of 10 | |
glass vs PET vs HDPE packaging for beauty products COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare common packaging materials for beauty products. | Comparison | comparison_table | materials and costs | 1x of 10 | |
best skincare packaging for creams lotions and cleansers ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants packaging recommendations for common skincare products. | Comparison | buyers_guide | product-specific protection | 1x of 10 | |
best sustainable packaging for cosmetics and personal care products RELATED | Google ↗ AI Mode ↗ | Find sustainable packaging options and understand their practical trade-offs. | Comparison | buyers_guide | sustainable packaging | 1x of 10 | |
best packaging for creams serums lotions and shampoos REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants packaging recommendations matched to common beauty product categories. | Comparison | buyers_guide | product-specific protection | 1x of 10 | |
glass vs plastic vs aluminum packaging for cosmetics COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare common cosmetic packaging materials. | Comparison | comparison_table | materials and costs | 1x of 10 | |
best sustainable packaging for beauty and personal care products RELATED | Google ↗ AI Mode ↗ | The searcher wants packaging options with lower environmental impact. | Comparison | buyers_guide | sustainable packaging | 1x of 10 | |
best sustainable packaging options for health and beauty products RELATED | Google ↗ AI Mode ↗ | The searcher wants packaging options that can reduce environmental impact. | Comparison | buyers_guide | sustainable packaging | 1x of 10 | |
best sustainable packaging for health and beauty products refillable recycled recyclable RELATED | Google ↗ AI Mode ↗ | The searcher wants packaging options that address environmental concerns. | Comparison | buyers_guide | sustainable packaging | 1x of 10 | |
best cosmetic packaging for lipstick foundation and powder ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants packaging formats suited to different makeup products. | Comparison | buyers_guide | small brand affordability | 1x of 10 | |
glass vs plastic vs aluminum beauty packaging pros and cons COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare major packaging materials before choosing one. | Comparison | comparison_table | materials and costs | 1x of 10 | |
refillable vs recyclable vs compostable beauty packaging COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to understand the practical sustainability trade-offs among packaging approaches. | Comparison | comparison_table | sustainable packaging | 1x of 10 | |
best leak proof packaging for shampoo conditioner and body wash RELATED | Google ↗ AI Mode ↗ | Find packaging that dispenses hair and body products reliably without leaking. | Comparison | buyers_guide | product-specific protection | 1x of 10 | |
airless pump vs dropper bottle vs jar for skincare packaging COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to identify the most suitable dispensing format for skincare products. | Comparison | comparison_table | packaging formats | 1x of 10 | |
how to choose cosmetic packaging compatible with product ingredients IMPLICIT | Google ↗ AI Mode ↗ | Learn how to choose packaging that will not react with or compromise a formulation. | Comparison | how_to_steps | compatibility and testing | 1x of 10 | |
refillable vs single use beauty packaging environmental impact COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to understand when refillable packaging offers environmental advantages. | Comparison | web_article | sustainable packaging | 1x of 10 | |
how to test cosmetic packaging compatibility with product formulas IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to verify that a container will safely preserve and dispense its intended formula. | Instruction | how_to_steps | compatibility and testing | 1x of 10 | |
best packaging for serums moisturizers and sunscreen ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants packaging recommendations for specific skincare product categories. | Comparison | buyers_guide | product-specific protection | 1x of 10 | |
cosmetic packaging safety and labeling requirements IMPLICIT | Google ↗ AI Mode ↗ | Understand the safety and labeling considerations to verify for the intended sales market. | Reason | checklist | compatibility and testing | 1x of 10 | |
best sustainable beauty packaging refillable recyclable options RELATED | Google ↗ AI Mode ↗ | The searcher wants beauty packaging options with credible environmental benefits. | Comparison | buyers_guide | sustainable packaging | 1x of 10 | |
health and beauty packaging design inspiration RELATED | Google ↗ AI Mode ↗ | The searcher wants visual examples of attractive health and beauty packaging. | Other / navigational | image_gallery | packaging suppliers and design | 1x of 10 | |
best airless pump bottles for skincare serums and creams ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to know which airless packaging options suit skincare formulations. | Comparison | buyers_guide | packaging formats | 1x of 10 | |
how to choose packaging that protects skincare ingredients from light and air IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants packaging that helps preserve sensitive skincare formulations. | Instruction | how_to_steps | product-specific protection | 1x of 10 | |
best packaging for vitamins and supplements bottles vs blister packs ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to compare packaging options for health products such as vitamins and supplements. | Comparison | comparison_table | safety and regulatory requirements | 1x of 10 | |
