bets Health and beauty packaging
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
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.
Classes come from the query-classifier (a local Laya model). 60 of 85 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Queries
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best health and beauty packaging suppliers REFORMULATION | Google ↗ AI Mode ↗ | Identify suppliers that provide packaging for health and beauty products. | Comparison | review_roundup | sustainable packaging design | 8x of 10 | |
health and beauty packaging design examples RELATED | Google ↗ AI Mode ↗ | Browse visual inspiration for health and beauty packaging. | Comparison | image_gallery | sustainable packaging design | 7x of 10 | |
best health and beauty packaging options REFORMULATION | Google ↗ AI Mode ↗ | Find an overview of recommended packaging options for health and beauty products. | Comparison | buyers_guide | sustainable packaging design | 5x of 10 | |
best health and beauty packaging REFORMULATION | Google ↗ AI Mode ↗ | Find an overview of the best packaging options for health and beauty products. | Comparison | buyers_guide | sustainable packaging design | 3x of 10 | |
sustainable health and beauty packaging recyclable refillable options RELATED | Google ↗ AI Mode ↗ | Discover packaging options that support recycling or reuse. | Comparison | web_article | sustainable packaging design | 3x of 10 | |
glass vs plastic packaging for skincare products COMPARATIVE | Google ↗ AI Mode ↗ | Compare glass and plastic containers for skincare packaging. | Comparison | comparison_table | packaging material comparisons | 3x of 10 | |
airless pump vs jar packaging for skincare COMPARATIVE | Google ↗ AI Mode ↗ | Determine when airless pumps or jars are more suitable for a skincare formula. | Comparison | comparison_table | skincare container comparisons | 3x of 10 | |
airless pump bottles vs jars for skincare packaging COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare airless pumps and jars for skincare products. | Comparison | comparison_table | skincare container comparisons | 3x of 10 | |
best packaging for health and beauty products REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants an overview of the best packaging options for health and beauty products. | Comparison | buyers_guide | sustainable packaging design | 2x of 10 | |
best sustainable packaging options for health and beauty products RELATED | Google ↗ AI Mode ↗ | Find health and beauty packaging options with lower environmental impacts. | Comparison | buyers_guide | sustainable packaging design | 2x of 10 | |
best sustainable packaging for health and beauty products RELATED | Google ↗ AI Mode ↗ | Find packaging options that reduce environmental impact while meeting product needs. | Comparison | buyers_guide | sustainable packaging design | 2x of 10 | |
airless pumps vs jars for skincare packaging COMPARATIVE | Google ↗ AI Mode ↗ | Determine when an airless pump is preferable to a jar. | Comparison | comparison_table | skincare container comparisons | 2x of 10 | |
glass vs plastic packaging for beauty products COMPARATIVE | Google ↗ AI Mode ↗ | Compare glass and plastic packaging for beauty products. | Comparison | comparison_table | packaging material comparisons | 2x of 10 | |
how to choose packaging compatible with cosmetic formulas IMPLICIT | Google ↗ AI Mode ↗ | Learn how to select packaging that will not leak, degrade, or react with a cosmetic formula. | Comparison | checklist | formula compatibility | 2x of 10 | |
health and beauty packaging design ideas RELATED | Google ↗ AI Mode ↗ | Browse visual inspiration for health and beauty packaging. | Comparison | image_gallery | sustainable packaging design | 2x of 10 | |
custom cosmetic packaging cost and minimum order quantities IMPLICIT | Google ↗ AI Mode ↗ | Understand the budget and order-size requirements for custom cosmetic packaging. | Comparison | pricing_page | custom packaging costs | 2x of 10 | |
common packaging types for cosmetics personal care and wellness products RELATED | Google ↗ AI Mode ↗ | Understand the main packaging formats used across health and beauty products. | Comparison | web_article | packaging types and materials | 1x of 10 | |
types of packaging for skincare cosmetics toiletries and supplements RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand which packaging formats suit different health and beauty categories. | Comparison | web_article | packaging types and materials | 1x of 10 | |
best packaging suppliers for cosmetics and personal care products REFORMULATION | Google ↗ AI Mode ↗ | Identify suppliers that offer packaging for cosmetics and personal care products. | Comparison | review_roundup | packaging types and materials | 1x of 10 | |
