AgentQL

Transform any webpage into structured answers with AI-powered data extraction

When customers need real-time web information, your AI agent queries live pages using AgentQL's natural language selectors. Product details, pricing tables, or public records extracted instantly and delivered conversationally. No more manual lookups or outdated static data.

Chosen by 800+ global brands across industries

Web intelligence at conversation speed

Your AI agent becomes a real-time web researcher, extracting structured data from any public page using natural language queries instead of fragile selectors.

AgentQL

Use Cases

Live web data meets instant answers

See how businesses use AI agents with AgentQL to pull real-time information from the web during customer conversations.

Real-Time Competitive Pricing Checks

A customer asks 'What does your competitor charge for this?' Your AI Agent takes the competitor's product URL, queries AgentQL to extract the current price, and presents a comparison. The customer gets live market data without your team manually checking competitor sites. Pricing conversations become informed negotiations.

Instant Public Record Lookups

A potential client needs verification of business registration or public filings. Your AI Agent queries the relevant government or public database webpage using AgentQL, extracts the registration details, and confirms the information during the conversation. Due diligence completed in seconds, not hours.

Product Specification Extraction on Demand

A customer shares a product page URL and asks for compatibility information. Your AI Agent queries AgentQL to extract specifications, dimensions, and technical details from that exact page. No manual data entry, no outdated spreadsheets. The answer comes directly from the source, live.

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AgentQL

AgentQL

FAQs

Frequently Asked Questions

How does the AI agent extract data from a webpage using AgentQL?

Your agent sends a URL and either an AgentQL query or natural language prompt to AgentQL's REST API. AgentQL's AI analyzes the page structure, identifies the requested elements semantically, and returns structured JSON data. The agent then formats this data conversationally for the customer.

Can AgentQL handle pages that require JavaScript to render content?

Yes. AgentQL can create remote browser sessions that fully render JavaScript-heavy pages before extraction. For pages with dynamic content, infinite scroll, or single-page applications, the agent requests a browser session, waits for rendering, then queries the fully loaded page.

What happens if a webpage structure changes after I set up the integration?

AgentQL's queries are self-healing. Instead of relying on brittle CSS selectors or XPath, AgentQL uses semantic understanding to find elements by meaning. If a website redesigns, queries like 'get product prices' continue working because AgentQL identifies prices by context, not DOM position.

Does Tars store the web data extracted through AgentQL?

Extracted data is used only for the current conversation and not permanently stored by Tars. When AgentQL returns structured data, your agent presents it to the customer and the response is logged as part of the conversation transcript, but raw extraction data is not separately cached or retained.

What types of queries can I send to AgentQL during conversations?

You can use AgentQL's query language with structured syntax like '{ products[] { name price } }' or natural language prompts like 'List all product names and their prices.' Natural language is easier for dynamic queries, while AgentQL syntax offers precise control over output structure.

Are there limits on how many pages I can query through the integration?

AgentQL provides a free tier with initial API calls, then charges per query after. Your agent can check usage via the Get Usage endpoint to monitor consumption. Configure your agent with query limits or approval workflows for high-volume extraction scenarios.

Can AgentQL extract data from authenticated pages or sites behind login?

The Tars integration supports public webpage extraction. For authenticated content, you would need to provide raw HTML directly to the query endpoint rather than a URL. AgentQL can parse HTML strings, enabling extraction from authenticated pages if your system captures the rendered HTML.

How is AgentQL different from building custom web scrapers?

Custom scrapers require CSS or XPath selectors that break when sites change. AgentQL uses AI to understand page semantics, making queries resilient across site redesigns. You describe what data you want in natural language, not where it lives in the DOM. No scraper maintenance, no selector updates.

How to add Tools to your AI Agent

Supercharge your AI Agent with Tool Integrations

Don't limit your AI Agent to basic conversations. Watch how to configure and add powerful tools making your agent smarter and more functional.

Real results, real customers, real stories

“We're saving an average of 4,000+ calls a month.”
Implementing an Agent revolutionized our customer service channels and our service to Indiana business owners. We're saving an average of 4,000+ calls a month and can now provide 24x7x365 customer service️ along with our business services.
Lindsey Roark Mayes
Ex-Director of SOS IT (State of Indiana)
“Cutting down on staff needing to email back.”
Since our launch of Tars Agents, we've had more than 5k interactions with them from individuals on the website. We saw prospects interacting with the Agent regarding application timelines, tuition, curriculum, and other items that may come through an email. This provides another avenue of access to our team while cutting down on staff needing to email back.
Levi Eastwood
Marketing Director of UCI Merage School
“Powerful tool - and there's so much more still to explore!”
I love the flexibility of the TARS chatbot design tool. The ability to drop in a new gambit and easily de-link and re-link gambits before and after it saves HOURS of time lost if I had to regenerate from scratch. TARS stands out for its flexibility, consistent performance, and outstanding support.
Aaron Rittmaster
Founder
“I like the product.”
Takes those boring forms and allows you to make the collecting of customer information enjoyable for the user. It has a lot of value and I see the company constantly working on improving it.
Pierre Rattini
Director of Marketing
“Very responsive and supportive Team”
I love how supportive and responsive the team members are. The chatbots are not difficult to build once you have an idea of what you are doing, and this is so based on the backend work Tars has completed. Also, they are flexible to the clients' requests.
Keisha Cameron
Product Manager
“Easy for cooperation and open to agreement.”
One of the biggest qualities of TARS is their ability to truly understand their clients' needs. They took the time to thoroughly assess our requirements, offering valuable insights and recommendations that we hadn't even considered. This level of personalized attention made a significant difference in the success of our project.
Milica Petrovic
Customer Care Project Associate
“Great service”
The guys at Tars are so passionate about bots and maximum engagement. Tars is overall a great product with really nice people there to help me engage and automate conversations I would have otherwise missed.
Nigel Gosling
Health Coach
“Best in class for lead generation”
TARS is an essential tool within our lead gen strategy. I started to use it a couple years ago, and the platform evolved to focus on results. You can integrate your Google Analytics, Facebook Pixel, and AdWords conversion tag to track results and measure your campaign. You can also integrate with Zapier, which opens a lot of possibilities. Compared with static landing pages, we have seen an increase in conversions and more engagement.
Leonardo Wolff
Founder
“Very professional and cooperative”
Building an automated chat that our customers actually used and reduced calls amount.
Maryam Alhaddad
Customer Journey Designer
“Flexibility and good service”
Tars platform is very flexible, so you can do pretty much any flux you desire. Also integrates with any third party through APIs with a very simple and easy-to-use interface. Also tars team is great! Always at disposal and brings suggestions and solutions for any issue encountered during the process of building the chatbot.
Lucas Von Lachmann
Process Manager
“Deserved The title of the Best Chatbot of the Year”
If you are building chatbots, you cannot go wrong with TARS. I have been with this company since their beginning. Seen how they have grown. I have tested a lot of bots, but this one is still the best out there. We use WhatsApp a lot for our business. And what I like best is that I can have 1 chatbot for website and for my WhatsApp. I especially appreciate their support team as well. Whenever I am stuck, they quickly reply to my questions.
MJ Felix
Chairman
“Advanced integration, easy to use, and very customizable.”
This chatbot does everything from AI integration to complete customization and is excellent for lead conversion in most industries. I think the pre-formatted templates are an excellent boost to get started quickly. The team is also excellent.
Rachel Rowling
Chief Operating Officer
“The chatbot implementation has exceeded expectations!”
The implementation has delivered 24/7 customer support and is proving its value by reducing Contact center calls by around 5% in just four months of operation. Beyond enhancing the e-care experience, the chatbot is driving impressive business results, achieving a remarkable 20% month-on-month growth.
Victor Pereira
Customer Care and CX Manager
“We're saving an average of 4,000+ calls a month.”
