Generative Engine Optimization evolves rapidly, so do the methods of collecting LLM data for optimization. To keep up with changes and the growing data demands, we introduce the API LLM Scraper as a part of AI Optimization API. With this API, you can retrieve comprehensive data from ChatGPT and Gemini at scale. But what makes LLM Scraper API stand out, and what insights does it provide? We’ll cover all the details in this guide.
LLM Scraper and LLM Responses: key differences
To better explain how the LLM Scraper works and what data it provides, let’s compare it to the other AI Optimization API solution – the LLM Responses endpoints. At first glance, they may seem similar – you send a request and receive an AI response, structured in JSON. However, the LLM Responses API and the LLM Scraper API differ significantly. Here is how.
1 API functions
One of the core differences lies in the APIs’ functions and working principles. The LLM Responses API is designed to generate LLM responses programmatically and assess how the LLM behaves under specific conditions and contexts. Additionally, the LLM Responses API sends requests directly to the official LLM API providers, such as OpenAI or Anthropic. Because of it, LLM Responses gives you great control over model parameters to customize its behavior. However, the output reflects what the underlying model produces, not what appears in the platform’s interface.
On the other hand, LLM Scraper directly scrapes the web interface of an LLM that users see and interact with. With this approach, LLM Scraper is best for analyzing and tracking what an LLM displays to users in response to their queries. This API retrieves and structures data from all the content – text snippets, links, images, tables, and more. At the same time, it lacks the ability to customize LLM’s behavior and conversation memory.
2 Task-setting process
The functional differences between these APIs are reflected in the task-setting process as well. In the LLM Responses API, you can interact with ChatGPT, Claude, Gemini, and Perplexity through four different endpoints. These endpoints feature an extensive set of response customization parameters to define AI behavior and receive tailored responses. For instance, you can select a specific AI model type, set the conversation history, and use a range of other parameters covered in this Help Center article. With such customization options, you can test different scenarios with LLMs and tailor their behavior.
In LLM Scraper, you can scrape responses currently from ChatGPT and Gemini web versions, and the task-setting is less sophisticated. In the request, you should specify:
1. keyword or keyphrase in the keyword field;
2. location either as location_name or location_code;
3. language parameters using language_name or language_code.
In addition, you can set the expand_citation parameter if you want to return an expanded citation bar using the HTML endpoint.
For ChatGPT, you can also specify the force_web_search parameter to guarantee that ChatGPT will use web search to look up information.
3 Data output
The most significant distinction between the LLM Responses and LLM Scraper is the data they provide.
Here is an example of a request and response of the Gemini LLM Scraper endpoint:
POST: https://docs.dataforseo.com/v3/ai_optimization/gemini/llm_scraper/live/advanced/
Request example:
[
{
"language_code": "en",
"location_code": 2840,
"keyword": "albert einstein"
}
]
Response example:
{
"version": "0.1.20260218",
"status_code": 20000,
"status_message": "Ok.",
"time": "27.1013 sec.",
"cost": 0.004,
"tasks_count": 1,
"tasks_error": 0,
"tasks": [
{
"id": "02191522-1535-0629-0000-6d7325b7b32c",
"status_code": 20000,
"status_message": "Ok.",
"time": "27.0670 sec.",
"cost": 0.004,
"result_count": 1,
"path": [
"v3",