best packaging materials for cosmetics and personal care products REFORMULATION | Google ↗ AI Mode ↗ | Identify suitable materials for packaging cosmetics and personal care products. | Comparison | buyers_guide | packaging types and materials | 1x of 10 | |
cosmetic packaging materials properties and uses RELATED | Google ↗ AI Mode ↗ | Understand which packaging materials suit different beauty products. | Reason | web_article | packaging types and materials | 1x of 10 | |
types of packaging for skincare cosmetics and personal care products RELATED | Google ↗ AI Mode ↗ | Understand which packaging formats suit different beauty and personal care products. | Comparison | web_article | packaging types and materials | 1x of 10 | |
packaging materials for skincare cosmetics and personal care products RELATED | Google ↗ AI Mode ↗ | Learn which packaging materials suit different beauty and personal care products. | Comparison | web_article | packaging types and materials | 1x of 10 | |
types of packaging for cosmetics and personal care products RELATED | Google ↗ AI Mode ↗ | Understand common packaging formats used for cosmetics and personal care products. | Comparison | glossary/definition | packaging types and materials | 1x of 10 | |
how to choose packaging that protects beauty products from air light and contamination IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants packaging that preserves product quality and reduces contamination. | Instruction | checklist | packaging safety and compliance | 1x of 10 | |
cosmetic packaging types airless pumps dropper bottles tubes and jars ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to understand the main packaging formats used for beauty products. | Comparison | glossary/definition | skincare container comparisons | 1x of 10 | |
skincare cosmetics personal care and supplement packaging types ENTITY EXPANSION | Google ↗ AI Mode ↗ | Learn which packaging formats are used across major health and beauty product categories. | Comparison | web_article | packaging types and materials | 1x of 10 | |
cosmetic packaging types bottles jars tubes pumps and droppers ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand the main container and dispenser types used for beauty products. | Comparison | glossary/definition | skincare container comparisons | 1x of 10 | |
how to choose beauty packaging for formula compatibility and shelf life IMPLICIT | Google ↗ AI Mode ↗ | Choose packaging that protects a product's formula and maintains its shelf life. | Comparison | checklist | formula compatibility | 1x of 10 | |
types of packaging for cosmetics personal care and wellness products ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand the packaging formats used across the main health and beauty product categories. | Comparison | web_article | packaging types and materials | 1x of 10 | |
glass vs plastic vs aluminum health and beauty packaging COMPARATIVE | Google ↗ AI Mode ↗ | Compare common packaging materials before choosing one. | Comparison | comparison_table | packaging material comparisons | 1x of 10 | |
glass vs plastic vs aluminum beauty packaging COMPARATIVE | Google ↗ AI Mode ↗ | Compare packaging materials for durability, product compatibility, sustainability, and cost. | Comparison | comparison_table | packaging material comparisons | 1x of 10 | |
best sustainable packaging options for beauty and personal care products RELATED | Google ↗ AI Mode ↗ | Find beauty packaging options that reduce waste and environmental impact. | Comparison | buyers_guide | sustainable packaging design | 1x of 10 | |
glass vs plastic vs aluminum cosmetic packaging COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare common packaging materials before choosing one. | Comparison | comparison_table | packaging material comparisons | 1x of 10 | |
best sustainable refillable and recyclable beauty packaging RELATED | Google ↗ AI Mode ↗ | Find packaging options that support sustainability goals. | Comparison | buyers_guide | sustainable packaging design | 1x of 10 | |
how to choose skincare packaging for ingredient compatibility and product protection IMPLICIT | Google ↗ AI Mode ↗ | Choose packaging that protects a skincare formula and is compatible with its ingredients. | Comparison | how_to_steps | formula compatibility | 1x of 10 | |
sustainable health and beauty packaging options RELATED | Google ↗ AI Mode ↗ | The searcher wants packaging options that can reduce environmental impact. | Comparison | buyers_guide | sustainable packaging design | 1x of 10 | |
glass vs plastic packaging for cosmetics pros and cons COMPARATIVE | Google ↗ AI Mode ↗ | Compare glass and plastic cosmetic packaging before choosing a material. | Comparison | comparison_table | packaging material comparisons | 1x of 10 | |
how to test cosmetic packaging compatibility and prevent leaks IMPLICIT | Google ↗ AI Mode ↗ | Learn how to verify that packaging safely contains a formula without leaking or degrading. | Reason | checklist | formula compatibility | 1x of 10 | |
aptar beauty albéa quadpack cosmetic packaging options ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore cosmetic packaging offered by established packaging suppliers. | Comparison | buyers_guide | packaging types and materials | 1x of 10 | |
aptar albea quadpack beauty packaging suppliers ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to explore established beauty packaging suppliers and their offerings. | Comparison | buyers_guide | packaging types and materials | 1x of 10 | |
cosmetic and personal care packaging labeling requirements IMPLICIT | Google ↗ AI Mode ↗ | Learn which labeling requirements to check before choosing or designing packaging. | Comparison | checklist | packaging safety and compliance | 1x of 10 | |
airless pump bottles vs dropper bottles vs jars for skincare ENTITY EXPANSION | Google ↗ AI Mode ↗ | Determine which specific container format suits a skincare product. | Comparison | comparison_table | skincare container comparisons | 1x of 10 | |
PET HDPE and PP cosmetic packaging material properties ENTITY EXPANSION | Google ↗ AI Mode ↗ | Learn how common plastic resins differ for cosmetic packaging applications. | Comparison | product_spec_sheet | packaging types and materials | 1x of 10 | |
how to test beauty packaging compatibility with product formulas IMPLICIT | Google ↗ AI Mode ↗ | Understand how to check whether a formula and its container are compatible. | Comparison | how_to_steps | formula compatibility | 1x of 10 | |
best supplement packaging bottles blister packs and tamper evident seals ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify suitable packaging formats and protective features for supplements. | Comparison | buyers_guide | packaging safety and compliance | 1x of 10 | |
best packaging for a small skincare brand with a limited budget PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants affordable packaging suited to a small skincare business. | Comparison | buyers_guide | affordable small brand packaging | 1x of 10 | |
how to choose packaging compatible with skincare formulas IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to select packaging that remains compatible with the product formulation. | Comparison | how_to_steps | formula compatibility | 1x of 10 | |
best packaging for vitamins and dietary supplements ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find suitable packaging for vitamins and dietary supplements. | Comparison | buyers_guide | packaging safety and compliance | 1x of 10 | |
health and beauty packaging seals leak prevention tamper evidence IMPLICIT | Google ↗ AI Mode ↗ | Find packaging features that reduce leaks and make opening or tampering apparent. | Reason | checklist | packaging safety and compliance | 1x of 10 | |
best packaging for vitamins and supplements moisture light protection ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find packaging formats that protect vitamins and supplements from moisture and light. | Other / navigational | buyers_guide | packaging safety and compliance | 1x of 10 | |
leakproof packaging for liquid beauty products shipping IMPLICIT | Google ↗ AI Mode ↗ | Find packaging that helps prevent liquid beauty products from leaking during shipping. | Other / navigational | buyers_guide | packaging safety and compliance | 1x of 10 | |
health and beauty packaging labeling and tamper evident requirements IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand packaging safety and labeling considerations for health and beauty products. | Yes / no | faq_page | packaging safety and compliance | 1x of 10 | |
how to check cosmetic formula compatibility with packaging IMPLICIT | Google ↗ AI Mode ↗ | Understand how to verify that packaging will safely contain a cosmetic formula. | Instruction | checklist | formula compatibility | 1x of 10 | |
how to check cosmetic packaging compatibility with product formulas IMPLICIT | Google ↗ AI Mode ↗ | Understand how to verify that packaging will safely contain and preserve a cosmetic formula. | Instruction | checklist | formula compatibility | 1x of 10 | |
custom health and beauty packaging cost minimum order quantities IMPLICIT | Google ↗ AI Mode ↗ | Understand the cost and order-size constraints of custom packaging. | Comparison | pricing_page | custom packaging costs | 1x of 10 | |
health and beauty packaging safety labeling and tamper evident requirements IMPLICIT | Google ↗ AI Mode ↗ | Understand which safety, labeling, and tamper-evidence requirements may apply to different products. | Yes / no | faq_page | packaging safety and compliance | 1x of 10 | |
Aptar Amcor Berry Global beauty and personal care packaging solutions ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore beauty and personal care packaging offered by established packaging companies. | Other / navigational | web_article | packaging types and materials | 1x of 10 | |
cosmetics vs dietary supplement packaging labeling and tamper evident requirements IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand how packaging and labeling requirements differ by product category. | Comparison | web_article | packaging safety and compliance | 1x of 10 | |
tamper evident packaging options for health and beauty products IMPLICIT | Google ↗ AI Mode ↗ | Find packaging features that help reveal opening or interference before purchase. | Comparison | buyers_guide | packaging safety and compliance | 1x of 10 | |
health and beauty packaging labeling requirements by product type and country IMPLICIT | Google ↗ AI Mode ↗ | Learn how packaging label requirements vary by product category and market. | Comparison | web_article | packaging safety and compliance | 1x of 10 | |
best beauty packaging for small brands with low minimum orders PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging suitable for a small beauty brand purchasing limited quantities. | Comparison | buyers_guide | affordable small brand packaging | 1x of 10 | |
best affordable low minimum order packaging for a small beauty brand PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants affordable packaging suitable for a small beauty brand with limited order volumes. | Comparison | buyers_guide | affordable small brand packaging | 1x of 10 | |
aptar beauty and albea cosmetic packaging product ranges ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore packaging product ranges from established beauty packaging suppliers. | Other / navigational | product_spec_sheet | packaging types and materials | 1x of 10 | |
best packaging for vitamins and supplements bottles vs blister packs ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare packaging options for vitamins and dietary supplements. | Comparison | comparison_table | packaging safety and compliance | 1x of 10 | |
best affordable beauty packaging for a small business PERSONALIZED | Google ↗ AI Mode ↗ | Find practical packaging options suited to a small business with a limited budget. | Comparison | buyers_guide | affordable small brand packaging | 1x of 10 | |
PET PP and PCR plastic in health and beauty packaging ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to understand common plastic material terms used in packaging specifications. | Comparison | glossary/definition | packaging types and materials | 1x of 10 | |
best affordable beauty packaging for small brands low minimum orders PERSONALIZED | Google ↗ AI Mode ↗ | Find budget-conscious packaging suitable for a small brand ordering limited quantities. | Comparison | buyers_guide | affordable small brand packaging | 1x of 10 | |
supplement packaging bottles vs blister packs COMPARATIVE | Google ↗ AI Mode ↗ | Compare bottles and blister packs for vitamins and dietary supplements. | Comparison | comparison_table | packaging safety and compliance | 1x of 10 | |
best low minimum order packaging for a small beauty brand PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging suitable for a small brand with limited purchasing volume. | Comparison | buyers_guide | affordable small brand packaging | 1x of 10 | |
best affordable beauty packaging for a small business low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find budget-friendly packaging suited to a small business ordering limited quantities. | Yes / no | buyers_guide | affordable small brand packaging | 1x of 10 | |
best affordable beauty packaging for a small business with low minimum order quantities PERSONALIZED | Google ↗ AI Mode ↗ | Find budget-conscious beauty packaging suitable for a small business ordering limited quantities. | Comparison | buyers_guide | affordable small brand packaging | 1x of 10 | |
best affordable packaging for a small skincare brand PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging suited to a small skincare brand with a limited budget. | Comparison | buyers_guide | affordable small brand packaging | 1x of 10 | |
airless pump vs jar packaging for face creams COMPARATIVE | Google ↗ AI Mode ↗ | Determine whether an airless pump or a jar better suits a face cream. | Comparison | comparison_table | skincare container comparisons | 1x of 10 | |
custom cosmetic packaging cost stock containers vs custom molds IMPLICIT | Google ↗ AI Mode ↗ | Understand the cost trade-offs between stock packaging and custom-molded containers. | Comparison | comparison_table | custom packaging costs | 1x of 10 | |
refillable packaging options for skincare and personal care products RELATED | Google ↗ AI Mode ↗ | The searcher wants to explore reusable containers and refill systems for beauty and personal care products. | Comparison | buyers_guide | packaging types and materials | 1x of 10 | |
health and beauty packaging design inspiration RELATED | Google ↗ AI Mode ↗ | See visual examples of effective health and beauty packaging design. | Other / navigational | image_gallery | sustainable packaging design | 1x of 10 | |
health and beauty packaging costs stock vs custom IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to estimate packaging costs and understand the budget implications of stock versus custom options. | Comparison | comparison_table | custom packaging costs | 1x of 10 | |
stock vs custom beauty packaging cost and lead time COMPARATIVE | Google ↗ AI Mode ↗ | Compare the budget and production implications of stock and custom packaging. | Comparison | comparison_table | custom packaging costs | 1x of 10 | |
how to choose packaging for skincare haircare and wellness products IMPLICIT | Google ↗ AI Mode ↗ | Learn a practical process for matching packaging to a product’s requirements. | Other / navigational | how_to_steps | packaging types and materials | 1x of 10 | |
health and beauty packaging safety and labeling requirements by product type IMPLICIT | Google ↗ AI Mode ↗ | Identify packaging and labeling requirements that need checking for the intended product. | Reason | checklist | packaging safety and compliance | 1x of 10 | |
stock vs custom health and beauty packaging cost lead time COMPARATIVE | Google ↗ AI Mode ↗ | Compare the cost and production timelines of stock and custom packaging. | Comparison | comparison_table | custom packaging costs | 1x of 10 | |
custom health and beauty packaging cost stock vs custom containers IMPLICIT | Google ↗ AI Mode ↗ | Understand the cost tradeoffs between stock containers and custom packaging. | Comparison | pricing_page | custom packaging costs | 1x of 10 | |
custom cosmetic packaging costs and minimum order quantities IMPLICIT | Google ↗ AI Mode ↗ | Understand the budget and order-volume requirements for custom cosmetic packaging. | Comparison | pricing_page | custom packaging costs | 1x of 10 | |
best health and beauty packaging for a small business low minimum order PERSONALIZED | Google ↗ AI Mode ↗ | Find packaging suitable for a small business that needs low minimum order quantities. | Yes / no | buyers_guide | affordable small brand packaging | 1x of 10 |
Tokens & cost
What this run used on your API keys, per model and step.
| Model | What | Requests | Input tokens | Output tokens | Web searches | Est. cost |
|---|---|---|---|---|---|---|
| gemini-4-argon | Real-search passes | 2 | 0 | 0 | — | $0 |
| gemini-4-argon | Simulated passes | 20 | 0 | 0 | — | $0 |
| gpt-6.1-sol | Real-search passes | 1 | 4,447 | 17072 thinking | — | $0.011 |
| gpt-6.1-sol | Simulated passes | 10 | 5,850 | 14,4771,792 thinking | — | $0.156 |
| gpt-6-luna | Naming clusters | 1 | 834 | 109 | — | $0.0001 |
| Total | 34 | 11,131 | 14,756 | — | $0.167 | |
Billed to your own API keys. Estimated from the providers' list prices (checked 2026-11-12); output includes thinking tokens. Free tiers, caching and retries can make your bill differ.
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-4-argon · real search | 1 | — | 0 | — | — | APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 1 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 2 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 3 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 4 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 5 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 6 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 7 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 8 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 9 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gemini-4-argon | 10 | — | 0 | — | — | gemini-4-argon: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… | gemini-3.5-flash-lite: APIStatusError: Error code: 402 - [{'error': {'code': 402, 'message': 'Your prepayment credits are depleted. Please go to AI Studio at https://ai.studio/projects to manage your project and billing. Learn more at https://ai.google.dev/gemini-api/docs/billing#prepay. ', 'status': 'RESOURCE_EXHAUSTED'… |
| gpt-6.1-sol · real search | 1 | — | 0 | 6.0 | 4,447 / 170 | The model answered without searching |
| gpt-6.1-sol | 1 | 12 | 12 | 26.8 | 585 / 1,373 | |
| gpt-6.1-sol | 2 | 12 | 12 | 25.3 | 585 / 1,394 | |
| gpt-6.1-sol | 3 | 12 | 12 | 29.3 | 585 / 1,481 | |
| gpt-6.1-sol | 4 | 12 | 12 | 23.9 | 585 / 1,338 | |
| gpt-6.1-sol | 5 | 12 | 12 | 29.9 | 585 / 1,521 | |
| gpt-6.1-sol | 6 | 12 | 12 | 24.8 | 585 / 1,430 | |
| gpt-6.1-sol | 7 | 12 | 12 | 28.4 | 585 / 1,461 | |
| gpt-6.1-sol | 8 | 12 | 12 | 33.4 | 585 / 1,579 | |
| gpt-6.1-sol | 9 | 12 | 12 | 28.2 | 585 / 1,516 | |
| gpt-6.1-sol | 10 | 12 | 12 | 25.3 | 585 / 1,384 |