where can I buy Harry Styles tickets?
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). 35 of 45 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 |
|---|---|---|---|---|---|---|---|
official harry styles concert tickets website REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find the official authorized primary ticket seller for Harry Styles tours to avoid scalpers. | Other / navigational | web_article | official ticket websites | 2x of 5 | |
how to buy concert tickets on ticketmaster safely IMPLICIT | Google ↗ AI Mode ↗ | The user wants a safe, step-by-step method for securing tickets on the most common platform. | Instruction | how_to_steps | safe resale and ticket scams | 2x of 5 | |
stubhub vs vivid seats harry styles ticket prices COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare prices and fees across different resale marketplaces to get the best deal. | Comparison | comparison_table | ticket platform price comparison | 2x of 5 | |
one direction reunion tour tickets ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is exploring related artist concerts or a potential band reunion tour. | Comparison | web_article | tour availability and sale dates | 2x of 5 | |
are harry styles tickets sold out IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know ticket availability and whether they need to look at secondary resale markets. | Yes / no | faq_page | tour availability and sale dates | 2x of 5 | |
harry styles tickets official website REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find the official primary source to purchase tickets directly without high resale markups. | Other / navigational | web_article | official ticket websites | 1x of 5 | |
official harry styles ticket sites REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find authorized primary ticketing platforms for Harry Styles concerts. | Other / navigational | web_article | official ticket websites | 1x of 5 | |
official harry styles tour tickets REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find official channels to purchase tickets for Harry Styles. | Comparison | web_article | official ticket websites | 1x of 5 | |
harry styles tour dates 2024 2025 RELATED | Google ↗ AI Mode ↗ | The user wants to see the schedule and locations of current or upcoming Harry Styles concerts. | Other / navigational | web_article | tour dates and schedule | 1x of 5 | |
best resale sites for harry styles tickets RELATED | Google ↗ AI Mode ↗ | The user wants to know trusted secondary marketplaces if official tickets are sold out. | Comparison | comparison_table | safe resale and ticket scams | 1x of 5 | |
harry styles tour dates and schedule RELATED | Google ↗ AI Mode ↗ | The user wants to see current or upcoming concert dates to know when and where tickets are needed. | Short fact | web_article | tour dates and schedule | 1x of 5 | |
is ticketmaster selling harry styles tickets RELATED | Google ↗ AI Mode ↗ | The user wants to check if a major ticketing platform currently has inventory for the artist. | Short fact | faq_page | tour availability and sale dates | 1x of 5 | |
harry styles concert tickets price range RELATED | Google ↗ AI Mode ↗ | The user wants to know how much Harry Styles tickets typically cost. | Comparison | pricing_page | concert ticket price range | 1x of 5 | |
how to get concert tickets safely without scams IMPLICIT | Google ↗ AI Mode ↗ | The user needs guidance on avoiding fraudulent ticket sales when buying from third parties. | Instruction | how_to_steps | safe resale and ticket scams | 1x of 5 | |
upcoming harry styles concert dates and locations IMPLICIT | Google ↗ AI Mode ↗ | The user needs to know where and when the artist is performing in order to decide which tickets to buy. | Reason | web_article | tour dates and schedule | 1x of 5 | |
stubhub vs vivid seats harry styles tickets COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare secondary ticket marketplaces for price, fees, and reliability. | Comparison | comparison_table | ticket platform price comparison | 1x of 5 | |
ticketmaster vs stubhub harry styles prices COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare ticket prices and fees between primary and secondary ticket vendors. | Comparison | comparison_table | ticket platform price comparison | 1x of 5 | |
ticketmaster vs stubhub harry styles tickets COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare buying primary tickets versus secondary resale markets. | Comparison | comparison_table | ticket platform price comparison | 1x of 5 | |
buy concert tickets on stubhub seatgeek vivid seats ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants alternative trusted platforms where secondary market tickets can be purchased. | Other / navigational | buyers_guide | safe resale and ticket scams | 1x of 5 | |
harry styles vip packages and front row tickets ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to explore premium ticket tiers, VIP perks, and upgraded seating options. | Other / navigational | buyers_guide | vip packages and seating | 1x of 5 | |
harry styles upcoming concert dates and venues ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants a schedule of where and when Harry Styles is currently performing. | Reason | web_article | tour dates and schedule | 1x of 5 | |
affordable concert tickets tips PERSONALIZED | Google ↗ AI Mode ↗ | The user is looking for budget-friendly strategies to attend high-profile concerts. | Comparison | buyers_guide | safe resale and ticket scams | 1x of 5 | |
best time to buy resale concert tickets for cheap PERSONALIZED | Google ↗ AI Mode ↗ | The user wants general advice on market timing to get the lowest possible ticket prices. | Comparison | faq_page | safe resale and ticket scams | 1x of 5 | |
best seating section at a harry styles concert PERSONALIZED | Google ↗ AI Mode ↗ | The user wants advice on which venue sections offer the best view and experience for the concert. | Comparison | buyers_guide | vip packages and seating | 1x of 5 | |
safe websites to buy concert tickets resale PERSONALIZED | Google ↗ AI Mode ↗ | The user wants reassurance and recommendations on secure platforms to avoid ticket scams. | Other / navigational | forum/qna | safe resale and ticket scams | 1x of 5 | |
best sites for safe concert ticket resale PERSONALIZED | Google ↗ AI Mode ↗ | The user wants trusted recommendations for secondary ticket marketplaces. | Comparison | buyers_guide | safe resale and ticket scams | 1x of 5 | |
harry styles tour faq RELATED | Google ↗ AI Mode ↗ | The user is looking for answers to common questions about ticket limits, presales, and venues. | Short fact | faq_page | tour dates and schedule | 1x of 5 | |
harry styles upcoming tour dates 2024 2025 REFORMULATION | Google ↗ AI Mode ↗ | The user wants to see the schedule and locations for current or upcoming concert dates. | Short fact | web_article | tour dates and schedule | 1x of 5 | |
are harry styles concert tickets mobile transfer only RELATED | Google ↗ AI Mode ↗ | The user wants to know delivery methods and restrictions for transferred or purchased tickets. | Yes / no | forum/qna | tour availability and sale dates | 1x of 5 | |
how to buy concert tickets safely online REFORMULATION | Google ↗ AI Mode ↗ | The user wants to learn best practices to avoid scams when purchasing tickets from secondary sellers. | Instruction | how_to_steps | safe resale and ticket scams | 1x of 5 | |
how to get verified fan presale tickets harry styles REFORMULATION | Google ↗ AI Mode ↗ | The user wants to understand how to access exclusive ticket sales and presales. | Instruction | how_to_steps | presale codes and access | 1x of 5 | |
avoid ticket scams harry styles resale IMPLICIT | Google ↗ AI Mode ↗ | The user wants tips on how to avoid fraudulent ticket listings on unofficial websites. | Other / navigational | checklist | safe resale and ticket scams | 1x of 5 | |
when do harry styles tickets usually go on sale RELATED | Google ↗ AI Mode ↗ | The user wants to know typical presale and general sale timelines for major pop tours. | Short fact | faq_page | tour availability and sale dates | 1x of 5 | |
safe ticket resale sites for concerts RELATED | Google ↗ AI Mode ↗ | The user is looking for a curated list of trusted secondary ticketing marketplaces. | Comparison | review_roundup | safe resale and ticket scams | 1x of 5 | |
average price of harry styles concert ticket RELATED | Google ↗ AI Mode ↗ | The user wants to know the expected cost range for attending a concert. | Reason | web_article | concert ticket price range | 1x of 5 | |
how to get harry styles presale codes REFORMULATION | Google ↗ AI Mode ↗ | The user wants to know how to access early ticket sales for Harry Styles. | Instruction | how_to_steps | presale codes and access | 1x of 5 | |
what is dynamic pricing for concert tickets IMPLICIT | Google ↗ AI Mode ↗ | The user wants to understand why ticket prices fluctuate wildly on primary ticketing sites. | Reason | glossary/definition | safe resale and ticket scams | 1x of 5 | |
are face value ticket exchanges safe IMPLICIT | Google ↗ AI Mode ↗ | The user wants to understand fan-to-fan face value exchanges offered by platforms like Ticketmaster. | Yes / no | forum/qna | safe resale and ticket scams | 1x of 5 | |
harry styles concert fan reviews and experiences RELATED | Google ↗ AI Mode ↗ | The user wants to read about other fans' experiences attending the concert. | Reason | review_roundup | vip packages and seating | 1x of 5 | |
harry styles concert ticket prices face value REFORMULATION | Google ↗ AI Mode ↗ | The user wants to know the original retail price range of tickets before resale markups. | Short fact | web_article | concert ticket price range | 1x of 5 | |
when do harry styles concert tickets go on sale IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know the exact release date and time for upcoming ticket drops to purchase them early. | Short fact | faq_page | tour availability and sale dates | 1x of 5 | |
live nation harry styles presale code RELATED | Google ↗ AI Mode ↗ | The user wants to find early access codes for upcoming ticket sales. | Other / navigational | web_article | presale codes and access | 1x of 5 | |
harry styles tour merchandise and VIP packages ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know what premium packages or merchandise are included with special ticket tiers. | Comparison | product_spec_sheet | vip packages and seating | 1x of 5 | |
average ticket price for harry styles concert RELATED | Google ↗ AI Mode ↗ | The user wants to know the expected cost range for attending a live show. | Reason | review_roundup | concert ticket price range | 1x of 5 | |
harry styles concert review fan experience RELATED | Google ↗ AI Mode ↗ | The user wants to read about past concert experiences to gauge whether attending is worth the ticket price. | Reason | review_roundup | vip packages and seating | 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 | 2,035 | 5,889 | — | $0.063 |
| 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 | 458 | 230 | — | $0.0007 |
| Total | 55 | 2,493 | 6,119 | — | $0.064 | |
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 | — | — | 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 | 3.7 | 407 / 1,176 | fallback model |
| gemini-3.5-flash-lite | 2 | 10 | 10 | 3.4 | 407 / 1,168 | fallback model |
| gemini-3.5-flash-lite | 3 | 10 | 10 | 3.6 | 407 / 1,223 | fallback model |
| gemini-3.5-flash-lite | 4 | 10 | 10 | 4.1 | 407 / 1,192 | fallback model |
| gemini-3.5-flash-lite | 5 | 10 | 10 | 3.5 | 407 / 1,130 | 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/. |