What is the best place to buy Harry Styles tickets?
Geminigemini-4-argonOpenAIgpt-6.1-sol5 passes + 1 real-search44 queries11/11/2026
Download run
Gemini observed: RateLimitError: Error code: 429 - {'error': {'message': 'Rate limit exceeded for model gemini-4-argon (limit: 0 input tokens per minute on Free Tier). Please upgrade your tier at https://ai.dev/rate-limit.', 'code': 'too_many_requests'}}
OpenAI observed: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/.
OpenAI simulated: gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/.
Gemini unique queries
44
1 in ≥ half the passes · stability 23%
Cost of this run
$0.062
8,458 tokens · on your keys
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
What is the best place to buy Harry Styles tickets?
44 unique queries · 5 passes
official sites for harry styles tickets
2 queries · 4 hits
harry styles ticket prices and seating
1 query · 3 hits
when do harry styles tickets usually go on sale3xGoogle ↗
RELATEDShort fact
tips for buying concert tickets safely…
1 query · 2 hits
how to avoid fake concert tickets2xGoogle ↗
IMPLICITInstruction
harry styles tour dates and schedule
1 query · 2 hits
harry styles tour dates and venues list2xGoogle ↗
ENTITY EXPANSIONReason
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.
Gemini simulated (44)
Classes come from the query-classifier (a local Laya model). 35 of 44 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.
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
44 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
when do harry styles tickets usually go on sale RELATED | Google ↗ AI Mode ↗ | The user wants to know typical timelines for tour announcements and ticket release dates. | Short fact | faq_page | harry styles ticket prices and seating | 3x of 5 | |
official sites to buy harry styles concert tickets REFORMULATION | Google ↗ AI Mode ↗ | Find authorized primary ticketing platforms to avoid scams. | Other / navigational | web_article | official sites for harry styles tickets | 2x of 5 | |
official sites to purchase harry styles concert tickets REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find authorized primary ticket vendors to avoid scams and inflated resale prices. | Other / navigational | web_article | official sites for harry styles tickets | 2x of 5 | |
how to avoid fake concert tickets IMPLICIT | Google ↗ AI Mode ↗ | The user needs to know how to protect themselves from ticket scams when buying online. | Instruction | buyers_guide | tips for buying concert tickets safely… | 2x of 5 | |
harry styles tour dates and venues list ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to see where and when Harry Styles is currently performing to decide on a show. | Reason | web_article | harry styles tour dates and schedule | 2x of 5 | |
official ticket sites for harry styles concert REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find primary ticket vendors to avoid exorbitant reseller markups. | Other / navigational | web_article | official sites for harry styles tickets | 1x of 5 | |
ticketmaster vs stubhub harry styles tickets COMPARATIVE | Google ↗ AI Mode ↗ | Compare primary and secondary resale ticket platforms for price and reliability. | Comparison | comparison_table | comparing ticket resale platforms | 1x of 5 | |
best resale sites for harry styles tour tickets RELATED | Google ↗ AI Mode ↗ | The user is looking for secondary ticketing markets if primary tickets are sold out. | Comparison | comparison_table | safe resale sites for harry styles | 1x of 5 | |
safest ticket resale sites for harry styles tour RELATED | Google ↗ AI Mode ↗ | The user is looking for reliable secondary marketplaces if primary tickets are sold out. | Comparison | comparison_table | safe resale sites for harry styles | 1x of 5 | |
safe places to buy resale harry styles tickets RELATED | Google ↗ AI Mode ↗ | The user is looking for trusted secondary ticket marketplaces if primary tickets are sold out. | Other / navigational | review_roundup | safe resale sites for harry styles | 1x of 5 | |
best resale sites for harry styles tickets RELATED | Google ↗ AI Mode ↗ | Identify reputable secondary ticket marketplaces for sold-out shows. | Comparison | buyers_guide | safe resale sites for harry styles | 1x of 5 | |
how to buy verified resale harry styles tickets safely IMPLICIT | Google ↗ AI Mode ↗ | Learn the best practices for purchasing tickets on the secondary market without getting scammed. | Instruction | how_to_steps | safe resale sites for harry styles | 1x of 5 | |
how to avoid fake harry styles tickets IMPLICIT | Google ↗ AI Mode ↗ | The user needs to know how to safely buy tickets from third-party sellers without getting scammed. | Instruction | checklist | safe resale sites for harry styles | 1x of 5 | |
