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Named Entity Recognition API

Arya.ai’s Named Entity Recognition API is a powerful tool that helps businesses automatically extract and validate names, organizations, locations, dates, and other key entities from unstructured text. Whether verifying identity matches or structuring large volumes of documents, this NLP-powered API ensures high precision and easy integration.

Try the API

The Named Entity Recognition (NER) API uses machine learning and natural language processing (NLP) to identify entities from freeform text and match them against reference identities. It's built for identity resolution, document parsing, and KYC verifications.

Recognizes person names, places, organizations, dates, and numbers
Supports multilingual input and custom entity training
Matches names against known identities or databases

Ideal for organizations needing entity extraction and name validation at scale:

Banks and Financial Institutions
Insurance Providers
Legal and Compliance Teams
Document Management Platforms
RegTech & KYC Providers

Submit unstructured text via API
The model parses and identifies named entities
It returns structured data and optionally verifies name matches

Input: Raw text, emails, scanned document text
Output: JSON with tagged entities and match confidence

A Smarter Way To AI Adoption

Identity Verification

Confirm whether multiple names or references point to the same individual or organization.

Multi-Name Comparison

Compares multiple name variants (aliases, initials, abbreviations) against a known entity.

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Entity Extraction from Unstructured Text

Extracts people, places, organizations, dates, and numeric entities with high precision.

Scalability and Fast

Processes large datasets or documents quickly, supporting real-time decision workflows.

Arya APIs Empower Axis Bank to Redefine KYC Workflows

Axis Bank streamlined its KYC workflows with Arya AI’s automated document classification and extraction APIs, achieving a 60-65% reduction in operational Cost

Real-World Applications

KYC & Identity Verification

Ensure that names in customer forms, documents, or scanned IDs match a verified profile.

AML & Fraud Monitoring

Detect suspicious name variations and aliases during compliance checks.

Legal & Contract Review

Extract relevant parties, dates, and entities from contracts for faster reviews.

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HR & Background Checks

Identify and match names across resumes, reference letters, and past employment documents

Insurance Underwriting

Validate entity names across claims, policies, and applicant records.

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Financial Document Automation

Use NER to structure bank statements, transaction logs, and investment records.

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Why Our Customers Prefer Apex by Arya AI

Plug & Play AI APIs

Ultra Low Latency Output

ISO & GDPR Certified

No Data Storage

Zero Set-up costs

Pay Per Use

Your Vision, Our AI: Endless Possibilities

From automating critical processes to enhancing customer interactions, we do it all!

Explore More

For Developers

Plug-and-play APIs designed for fast integration, minimizing development effort and maximizing productivity.

Detailed Documentation

Comprehensive documentation to simplify integration and implementation.

SDKs & Libraries

Access resources that eliminate the need to build functionalities from scratch.

Interactive Tutorials & Sandbox

Test API functionalities in a risk-free, simulated setting.

24/7 Technical Support

Round-the-clock support so you have assistance whenever challenges arise.

How we drive customer value

Working with Arya.ai has provided MSIG Life with great support. Their AI applications have been integrated into our operations, addressing key challenges with production-ready models that have made a significant impact. Arya.ai's AI capabilities have helped us enhance our processes, improve security, and increase efficiency across our workflows.
Deekshith and his team have been responsive and have assisted us in streamlining our operations and enhancing the customer experience, enabling us to scale effectively.

Michael Kohan

Head of Digital Solutions

Our Team is greatly thankful for the Bank Statement Analyser of Arya AI. Before using the bank analyser, we had a hard time converting large statements, passbooks and different formats across various banks into tangible insights. But with Arya now, we can generate a speedy report.

Faria Rose Santiago

Co-founder & CEO

Using Arya APIs, we have automated the process of data extraction from KYC submissions as well as Transaction documents along with translation of certain ID proof(s) originally provided in foreign languages, which has greatly eased the operational workload on our team & also saved us on processing time which in turn enhances our overall customer experience.

Vice President Technology

Axis Bank

Appreciate the support we got from Arya in seamlessly processing lakhs of API hits daily. Arya team's expertise provided for excellent guidance and recommendations to help improve the process for large scale integrations. We were able to make this go live in record time of nearly a month. The quality of the work and unwavering dedication brought to the table by Deekshith and team is much appreciated.

Shammi Kapoor

SVP Business Operations

With Arya’s Face Verification and Passive Face Liveness Detection API, we’ve improved the security on our FinTech platform for user verification during transactions. Our Vulnerability to fraud due to identification errors has already reduced by 98% within just six weeks of integrating these APIs. This new process has helped us provide an amazing user experience. Kudos to Arya AI team for ground breaking technology that is making a real good impact on our business.

Sagar Singhal

Co Founder & CEO

Using Arya APIs, we have automated the process of data extraction from KYC submissions as well as Transaction documents along with translation of certain ID proof(s) originally provided in foreign languages, which has greatly eased the operational workload on our team & also saved us on processing time.

Vice President Technology

Axis Bank

+360%

More repayments in past 12 months

Read full story

Our Team is greatly thankful for the Bank Statement Analyser of Arya AI. Before using the bank analyser, we had a hard time converting large statements, passbooks and different formats across various banks into tangible insights. But with Arya now, we can generate a speedy report.

Faria Rose Santiago

Co-founder & CEO

+360%

More repayments in past 12 months

Read full story

With Arya’s Face Verification and Passive Face Liveness Detection API, we’ve improved the security on our FinTech platform for user verification during transactions. Our Vulnerability to fraud due to identification errors has already reduced by 98% within just six weeks of integrating these APIs. This new process has helped us provide an amazing user experience. Kudos to Arya AI team for ground breaking technology that is making a real good impact on our business.

Sagar Singhal

Co-founder & CEO

+360%

More repayments in past 12 months

Read full story

Appreciate the support we got from Arya in Seamless processing lakhs of API hits daily. Arya's team expertise provides for excellent guidance and recommendations to help the process for large scale integrations. we were able to make this go live in a record time of nearly a month. The quality of the work and unwavering dedication brought to the table by Deekshith and the team is much appreciated.

Shammir Kapoor

SVP Business Operations, TATA AIG General Insurance

+360%

More repayments in past 12 months

Read full story

Using Arya APIs, we have automated the process of data extraction from KYC submissions as well as Transaction documents along with translation of certain ID proof(s) originally provided in foreign languages, which has greatly eased the operational workload on our team & also saved us on processing time.

Vice President Technology

Axis Bank

+360%

More repayments in past 12 months

Read full story

Our Team is greatly thankful for the Bank Statement Analyser of Arya AI. Before using the bank analyser, we had a hard time converting large statements, passbooks and different formats across various banks into tangible insights. But with Arya now, we can generate a speedy report.

Faria Rose Santiago

Co-founder & CEO

+360%

More repayments in past 12 months

Read full story

With Arya’s Face Verification and Passive Face Liveness Detection API, we’ve improved the security on our FinTech platform for user verification during transactions. Our Vulnerability to fraud due to identification errors has already reduced by 98% within just six weeks of integrating these APIs. This new process has helped us provide an amazing user experience. Kudos to Arya AI team for ground breaking technology that is making a real good impact on our business.

Sagar Singhal

Co-founder & CEO

+360%

More repayments in past 12 months

Read full story

Appreciate the support we got from Arya in Seamless processing lakhs of API hits daily. Arya's team expertise provides for excellent guidance and recommendations to help the process for large scale integrations. we were able to make this go live in a record time of nearly a month. The quality of the work and unwavering dedication brought to the table by Deekshith and the team is much appreciated.

Shammir Kapoor

SVP Business Operations, TATA AIG General Insurance

+360%

More repayments in past 12 months

Read full story

Working with Arya.ai has provided MSIG Life with great support. Their AI applications have been integrated into our operations, addressing key challenges with production-ready models that have made a significant impact. Arya.ai's AI capabilities have helped us enhance our processes, improve security, and increase efficiency across our workflows.
Deekshith and his team have been responsive and have assisted us in streamlining our operations and enhancing the customer experience, enabling us to scale effectively.

Michael Kohan

Head of Digital Solutions

+360%

More repayments in past 12 months

Read full story

Your Go-To Resource Center for AI Insights

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A Comprehensive Guide

Everything You Need to Know About Named Entity Recognition API

Arya.ai’s NER API is built for businesses that need to automate the extraction of names and key terms from messy text. It’s not just about identifying what’s in the text—it also tells you whether those names match across documents, databases, or identities.

Why It’s Useful

Saves time in manual document review
Automates identity matching and resolution
Improves compliance, onboarding, and document classification workflows

Use Case Flow

Upload unstructured text from documents, messages, or forms
API processes the content, tagging all recognizable entities
Names are validated against reference identities (optional)
Results are returned instantly via structured response

Key Benefits

High accuracy name/entity recognition
Real-time results for scalable use cases
Flexible matching rules (e.g., initials, aliases)
Simple to deploy and customize

Final Thought: Whether preventing fraud, automating KYC, or structuring data for analytics, Arya’s Named Entity Recognition API gives you the intelligence to handle identity-related text at scale.

Table of Contents

Named Entity Recognition API

A Smarter Way To AI Adoption

Identity Verification

Multi-Name Comparison

Entity Extraction from Unstructured Text

Scalability and Fast

Arya APIs Empower Axis Bank to Redefine KYC Workflows

Real-World Applications

KYC & Identity Verification

AML & Fraud Monitoring

Legal & Contract Review

HR & Background Checks

Insurance Underwriting

Financial Document Automation

Why Our Customers Prefer Apex by Arya AI

Your Vision, Our AI: Endless Possibilities

For Developers

Detailed Documentation

SDKs & Libraries

Interactive Tutorials & Sandbox

24/7 Technical Support

How we drive customer value

Your Go-To Resource Center for AI Insights

A Comprehensive Guide

Everything You Need to Know About Named Entity Recognition API

Why It’s Useful

Use Case Flow

Key Benefits

Frequently Asked Questions

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