"ai_optimization",
"gemini",
"llm_scraper",
"live",
"advanced"
],
"data": {
"api": "ai_optimization",
"function": "llm_scraper",
"se": "gemini",
"language_code": "en",
"location_code": 2840,
"keyword": "albert einstein",
"device": "desktop",
"os": "windows"
},
"result": [
{
"keyword": "albert einstein",
"location_code": 2840,
"language_code": "en",
"model": "Fast",
"datetime": "2026-02-19 13:22:39 +00:00",
"markdown": "Albert Einstein is arguably the most famous physicist in history, not just for his "wild hair" and eccentric persona, but for fundamentally rewriting the laws of the universe.[ukgermanconnection.org](https://ukgermanconnection.org/kids/find-out-en/albert-einstein/)nnIn 1905—often called his *annus mirabilis* (miracle year)—he published four papers that changed everything, from the nature of light to the way we understand time and space.[www.ebsco.com](https://www.ebsco.com/research-starters/history/einstein-states-his-theory-special-relativity)nn### The Pillars of His WorknnEinstein’s legacy rests on a few revolutionary concepts that shifted physics away from the classical mechanics of Isaac Newton:[thedecisionlab.com](https://thedecisionlab.com/thinkers/philosophy/albert-einstein)nn* **General Relativity:** This is the big one. Einstein proposed that gravity isn't a "pulling" force, but a curvature of space-time caused by mass.[www.space.com](https://www.space.com/17661-theory-general-relativity.html#:~:text=The%20gravitational%20field%20comes%20out,result%20of%20the%20curved%20spacetime.)n * **The Equation:** [fiveable.me](https://fiveable.me/riemannian-geometry/unit-13/einstein-field-equations-geometric-interpretation/study-guide/9y5ta3S24M3gpsDn#:~:text=Expressed%20mathematically%20as%20G%20%CE%BC,8%CF%80GT%CE%BC%CE%BD)$G_{munu} + Lambda g_{munu} = frac{8pi G}{c^4} T_{munu}$n* **Special Relativity:** He established that the laws of physics are the same for all non-accelerating observers and that the speed of light is a constant.[www.monash.edu](https://www.monash.edu/student-academic-success/physics/relativity/comparing-einsteins-relativity-to-classical-physics#:~:text=The%20speed%20of%20light%20in%20a%20vacuum%20is%20constant%20for,of%20the%20source%20of%20light.) This led to the most famous equation in history, relating mass ([www.nrc.gov](https://www.nrc.gov/reading-rm/basic-ref/glossary/mass-energy-equation)$m$) and energy ([www.nrc.gov](https://www.nrc.gov/reading-rm/basic-ref/glossary/mass-energy-equation)$E$):[www.nrc.gov](https://www.nrc.gov/reading-rm/basic-ref/glossary/mass-energy-equation)n * **The Equation:** [www.pbs.org](https://www.pbs.org/wgbh/nova/einstein/lrk-hand-emc2expl.html)$E = mc^2$n* **The Photoelectric Effect:** While most people think he won the Nobel Prize for relativity, he actually won it for this.[www.nobelprize.org](https://www.nobelprize.org/prizes/physics/1921/summary/) He proved that light acts as both a wave and a particle (quanta), which helped kickstart **Quantum Mechanics**.nn---nn### 5 Fast Factsnn| Aspect | Detail |n| :--- | :--- |n| **Nobel Prize** | Physics (1921) |n| **Early Life** | Born in Ulm, Germany; struggled with rigid school systems. |n| **Personal Style** | Famously hated socks and rarely wore them. |n| **Humanitarianism** | A staunch pacifist and advocate for civil rights. |n| **The Brain** | After his death, his brain was removed (without family permission) for study. |nn---nn### Why He Still MattersnnEinstein’s theories weren't just abstract math; they are the reason your **GPS** works.[www.nasa.gov](https://www.nasa.gov/image-article/einsteins-theory-of-relativity-critical-gps-seen-distant-stars/#:~:text=Einstein's%20Theory%20of%20Relativity%2C%20Critical,Seen%20In%20Distant%20Stars%20-%20NASA) Without corrections for time dilation (time moving differently for satellites than for people on Earth), your phone’s map would be off by several kilometers within a single day.