how to avoid fake concert tickets online IMPLICIT | Google ↗ AI Mode ↗ | The user needs to know how to protect themselves from scams when buying tickets from third parties. | Instruction | buyers_guide | tips for buying concert tickets safely… | 1x of 5 | |
best ticket resale sites for concert tours RELATED | Google ↗ AI Mode ↗ | Discover top-rated resale marketplaces popular among concertgoers. | Comparison | review_roundup | tips for buying concert tickets safely… | 1x of 5 | |
stubhub vs vivid seats vs seatgeek harry styles tickets fees COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare ticket prices and service fees across major resale platforms. | Comparison | comparison_table | comparing ticket resale platforms | 1x of 5 | |
stubhub vs ticketmaster harry styles tickets price comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare pricing and fees between primary and secondary ticket platforms. | Comparison | comparison_table | comparing ticket resale platforms | 1x of 5 | |
ticketmaster vs stubhub harry styles tickets price comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare ticket prices and fees between primary and secondary platforms. | Comparison | comparison_table | comparing ticket resale platforms | 1x of 5 | |
stubhub vs vivid seats vs seatgeek harry styles tickets COMPARATIVE | Google ↗ AI Mode ↗ | Compare fees, reliability, and prices across major ticket resale platforms. | Comparison | comparison_table | comparing ticket resale platforms | 1x of 5 | |
harry styles tour dates and schedule 2024 2025 ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check current or upcoming tour schedules to know where tickets are needed. | Short fact | product_spec_sheet | harry styles tour dates and schedule | 1x of 5 | |
harry styles ticket prices face value vs resale ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to understand the price difference between original box office prices and current market rates. | Comparison | buyers_guide | harry styles ticket prices and seating | 1x of 5 | |
one direction reunion tour dates and ticket info ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user might be interested in broader group tours involving the same artist entity. | Short fact | web_article | harry styles tour dates and schedule | 1x of 5 | |
ticketmaster vs face value exchange harry styles ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand the difference between standard ticketing and artist-approved face value exchanges. | Comparison | web_article | comparing ticket resale platforms | 1x of 5 | |
i want to find cheap last minute harry styles concert tickets PERSONALIZED | Google ↗ AI Mode ↗ | Find budget-friendly ticketing strategies for last-minute purchases. | Comparison | buyers_guide | official sites for harry styles tickets | 1x of 5 | |
tips for getting tickets to high demand concert tours PERSONALIZED | Google ↗ AI Mode ↗ | The user is seeking general best practices and strategies for successfully securing tickets during high-traffic presales. | Instruction | how_to_steps | tips for buying concert tickets safely… | 1x of 5 | |
best ticket app for cheap concert tickets PERSONALIZED | Google ↗ AI Mode ↗ | The user is looking for mobile applications specifically known for offering budget-friendly ticket options. | Comparison | review_roundup | tips for buying concert tickets safely… | 1x of 5 | |
best time to buy concert tickets for cheapest price PERSONALIZED | Google ↗ AI Mode ↗ | The user wants strategic advice on timing their ticket purchase to save money. | Comparison | faq_page | tips for buying concert tickets safely… | 1x of 5 | |
tips for getting cheap concert tickets last minute PERSONALIZED | Google ↗ AI Mode ↗ | Discover strategies for purchasing affordable tickets right before a show starts. | Comparison | how_to_steps | tips for buying concert tickets safely… | 1x of 5 | |
are harry styles face value ticket exchange options available RELATED | Google ↗ AI Mode ↗ | Find out if artists use face-value exchange platforms to curb scalping. | Comparison | faq_page | harry styles presale and verified fan | 1x of 5 | |
harry styles tour history and venue types RELATED | Google ↗ AI Mode ↗ | The user wants to know what kinds of venues Harry Styles typically performs in. | Reason | web_article | harry styles tour dates and schedule | 1x of 5 | |
tips to beat dynamic pricing for concert tickets IMPLICIT | Google ↗ AI Mode ↗ | Understand how to minimize costs when facing surge pricing on ticket sites. | Instruction | checklist | tips for buying concert tickets safely… | 1x of 5 | |