best packaging for vitamins and supplements moisture protection tamper evident RELATED | Google ↗ AI Mode ↗ | The searcher wants protective packaging suitable for vitamins and supplements. | Other / navigational | buyers_guide | safety and regulatory requirements | 1x of 10 | |
glass vs plastic vs aluminum beauty packaging COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to understand the trade-offs among common beauty packaging materials. | Comparison | comparison_table | materials and costs | 1x of 10 | |
glass vs plastic vs aluminum cosmetic packaging COMPARATIVE | Google ↗ AI Mode ↗ | Compare packaging materials on protection, weight, cost, and recyclability. | Comparison | comparison_table | materials and costs | 1x of 10 | |
best sustainable beauty packaging refillable recyclable and recycled content RELATED | Google ↗ AI Mode ↗ | Understand which beauty packaging approaches can reduce environmental impact. | Comparison | web_article | sustainable packaging | 1x of 10 | |
tamper evident and hygienic packaging options for personal care products IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants packaging features that support product integrity and hygienic use. | Comparison | buyers_guide | safety and regulatory requirements | 1x of 10 | |
dietary supplement packaging tamper evident and child resistant requirements RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand applicable protective packaging requirements for supplements. | Reason | faq_page | safety and regulatory requirements | 1x of 10 | |
airless pumps vs dropper bottles vs jars for skincare COMPARATIVE | Google ↗ AI Mode ↗ | Determine which container and dispensing format best suits a skincare product. | Comparison | comparison_table | packaging formats | 1x of 10 | |
airless pump vs dropper bottle for oxidation sensitive skincare COMPARATIVE | Google ↗ AI Mode ↗ | Determine which dispensing system better suits skincare ingredients sensitive to air exposure. | Comparison | comparison_table | packaging formats | 1x of 10 | |
cosmetic vs over the counter health product packaging and labeling requirements IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand how packaging and labeling obligations differ by product classification. | Comparison | faq_page | safety and regulatory requirements | 1x of 10 | |
cosmetic packaging compatibility and stability testing checklist IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to verify that packaging will protect a formulation throughout its intended shelf life. | Reason | checklist | compatibility and testing | 1x of 10 | |
best sustainable beauty packaging refillable recyclable and recycled materials RELATED | Google ↗ AI Mode ↗ | The searcher wants to identify beauty packaging options with credible sustainability benefits. | Comparison | buyers_guide | sustainable packaging | 1x of 10 | |
how to choose cosmetic packaging that prevents contamination and protects ingredients IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants packaging that helps preserve product quality during storage and use. | Instruction | how_to_steps | compatibility and testing | 1x of 10 | |
best affordable cosmetic packaging for a small beauty brand low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants budget-friendly packaging suited to a small brand ordering limited quantities. | Comparison | buyers_guide | small brand affordability | 1x of 10 | |
best luxury beauty packaging materials and finishes RELATED | Google ↗ AI Mode ↗ | The searcher wants packaging choices that create a premium beauty brand presentation. | Comparison | buyers_guide | packaging suppliers and design | 1x of 10 | |
health and beauty packaging labeling and safety requirements checklist IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to identify labeling and safety requirements relevant to their product category and market. | Instruction | checklist | compatibility and testing | 1x of 10 | |
how to test health and beauty packaging for compatibility leaks and shipping damage IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to verify that packaging protects the formula and survives handling. | Consequence | checklist | compatibility and testing | 1x of 10 | |
aptar albéa quadpack beauty packaging options ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore packaging offerings from established beauty packaging suppliers. | Comparison | buyers_guide | packaging suppliers and design | 1x of 10 | |
cosmetic packaging labeling requirements by country IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand how packaging and labeling obligations vary by sales market. | Reason | web_article | compatibility and testing | 1x of 10 | |
best affordable beauty packaging for small brands with low minimum orders PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants packaging suited to a small brand with limited purchasing volume. | Comparison | buyers_guide | small brand affordability | 1x of 10 | |
cosmetic packaging safety labeling and material compatibility checklist IMPLICIT | Google ↗ AI Mode ↗ | Identify safety, labeling, and compatibility checks needed before selecting cosmetic packaging. | Instruction | checklist | compatibility and testing | 1x of 10 | |
health and beauty packaging safety labeling and tamper evident requirements RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand applicable packaging safety and labeling considerations. | Yes / no | checklist | safety and regulatory requirements | 1x of 10 | |
custom cosmetic packaging cost per unit and minimum order quantities IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand packaging costs and order-size constraints. | Comparison | pricing_page | small brand affordability | 1x of 10 | |
best low minimum order packaging for a small skincare business PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants packaging suited to a small skincare business with limited order volumes. | Comparison | buyers_guide | small brand affordability | 1x of 10 | |
best affordable cosmetic packaging for small businesses low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants budget-friendly packaging suitable for a small brand ordering limited quantities. | Yes / no | buyers_guide | small brand affordability | 1x of 10 | |
cosmetic and supplement packaging labeling requirements by country IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand packaging and labeling obligations in the intended sales market. | Reason | web_article | safety and regulatory requirements | 1x of 10 | |
cosmetic tubes bottles and compacts for skincare haircare and makeup ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find the packaging formats commonly used across major beauty product categories. | Comparison | web_article | packaging formats | 1x of 10 | |
custom beauty packaging pricing and minimum order quantities IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to estimate packaging costs and understand minimum purchasing commitments. | Comparison | pricing_page | small brand affordability | 1x of 10 | |
cosmetic packaging bottles jars and tubes wholesale prices RELATED | Google ↗ AI Mode ↗ | The searcher wants indicative purchasing costs for common beauty packaging formats. | Comparison | pricing_page | packaging formats | 1x of 10 | |
stock vs custom cosmetic packaging cost minimum order quantities COMPARATIVE | Google ↗ AI Mode ↗ | Compare the financial and order-volume implications of stock and custom packaging. | Comparison | comparison_table | small brand affordability | 1x of 10 | |
best luxury beauty packaging design examples RELATED | Google ↗ AI Mode ↗ | The searcher wants visual inspiration for premium beauty packaging. | Comparison | image_gallery | packaging suppliers and design | 1x of 10 | |
PET HDPE and PP packaging for skincare and haircare products ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to understand how common plastic resins are used in beauty packaging. | Comparison | comparison_table | product-specific protection | 1x of 10 | |
tamper evident and child resistant packaging for health and wellness products ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to understand protective packaging features used for health and wellness products. | Reason | buyers_guide | safety and regulatory requirements | 1x of 10 | |
stock vs custom beauty packaging cost per unit tooling minimum order COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare the cost implications of stock and custom beauty packaging. | Comparison | comparison_table | small brand affordability | 1x of 10 | |
best luxury beauty packaging for premium skincare brands PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants packaging suited to a premium brand position. | Comparison | buyers_guide | packaging suppliers and design | 1x of 10 | |
best low minimum order cosmetic packaging for small beauty brands PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging options suitable for a small brand ordering limited quantities. | Comparison | buyers_guide | small brand affordability | 1x of 10 | |
PET vs HDPE vs PP cosmetic packaging ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to compare common plastic resins used in cosmetic packaging. | Comparison | comparison_table | materials and costs | 1x of 10 | |
best affordable beauty packaging for small brands low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find practical packaging options for a small beauty brand with limited purchasing capacity. | Yes / no | buyers_guide | small brand affordability | 1x of 10 | |
best premium packaging for a luxury beauty brand PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants packaging that supports luxury positioning for a beauty brand. | Comparison | buyers_guide | packaging suppliers and design | 1x of 10 | |
custom cosmetic packaging cost stock bottles vs custom molds COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare the costs of stock packaging and custom-molded packaging. | Comparison | pricing_page | materials and costs | 1x of 10 | |
cosmetic packaging safety compatibility and labeling requirements IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know which safety, compatibility, and labeling requirements to check before selecting packaging. | Reason | checklist | compatibility and testing | 1x of 10 | |
cosmetic packaging labeling requirements checklist IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to identify labeling requirements to check before selecting cosmetic packaging. | Instruction | checklist | compatibility and testing | 1x of 10 | |
affordable beauty packaging for small brands low minimum order quantities PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants cost-effective packaging suitable for a small beauty business. | Comparison | buyers_guide | small brand affordability | 1x of 10 | |
affordable custom health and beauty packaging for a startup on a budget PERSONALIZED | Google ↗ AI Mode ↗ | Find ways to achieve branded packaging while controlling startup costs. | Comparison | buyers_guide | small brand affordability | 1x of 10 | |
best packaging for small beauty brands low minimum orders PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants packaging suitable for a small beauty business with limited purchasing volume. | Yes / no | buyers_guide | small brand affordability | 1x of 10 | |
PCR PET and HDPE cosmetic packaging materials explained ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to understand common plastic materials and recycled-content terminology used in cosmetic packaging. | Comparison | glossary/definition | materials and costs | 1x of 10 | |
aptar beauty albea quadpack cosmetic packaging product ranges ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore the packaging ranges offered by established beauty packaging companies. | Other / navigational | buyers_guide | compatibility and testing | 1x of 10 | |
best leak proof packaging for shipping skincare and beauty products IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants packaging that prevents leakage and damage during delivery. | Comparison | buyers_guide | product-specific protection | 1x of 10 | |
cosmetic packaging types bottles tubes jars droppers and pumps ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to learn the main container and dispenser types used for beauty products. | Other / navigational | glossary/definition | packaging formats | 1x of 10 | |
best leak resistant travel packaging for shampoo lotion and skincare RELATED | Google ↗ AI Mode ↗ | The searcher wants portable packaging that minimizes leakage during travel. | Comparison | buyers_guide | product-specific protection | 1x of 10 | |
Aptar Beauty Albéa Quadpack cosmetic packaging options ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to explore packaging offerings from established beauty packaging companies. | Comparison | buyers_guide | compatibility and testing | 1x of 10 | |
best packaging for a vitamin c serum to reduce light and air exposure PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants packaging suited to a serum with oxidation-sensitive ingredients. | Comparison | web_article | product-specific protection | 1x of 10 | |
best leakproof travel packaging for toiletries and skincare PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants portable packaging that reduces leakage during travel. | Comparison | review_roundup | product-specific protection | 1x of 10 | |
beauty packaging selection checklist size closures leak resistance shipping IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants a practical checklist for evaluating packaging performance before ordering. | Reason | checklist | compatibility and testing | 1x of 10 | |
health and beauty packaging design examples premium minimalist accessible RELATED | Google ↗ AI Mode ↗ | Browse visual examples to identify a suitable packaging design direction. | Other / navigational | image_gallery | packaging suppliers and design | 1x of 10 | |
best leak proof packaging for beauty products sold online PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants packaging that reduces leaks and damage during ecommerce shipping. | Comparison | buyers_guide | product-specific protection | 1x of 10 | |
how to choose bottles jars or tubes for beauty products RELATED | Google ↗ AI Mode ↗ | The searcher wants to match a container format to the product's texture and use. | Comparison | how_to_steps | packaging formats | 1x of 10 | |
beauty packaging testing checklist leaks shipping durability dispensing IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to verify that packaging performs reliably during use and shipping. | Reason | checklist | compatibility and testing | 1x of 10 | |
custom vs stock cosmetic packaging cost and lead time COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare the commercial trade-offs of custom and ready-made packaging. | Comparison | comparison_table | materials and costs | 1x of 10 | |
refillable beauty packaging systems bottles jars and refill pouches RELATED | Google ↗ AI Mode ↗ | The searcher wants to explore reusable containers and compatible refill formats. | Other / navigational | web_article | sustainable packaging | 1x of 10 | |
tamper evident seals and hygienic closures for health and beauty packaging RELATED | Google ↗ AI Mode ↗ | The searcher wants packaging features that support hygiene and reveal possible opening or interference. | Other / navigational | web_article | safety and regulatory requirements | 1x of 10 | |
health and beauty packaging selection checklist IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants a concise checklist for choosing suitable packaging. | Comparison | checklist | compatibility and testing | 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 | 8,717 | 459160 thinking | 3 | $0.052 |
| gpt-6.1-sol | Simulated passes | 10 | 5,850 | 16,9482,311 thinking | — | $0.181 |
| gpt-6-luna | Naming clusters | 1 | 964 | 106 | — | $0.0001 |
| Total | 34 | 15,531 | 17,513 | 3 | $0.233 | |
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 | — | 3 | 14.7 | 8,717 / 459 · 3 searches | |
| gpt-6.1-sol | 1 | 14 | 14 | 35.4 | 585 / 1,727 | |
| gpt-6.1-sol | 2 | 13 | 13 | 31.9 | 585 / 1,669 | |
| gpt-6.1-sol | 3 | 14 | 14 | 33.6 | 585 / 1,671 | |
| gpt-6.1-sol | 4 | 13 | 13 | 35.0 | 585 / 1,677 | |
| gpt-6.1-sol | 5 | 14 | 14 | 35.7 | 585 / 1,784 | |
| gpt-6.1-sol | 6 | 13 | 13 | 34.5 | 585 / 1,670 | |
| gpt-6.1-sol | 7 | 13 | 13 | 36.1 | 585 / 1,657 | |
| gpt-6.1-sol | 8 | 14 | 14 | 28.8 | 585 / 1,649 | |
| gpt-6.1-sol | 9 | 14 | 14 | 32.1 | 585 / 1,695 | |
| gpt-6.1-sol | 10 | 14 | 14 | 34.4 | 585 / 1,749 |