[www.youtube.com](https://www.youtube.com/shorts/LkWZSBgJ7Wg)nn> "Imagination is more important than knowledge. For knowledge is limited, whereas imagination embraces the entire world, stimulating progress, giving birth to evolution."[www.tuneintoleadership.com](https://www.tuneintoleadership.com/newsletter/the-power-of-imagination-to-elevate-leadership#:~:text=Knowledge%20is%20limited.,%E2%80%95Albert%20Einstein) — **Albert Einstein**nn---nn**Would you like me to dive deeper into one of his specific theories, or perhaps generate an image of Einstein in a modern setting?**",
"sources": [
{
"type": "gemini_source",
"title": "Albert Einstein – The Voyage Kids - UK German Connection",
"snippet": "Albert Einstein was a scientist and best known for his theory of relativity. This theory tries to explain the relationship between space, time, matter and ...",
"domain": "ukgermanconnection.org",
"url": "https://ukgermanconnection.org/kids/find-out-en/albert-einstein/",
"thumbnail": "https://encrypted-tbn3.gstatic.com/favicon-tbn?q=tbn:ANd9GcRUYxfhy5YlH9MB9u2_ZAViKb5WoDIXhSd6kXA_ujWQNEpvQxUKShS2-8qgIlbjJI50b9c5MdzIKLThVS-r3d4j6KhZXvNFgsjSz5488syxVA",
"source_name": "UK German Connection",
"publication_date": null,
"markdown": "Albert Einstein is arguably the most famous physicist in history, not just for his "wild hair" and eccentric persona, but for fundamentally rewriting the laws of the universe."
},
{
"type": "gemini_source",
"title": "The Power of Imagination to Elevate Leadership",
"snippet": "Knowledge is limited. Imagination embraces the entire world, stimulating progress, giving birth to evolution. ―Albert Einstein.",
"domain": "www.tuneintoleadership.com",
"url": "https://www.tuneintoleadership.com/newsletter/the-power-of-imagination-to-elevate-leadership#:~:text=Knowledge%20is%20limited.,%E2%80%95Albert%20Einstein",
"thumbnail": "https://encrypted-tbn3.gstatic.com/favicon-tbn?q=tbn:ANd9GcQYRnqFyjfBmF3L6hqP5UaVinHFgDeFSE3zppGauJJly0mNnbpYs8jru5HEow3OAicJsmz-UgV0vxVMJE8Op8DVpsMOSbSe0Lnys3Q3TGPdSJq6McM",
"source_name": "Tune Into Leadership",
"publication_date": null,
"markdown": "For knowledge is limited, whereas imagination embraces the entire world, stimulating progress, giving birth to evolution.""
}
],
"se_results_count": 0,
"item_types": [
"gemini_text",
"gemini_table",
"gemini_images"
],
"items_count": 5,
"items": [
{
"type": "gemini_text",
"rank_group": 1,
"rank_absolute": 1,
"markdown": "Albert Einstein is arguably the most famous physicist in history, not just for his "wild hair" and eccentric persona, but for fundamentally rewriting the laws of the universe.[ukgermanconnection.org](https://ukgermanconnection.org/kids/find-out-en/albert-einstein/)",
"original_text": "Albert Einstein is arguably the most famous physicist in history, not just for his "wild hair" and eccentric persona, but for fundamentally rewriting the laws of the universe.",
"sources": [
{
"type": "gemini_source",
"title": "Albert Einstein – The Voyage Kids - UK German Connection",
"snippet": "Albert Einstein was a scientist and best known for his theory of relativity. This theory tries to explain the relationship between space, time, matter and ...",
"domain": "ukgermanconnection.org",
"url": "https://ukgermanconnection.org/kids/find-out-en/albert-einstein/",
"thumbnail": "https://encrypted-tbn3.gstatic.com/favicon-tbn?q=tbn:ANd9GcRUYxfhy5YlH9MB9u2_ZAViKb5WoDIXhSd6kXA_ujWQNEpvQxUKShS2-8qgIlbjJI50b9c5MdzIKLThVS-r3d4j6KhZXvNFgsjSz5488syxVA",
"source_name": "UK German Connection",
"publication_date": null,
"markdown": "Albert Einstein is arguably the most famous physicist in history, not just for his "wild hair" and eccentric persona, but for fundamentally rewriting the laws of the universe."