are floor seats worth it at a harry styles concert RELATED | Google ↗ AI Mode ↗ | The user wants opinions and reviews on different seating sections to choose the best ticket option. | Comparison | review_roundup | harry styles ticket prices and seating | 1x of 5 | |
average price of harry styles concert ticket RELATED | Google ↗ AI Mode ↗ | The user wants to understand standard pricing expectations for budgeting purposes. | Reason | web_article | harry styles ticket prices and seating | 1x of 5 | |
how do presale codes work for harry styles IMPLICIT | Google ↗ AI Mode ↗ | The user wants to understand how to access early ticket sales before the general public. | Reason | how_to_steps | harry styles presale and verified fan | 1x of 5 | |
average price of harry styles tour tickets REFORMULATION | Google ↗ AI Mode ↗ | Find out the typical cost range for attending a Harry Styles concert. | Reason | pricing_page | harry styles ticket prices and seating | 1x of 5 | |
what is verified fan registration for concert tickets REFORMULATION | Google ↗ AI Mode ↗ | Understand the pre-sale registration process required to access good tickets. | Other / navigational | glossary/definition | harry styles presale and verified fan | 1x of 5 | |
what is verified fan presale harry styles REFORMULATION | Google ↗ AI Mode ↗ | The user wants to understand how registration-based presales work for major pop artists. | Other / navigational | glossary/definition | harry styles presale and verified fan | 1x of 5 | |
tips for getting presale codes for harry styles IMPLICIT | Google ↗ AI Mode ↗ | The user wants to access tickets before the general public sale. | Other / navigational | how_to_steps | harry styles presale and verified fan | 1x of 5 | |
vivid seats vs seatgeek harry styles tickets COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to evaluate alternative resale marketplaces against each other. | Comparison | comparison_table | comparing ticket resale platforms | 1x of 5 | |
reddit reviews on buying tickets from stubhub RELATED | Google ↗ AI Mode ↗ | Read peer-to-peer experiences regarding ticket delivery and customer service. | Reason | forum/qna | comparing ticket resale platforms | 1x of 5 | |
reddit opinions on best place to buy concert tickets safely RELATED | Google ↗ AI Mode ↗ | Gather crowdsourced advice and real experiences from music fans. | Comparison | forum/qna | tips for buying concert tickets safely… | 1x of 5 | |
how do ticket transfer and mobile delivery work for concert tickets IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know how they will receive and access their tickets after purchasing. | Reason | faq_page | tips for buying concert tickets safely… | 1x of 5 | |
fan verified ticket registration harry styles REFORMULATION | Google ↗ AI Mode ↗ | The user is searching for registration programs used by ticketing platforms to block bots. | Short fact | faq_page | harry styles presale and verified fan | 1x of 5 | |
purchase harry styles love on tour tickets online REFORMULATION | Google ↗ AI Mode ↗ | The user is searching for a direct transactional path for a specific notable tour. | Other / navigational | pricing_page | official sites for harry styles tickets | 1x of 5 |
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 | 2,065 | 5,734 | — | $0.061 |
| gpt-6.1-sol | Real-search passes | 2 | 0 | 0 | — | $0 |
| gpt-6.1-sol | Simulated passes | 30 | 0 | 0 | — | $0 |
| gemini-3.5-flash-lite | Naming clusters | 1 | 521 | 138 | — | $0.0005 |
| Total | 55 | 2,586 | 5,872 | — | $0.062 | |
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.
Geminix = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-4-argon · real search | 1 | — | 0 | — | — | RateLimitError: Error code: 429 - {'error': {'message': 'Rate limit exceeded for model gemini-4-argon (limit: 0 input tokens per minute on Free Tier). Please upgrade your tier at https://ai.dev/rate-limit.', 'code': 'too_many_requests'}} |
| gemini-3.5-flash-lite | 1 | 10 | 10 | 3.6 | 413 / 1,103 | fallback model |
| gemini-3.5-flash-lite | 2 | 10 | 10 | 3.9 | 413 / 1,213 | fallback model |
| gemini-3.5-flash-lite | 3 | 10 | 10 | 6.3 | 413 / 1,150 | fallback model |
| gemini-3.5-flash-lite | 4 | 10 | 10 | 6.2 | 413 / 1,144 | fallback model |
| gemini-3.5-flash-lite | 5 | 10 | 10 | 6.3 | 413 / 1,124 | fallback model |
| gpt-6.1-sol · real search | 1 | — | 0 | — | — | RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol | 1 | — | 0 | — | — | gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol | 2 | — | 0 | — | — | gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol | 3 | — | 0 | — | — | gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol | 4 | — | 0 | — | — | gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol | 5 | — | 0 | — | — | gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |