TextRazor

Extract meaning from every message with TextRazor NLP

Customer messages contain names, places, products, and intent buried in unstructured text. Your AI agent uses TextRazor to extract entities, classify topics, identify relationships, and correct spelling in real time. Every conversation becomes structured, actionable data.

Chosen by 800+ global brands across industries

Natural language processing built into the chat

TextRazor gives your AI agent deep text analysis powers, from named entity recognition to topic classification and dependency parsing, all happening mid-conversation.

TextRazor

Use Cases

Text intelligence in real-time conversations

See how businesses use TextRazor-powered AI agents to understand customer messages at a deeper level, routing conversations smarter and extracting actionable insights.

Smart Ticket Routing Based on Message Content

A customer writes a long, detailed message about a billing error involving a specific product and their account manager. Your AI Agent runs TextRazor entity extraction and classification on the message, identifies it as a billing issue mentioning specific people and products, and routes the ticket to the billing team with extracted context. Support tickets reach the right department on the first touch, reducing transfer rates significantly.

Product Feedback Mined for Actionable Insights

Customers leave unstructured feedback across your support channels. Your AI Agent analyzes each message with TextRazor's topic extraction and entity recognition, identifying which products are mentioned, what topics recur (pricing, usability, performance), and what sentiment surrounds each. Product teams receive structured feedback reports instead of reading thousands of raw messages.

Typo-Resilient Customer Support

A customer types 'I cant acess my accont and the pasword reset dosnt work.' Your AI Agent runs TextRazor's spelling correction first, producing 'I can't access my account and the password reset doesn't work.' The cleaned text feeds into downstream processing, ensuring the agent correctly understands the issue and provides the right troubleshooting steps. No more misrouted tickets from typos.

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TextRazor

TextRazor

FAQs

Frequently Asked Questions

How does the AI agent extract entities from customer messages?

The agent sends message text to TextRazor's Extract Entities endpoint. TextRazor identifies mentions of people, organizations, locations, products, and more, linking them to knowledge bases like DBpedia and Freebase. The agent receives structured entity data with types, confidence scores, and Wikipedia URLs.

Can I create custom text classifiers for my specific business categories?

Yes. TextRazor's Custom Classifier Manager lets you define categories and training examples specific to your domain. The agent can create, update, and manage classifiers through the API. Once trained, these classifiers categorize incoming messages according to your business taxonomy.

What API credentials does Tars require for TextRazor?

Tars requires your TextRazor API key, which you can obtain from the TextRazor dashboard. This key provides access to all NLP endpoints including entity extraction, classification, topic extraction, spelling correction, and dependency parsing.

Does TextRazor support languages besides English?

Yes. TextRazor supports multiple languages for entity extraction and text analysis. The agent can specify a language_override parameter when the input language differs from the default. Automatic language detection is also available for multilingual conversations.

How accurate is TextRazor's spelling correction?

TextRazor uses deep learning-based spelling correction that handles context-aware typo fixes, not just dictionary lookups. It considers surrounding words to select the most likely correction. The cleanup_mode parameter also preprocesses text by removing boilerplate and formatting artifacts.

Does Tars store the text analysis results from TextRazor?

No. Text is sent to TextRazor for analysis during the conversation and results are used in real time. Entity data, classifications, and topic extractions are not cached or stored on Tars servers between sessions.

Can the agent manage custom entity dictionaries?

Yes. TextRazor's Dictionary Manager allows the agent to create, update, and manage custom entity dictionaries. You can define domain-specific entities like product names, internal jargon, or proprietary terms that TextRazor should recognize during extraction.

How is TextRazor different from simple keyword matching?

Keyword matching looks for exact strings. TextRazor performs deep NLP analysis including entity disambiguation (distinguishing Apple the company from apple the fruit), relationship extraction, topic modeling, and grammatical parsing. It understands meaning, not just words, resulting in far more accurate message understanding.

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.

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ISO
SOC 2
HIPAA

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