}
]
},
{
"type": "gemini_text",
"rank_group": 2,
"rank_absolute": 2,
"markdown": "* **General Relativity:** This is the big one. Einstein proposed that gravity isn't a "pulling" force, but a curvature of space-time caused by mass.[www.space.com](https://www.space.com/17661-theory-general-relativity.html#:~:text=The%20gravitational%20field%20comes%20out,result%20of%20the%20curved%20spacetime.)n * **The Equation:** [fiveable.me](https://fiveable.me/riemannian-geometry/unit-13/einstein-field-equations-geometric-interpretation/study-guide/9y5ta3S24M3gpsDn#:~:text=Expressed%20mathematically%20as%20G%20%CE%BC,8%CF%80GT%CE%BC%CE%BD)$G_{munu} + Lambda g_{munu} = frac{8pi G}{c^4} T_{munu}$n* **Special Relativity:** He established that the laws of physics are the same for all non-accelerating observers and that the speed of light is a constant.[www.monash.edu](https://www.monash.edu/student-academic-success/physics/relativity/comparing-einsteins-relativity-to-classical-physics#:~:text=The%20speed%20of%20light%20in%20a%20vacuum%20is%20constant%20for,of%20the%20source%20of%20light.) This led to the most famous equation in history, relating mass ([www.nrc.gov](https://www.nrc.gov/reading-rm/basic-ref/glossary/mass-energy-equation)$m$) and energy ([www.nrc.gov](https://www.nrc.gov/reading-rm/basic-ref/glossary/mass-energy-equation)$E$):[www.nrc.gov](https://www.nrc.gov/reading-rm/basic-ref/glossary/mass-energy-equation)n * **The Equation:** [www.pbs.org](https://www.pbs.org/wgbh/nova/einstein/lrk-hand-emc2expl.html)$E = mc^2$n* **The Photoelectric Effect:** While most people think he won the Nobel Prize for relativity, he actually won it for this.[www.nobelprize.org](https://www.nobelprize.org/prizes/physics/1921/summary/) He proved that light acts as both a wave and a particle (quanta), which helped kickstart **Quantum Mechanics**.",
"original_text": "General Relativity: This is the big one. Einstein proposed that gravity isn't a "pulling" force, but a curvature of space-time caused by mass.nThe Equation: G_{munu} + Lambda g_{munu} = frac{8pi G}{c^4} T_{munu}nSpecial Relativity: He established that the laws of physics are the same for all non-accelerating observers and that the speed of light is a constant. This led to the most famous equation in history, relating mass (m) and energy (E):nThe Equation: E = mc^2nThe Photoelectric Effect: While most people think he won the Nobel Prize for relativity, he actually won it for this. He proved that light acts as both a wave and a particle (quanta), which helped kickstart Quantum Mechanics.",
"sources": [
{
"type": "gemini_source",
"title": "What is the theory of general relativity? Understanding Einstein's space-time revolution",
"snippet": "The gravitational field comes out of the description of general relativity as a result of the curved spacetime.",
"domain": "www.space.com",
"url": "https://www.space.com/17661-theory-general-relativity.html#:~:text=The%20gravitational%20field%20comes%20out,result%20of%20the%20curved%20spacetime.",
"thumbnail": "https://encrypted-tbn2.gstatic.com/favicon-tbn?q=tbn:ANd9GcQqRQlomBRusaqdBgDEmB6ccd38TrVXMfTfIZpjEdFpfzEyvxNDVv0fCT88dc1CC2nx4G2lxPC4HLXhQa8ou1hOclbb-7OymA",
"source_name": "Space",
"publication_date": null,
"markdown": "Einstein proposed that gravity isn't a "pulling" force, but a curvature of space-time caused by mass."
},
{
"type": "gemini_source",
"title": "Einstein field equations and their geometric interpretation | Riemannian Geometry Class Notes | Fiveable",
"snippet": "Expressed mathematically as G μ ν + Λ g μ ν = 8 π G c 4 T μ ν G_{munu} + Lambda g_{munu} = frac{8pi G}{c^4} T_{munu} Gμν+Λgμν=c48πGTμν ...",
"domain": "fiveable.me",
"url": "https://fiveable.me/riemannian-geometry/unit-13/einstein-field-equations-geometric-interpretation/study-guide/9y5ta3S24M3gpsDn#:~:text=Expressed%20mathematically%20as%20G%20%CE%BC,8%CF%80GT%CE%BC%CE%BD",
"thumbnail": "https://encrypted-tbn2.gstatic.com/favicon-tbn?q=tbn:ANd9GcR7qMtAUUTm43du1ySjDVpM08WaHfGES4As7WWcMezVpKXZatIdxkA7_4K4lYUFR1is8vkfMq0AurxCi6EhUNXIDSarUDE",
"source_name": "Fiveable",
"publication_date": null,
"markdown": "* **The Equation:** $G_{munu} + Lambda g_{munu} = frac{8pi G}{c^4} T_{munu}$"
},
{
"type": "gemini_source",
"title": "Comparing Einstein's Relativity to Classical Physics - Student Academic Success",
"snippet": "The speed of light in a vacuum is constant for all observers regardless, of their motion or the motion of the source of light.",
"domain": "www.monash.edu",
"url": "https://www.monash.edu/student-academic-success/physics/relativity/comparing-einsteins-relativity-to-classical-physics#:~:text=The%20speed%20of%20light%20in%20a%20vacuum%20is%20constant%20for,of%20the%20source%20of%20light.",
"thumbnail": "https://encrypted-tbn3.gstatic.com/favicon-tbn?q=tbn:ANd9GcTzcGaIpzVwSB-hzqL3h2RNKYjg4qu7SwKvQu2hEIL85-qD5jem3ru_V6AqAhbGXhCxfoHvJ3za7yfz1A2iFO8wJEAqhV0z1rw",
"source_name": "Monash University",
"publication_date": null,
"markdown": "* He established that the laws of physics are the same for all non-accelerating observers and that the speed of light is a constant."
},
{
"type": "gemini_source",
"title": "Mass-energy equation - Nuclear Regulatory Commission",
"snippet": "Mass-energy equation. The equation developed by Albert Einstein, which is usually given as E = mc2, showing that, when the energy of a body changes by an ...",
"domain": "www.nrc.gov",
"url": "https://www.nrc.gov/reading-rm/basic-ref/glossary/mass-energy-equation",
"thumbnail": "https://encrypted-tbn1.gstatic.com/favicon-tbn?q=tbn:ANd9GcTTx1zB9fpnzVG60Xl_uqxhHyMRngCyXNWWzzRn6JGL6wr0wW5Jtrbdh_WbopIu4ilIdtIWQsrfWNpi2wKxWzuuXpDKDlU",
"source_name": "Nuclear Regulatory Commission (.gov)",
"publication_date": null,
"markdown": "This led to the most famous equation in history, relating mass ($m$) and energy ($E$):"
},
{
"type": "gemini_source",
"title": "NOVA | Einstein's Big Idea | Library Resource Kit: E = mc2 Explained - PBS",
"snippet": "E = mc2 Explainednn- E = mc2.n- So why would you have to multiply the mass of that walnut by the speed of light to determine how much energy is bound up inside ...",
"domain": "www.pbs.org",
"url": "https://www.pbs.org/wgbh/nova/einstein/lrk-hand-emc2expl.html",
"thumbnail": "https://encrypted-tbn0.gstatic.com/favicon-tbn?q=tbn:ANd9GcSiotveZ_1fLzv2E0VJi1hPdYivGLVBEeSoJ1NBr45G4aHt2X1ewyisCmoDKN113epXUdll99UXEHEZi6riztLQ-M6hXhk",
"source_name": "PBS",
"publication_date": null,
"markdown": " * **The Equation:** $E = mc^2$"
},
{
"type": "gemini_source",
"title": "The Nobel Prize in Physics 1921 - NobelPrize.org",
"snippet": "The Nobel Prize in Physics 1921 was awarded to Albert Einstein for his services to Theoretical Physics, and especially for his discovery of the law of the ...",
"domain": "www.nobelprize.org",
"url": "https://www.nobelprize.org/prizes/physics/1921/summary/",
"thumbnail": "https://encrypted-tbn0.gstatic.com/favicon-tbn?q=tbn:ANd9GcRbNbQahCQ9P5hc9bHwjcTQuquXujPwra9U4sOFVmJCynjmEsCSQvm1pVOLIaM2nJfEW4iZPRlnxDAlJ4gqYGzJ_A2Ud-w2ylYGC8d2",
"source_name": "NobelPrize.org",
"publication_date": null,
"markdown": "* **The Photoelectric Effect:** While most people think he won the Nobel Prize for relativity, he actually won it for this."
}
]
},
{
"type": "gemini_text",
"rank_group": 3,
"rank_absolute": 3,
"markdown": "### 5 Fast Facts",
"original_text": "5 Fast Facts",
"sources": null
},
{
"type": "gemini_table",
"rank_group": 1,
"rank_absolute": 4,
"markdown": "| Aspect | Detail |n| :--- | :--- |n| **Nobel Prize** | Physics (1921) |n| **Early Life** | Born in Ulm, Germany; struggled with rigid school systems. |n| **Personal Style** | Famously hated socks and rarely wore them. |n| **Humanitarianism** | A staunch pacifist and advocate for civil rights. |n| **The Brain** | After his death, his brain was removed (without family permission) for study. |",
"original_text": "AspecttDetailnNobel PrizetPhysics (1921)nEarly LifetBorn in Ulm, Germany; struggled with rigid school systems.nPersonal StyletFamously hated socks and rarely wore them.nHumanitarianismtA staunch pacifist and advocate for civil rights.nThe BraintAfter his death, his brain was removed (without family permission) for study.",
"table": {
"table_header": [
"Aspect",
"Detail"
],
"table_content": [
[
"Nobel Prize",
"Physics (1921)"
],
[
"Early Life",
"Born in Ulm, Germany; struggled with rigid school systems."
],
[
"Personal Style",
"Famously hated socks and rarely wore them."
],
[
"Humanitarianism",
"A staunch pacifist and advocate for civil rights."
],
[
"The Brain",
"After his death, his brain was removed (without family permission) for study."
]
]
}
},
{
"type": "gemini_images",
"rank_group": 1,
"rank_absolute": 5,
"markdown": "",
"items": [
{
"type": "gemini_images_element",
"url": "https://www.singulart.com/blog/en/2023/09/04/van-gogh-famous-paintings/",
"alt": "famous paintings by Vincent van Gogh",
"image_url": "https://encrypted-tbn1.gstatic.com/images?q=tbn:ANd9GcTaBy_xbG0ZXNkAPAApT1bDOmSargM2g15ZzsApA18FeCeHnJO_5T71z_dC3pah",
"markdown": ""
},
{
"type": "gemini_images_element",
"url": "https://www.thecollector.com/10-van-gogh-paintings-to-know/",
"alt": "famous paintings by Vincent van Gogh",
"image_url": "https://encrypted-tbn3.gstatic.com/images?q=tbn:ANd9GcR6Jfz2dPkwW9VRyIaH_zo592o64IN1bli0puvZIGMCRqQdwkKXiZoxHtwu2iKM",
"markdown": ""
}
]
}
]
}
]
}
]
}
The result of the Gemini LLM Scraper includes comprehensive data from Gemini’s response. First of all, it features a markdown field containing all the response content formatted in Markdown markup language. Then, in the sources array, you can find all of the sources LLM cited to generate a response. Each source object comes with key data, such as title, text snippet, url of the source, and its publication_date.
Further, you’ll find the items array where the data from AI response elements is structured in separate objects:
1. Response text snippets. The text of the response is structured in the gemini_text objects (chat_gpt_text for ChatGPT) of the LLM Scraper result.
2. Table. The contents of the displayed tables can be found inside gemini_table (chat_gpt_table) elements of the LLM Scraper result.
3. Featured images. Images from the AI response can be located in gemini_images (chat_gpt_images) objects of the LLM Scraper result.
It is worth noting that in the ChatGPT LLM Scraper, we retrieve additional elements, such as chat_gpt_products and chat_gpt_local_businesses, which are present only in ChatGPT. Additionally, you will get data on fan_out_queries and brand_mentions, if available. For more details, check out the documentation.
As you can see, the LLM Scraper API retrieves comprehensive data that captures all aspects of the AI answers displayed to a user.
Now, let’s see how a request and response of the Gemini LLM Responses endpoint look compared to the Gemini LLM Scraper.
POST: https://api.dataforseo.com/v3/ai_optimization/gemini/llm_responses/live
Request example:
[
{
"system_message": "communicate as if we are in a business meeting",
"message_chain": [
{
"role": "user",
"message": "Hello, what's up?"
},
{
"role": "ai",
"message": "Hello! I’m doing well, thank you. How can I assist you today? Are there any specific topics or projects you’d like to discuss in our meeting?"
}
],
"max_output_tokens": 200,
"temperature": 0.3,
"top_p": 0.5,
"model_name": "gemini-2.5-flash",
"web_search": true,
"user_prompt": "provide information on how relevant the amusement park business is in France now"
}
]
Response example:
{
"version": "0.1.20251208",
"status_code": 20000,
"status_message": "Ok.",
"time": "5.5958 sec.",
"cost": 0.0376568,
"tasks_count": 1,
"tasks_error": 0,
"tasks": [
{
"id": "12111456-1535-0612-0000-26ea2dc16c11",
"status_code": 20000,
"status_message": "Ok.",
"time": "5.5290 sec.",
"cost": 0.0376568,
"result_count": 1,
"path": [
"v3",
"ai_optimization",
"gemini",
"llm_responses",
"live"
],
"data": {
"api": "ai_optimization",
"function": "llm_responses",
"se": "gemini",
"system_message": "communicate as if we are in a business meeting",
"message_chain": [
{
"role": "user",
"message": "Hello, what's up?"
},
{
"role": "ai",
"message": "Hello! I’m doing well, thank you. How can I assist you today? Are there any specific topics or projects you’d like to discuss in our meeting?"
}
],
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"model_name": "gemini-2.5-flash",
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"user_prompt": "provide information on how relevant the amusement park business is in France now"
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"result": [
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"model_name": "gemini-2.5-flash",
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"output_tokens": 798,
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"money_spent": 0.0370568,
"datetime": "2025-12-11 14:56:47 +00:00",
"items": [
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"text": "The amusement park business in France is currently a significant and growing market, demonstrating strong relevance within the leisure and tourism industry.nnHere's a breakdown of its current state:nn**Market Size and Growth:**n* The French amusement parks market generated an estimated revenue of USD 3,249.3 million in 2024.n* It is projected to reach USD 4,274.3 million by 2030, growing at a Compound Annual Growth Rate (CAGR) of 4.4% from 2025 to 2030.n* Another report indicates the France Theme Park Tourism Market size was USD 2033.82 million in 2024 and is projected to reach USD 3849.39 million by 2033, with a CAGR of 7.26% between 2025 and 2033.n* The broader leisure destinations sector in France, which includes amusement parks, has a turnover of 3 billion euros and employs over 50,000 people across 500 companies.nn**Key Drivers and Trends:**n* **Strong Tourism Industry:** France's robust tourism sector, attracting millions of visitors annually, significantly contributes to the amusement park market's growth.n* **Increasing Disposable Income:** Rising disposable income among consumers is leading to increased spending on leisure activities.n* **Changing Consumer Preferences:** There's a growing demand for experiential entertainment and family-oriented leisure activities.n* **Technological Integration:** Parks are investing in augmented reality (AR) and virtual reality (VR) attractions to offer immersive and interactive experiences.n* **Sustainability Focus:** Many parks are implementing eco-friendly practices and sustainability initiatives.n* **Innovation in Attractions:** Continuous expansion and innovation in rides and attractions cater to diverse audiences, including families and thrill-seekers.n* **Development of Hospitality:** Parks are increasingly focusing on developing their hospitality offerings, including themed hotels, to become comprehensive destinations.nn**Competitive Landscape:**n* The French amusement park market is becoming highly competitive.n* Major players like Disneyland Paris, Parc Astérix, Puy du Fou, and Futuroscope dominate the market, accounting for a significant portion of visits to the top European parks.n* Disneyland Paris, in particular, is a major driver of the European amusement park market due to its global popularity.n* In 2023, Disneyland Paris welcomed 10.4 million visitors, making it the #1 park in EMEA and #2 globally. Its Walt Disney Studios Park saw 5.7 million visitors in 2023.n* Puy du Fou is another highly popular park, ranking second in France by visitor numbers in 2023 with over 2.5 million visitors, and is top-rated for customer satisfaction.n* Regional parks often focus on a family-friendly and affordable approach to attract visitors.nn**Post-Pandemic Recovery:**n* After a challenging 2020 due to shutdowns, the market has seen a direct and continuous recovery.n* Average attendance at French parks in 2024 was 15-20% higher than in 2019.nnIn conclusion, the amusement park business in France is a dynamic and thriving sector, driven by strong tourist appeal, evolving consumer demands, and continuous innovation.",
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],
"fan_out_queries": [
"amusement park business France current relevance",
"amusement park industry France market size 2023 2024",
"number of amusement parks in France 2023",
"amusement park attendance France 2023",
"trends in French amusement park industry"
]
}
]
}
]
}
In the items array of result, you can find the generated text of the response, the annotations array with titles and URLs of cited sources, and a separate array of fan_out_queries – background searches the LLM performed for additional information.
As you can see, the result contains core elements of the AI response. However, LLM Responses results don’t contain data from extra features – tables, images, and source details, which LLM Scraper provides.
4 Pricing details
The pricing for LLM Scraper follows a similar pay-as-you-go model, featured in most of our APIs. The price for retrieving one LLM result page is $0.0012 in Standard (POST-GET) mode and $0.004 in Live mode. For example, to get 500 results in Live mode, you will pay only $2.
For LLM Responses, the pricing system is also based on a pay-as-you-go model, but is calculated differently to account for additional expenses. Because our system interacts with LLM APIs to send requests and retrieve responses, we include the LLM API’s pricing in the total request price. For instance, one task in Live mode will be calculated as follows: $0.0006 request price + the price charged by an LLM API. The Standard mode features an automatic prepayment of $0.01, which is partially refunded if the final price is less than $0.01. For more information on LLM Responses pricing, see this Help Center article and visit the Pricing page.
What can you do with LLM Scraper data?
While the LLM Responses is great for analyzing AI behavior and responses programmatically, the LLM Scraper is your go-to solution for tracking how your brand and content actually appear in AI search interfaces.
In particular, you can apply LLM Scraper in the following cases:
- Explore how your product or brand gets mentioned in LLM answers: as a brand entity, in a fan-out query, or as a cited source;
- Assess what types of elements are often displayed by your target queries – tables, images, product listings, and adapt your content accordingly;
- Explore which keywords frequently appear in LLM responses, fan-out queries to enhance your AI keyword strategy;
- Find potential or new competitors in AI Search;
- Scrape HTML pages with AI answers to include in reports, infographics, or enhance your AI optimization tool with a live display of responses.
Overall, the LLM Scraper is a data-driven solution that satisfies the growing demand for more sophisticated, precise GEO data.