Implementing an Agent revolutionized our customer service channels and our service to Indiana business owners. We're saving an average of 4,000+ calls a month and can now provide 24x7x365 customer service️ along with our business services.
Lindsey Roark Mayes
Ex-Director of SOS IT (State of Indiana)
“Cutting down on staff needing to email back.”
Since our launch of Tars Agents, we've had more than 5k interactions with them from individuals on the website. We saw prospects interacting with the Agent regarding application timelines, tuition, curriculum, and other items that may come through an email. This provides another avenue of access to our team while cutting down on staff needing to email back.
Levi Eastwood
Marketing Director of UCI Merage School
“Powerful tool - and there's so much more still to explore!”
I love the flexibility of the TARS chatbot design tool. The ability to drop in a new gambit and easily de-link and re-link gambits before and after it saves HOURS of time lost if I had to regenerate from scratch. TARS stands out for its flexibility, consistent performance, and outstanding support.
Aaron Rittmaster
Founder
“I like the product.”
Takes those boring forms and allows you to make the collecting of customer information enjoyable for the user. It has a lot of value and I see the company constantly working on improving it.
Pierre Rattini
Director of Marketing
“Very responsive and supportive Team”
I love how supportive and responsive the team members are. The chatbots are not difficult to build once you have an idea of what you are doing, and this is so based on the backend work Tars has completed. Also, they are flexible to the clients' requests.
Keisha Cameron
Product Manager
“Easy for cooperation and open to agreement.”
One of the biggest qualities of TARS is their ability to truly understand their clients' needs. They took the time to thoroughly assess our requirements, offering valuable insights and recommendations that we hadn't even considered. This level of personalized attention made a significant difference in the success of our project.
Milica Petrovic
Customer Care Project Associate
“Great service”
The guys at Tars are so passionate about bots and maximum engagement. Tars is overall a great product with really nice people there to help me engage and automate conversations I would have otherwise missed.
Nigel Gosling
Health Coach
“Best in class for lead generation”
TARS is an essential tool within our lead gen strategy. I started to use it a couple years ago, and the platform evolved to focus on results. You can integrate your Google Analytics, Facebook Pixel, and AdWords conversion tag to track results and measure your campaign. You can also integrate with Zapier, which opens a lot of possibilities. Compared with static landing pages, we have seen an increase in conversions and more engagement.
Leonardo Wolff
Founder
“Very professional and cooperative”
Building an automated chat that our customers actually used and reduced calls amount.
Maryam Alhaddad
Customer Journey Designer
“Flexibility and good service”
Tars platform is very flexible, so you can do pretty much any flux you desire. Also integrates with any third party through APIs with a very simple and easy-to-use interface. Also tars team is great! Always at disposal and brings suggestions and solutions for any issue encountered during the process of building the chatbot.
Lucas Von Lachmann
Process Manager
“Deserved The title of the Best Chatbot of the Year”
If you are building chatbots, you cannot go wrong with TARS. I have been with this company since their beginning. Seen how they have grown. I have tested a lot of bots, but this one is still the best out there. We use WhatsApp a lot for our business. And what I like best is that I can have 1 chatbot for website and for my WhatsApp. I especially appreciate their support team as well. Whenever I am stuck, they quickly reply to my questions.
MJ Felix
Chairman
“Advanced integration, easy to use, and very customizable.”
This chatbot does everything from AI integration to complete customization and is excellent for lead conversion in most industries. I think the pre-formatted templates are an excellent boost to get started quickly. The team is also excellent.
Rachel Rowling
Chief Operating Officer
“The chatbot implementation has exceeded expectations!”
The implementation has delivered 24/7 customer support and is proving its value by reducing Contact center calls by around 5% in just four months of operation. Beyond enhancing the e-care experience, the chatbot is driving impressive business results, achieving a remarkable 20% month-on-month growth.
Victor Pereira
Customer Care and CX Manager

Privacy & Security

We’ll never let you lose sleep over privacy and security concerns

At Tars, we take privacy and security very seriously. We are compliant with GDPR, ISO, SOC 2, and HIPAA.

GDPR
ISO
SOC 2
HIPAA

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