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AI Insurance Agent Development | Intelligent Claims & Underwriting

AI Agents Development for Insurance

We build custom AI agents that deploy directly on top of your current databases and CRMs. Our AI-powered insurance assistants automate customer communication, claims parsing, and internal operations within your existing business logic.
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[ Services ]

Build autonomous workflows that sit directly over your existing infrastructure. We engineer AI agents that can deal with document triage and complex calculations, while your team can focus on high-stakes decisions.

Our AI Insurance Agent Development Services

Agentic Claims Processing and FNOL Automation

Replace manual data entry with agents that instantly parse First Notice of Loss (FNOL) reports and orchestrate end-to-end health claims routing.

What you get:

  • Automated routing of specific health claims to the correct adjustment queue
  • Instant data extraction from FNOL submissions
  • Direct API integration with your existing claims management software

Automated Customer Form Filling Agents

Drop-off rates spike when customers face redundant questions. We can help you deploy AI agents that pre-fill onboarding and claims forms.

What you get:

  • Instant text extraction from uploaded IDs and supporting claim files
  • Pre-populated data fields synced directly from your existing CRM records
  • Real-time API calls to external registries for data verification

P&C Subrogation Document Processing

Our custom AI agents can read and extract specific liability data from heavy subrogation packages, passing structured data payloads to your recovery teams.

What you get:

  • Extraction of specific liability parameters and financial figures from raw text
  • Automated classification of unstructured P&C subrogation documents
  • Structured data payloads delivered straight to your recovery software via API

Underwriting Intake Support Agents

Our AI Agents can extract data from ACORD forms, loss runs, and submission packages to reduce manual rekeying and speed up review.

What you get:

  • Automated extraction of raw data from MGA emails and PDFs
  • Prioritized underwriting queues that highlight high-value submissions first
  • Automatic identification and rejection of incomplete applications

Broker Commission & Reconciliation

Deploy intelligent agents to calculate multi-tier broker commissions and perform complex reconciliation cycles directly within your existing accounting software.

What you get:

  • Direct execution of reconciliation cycles in your ERP or accounting stack
  • Clear audit trails for all financial distribution
  • Automated multi-tier commission calculations synced to live policy updates

Insurance Policy Servicing Automation

Our team engineers intelligent workflows that execute standard policy renewals, address changes, and mid-term endorsements automatically within your core system.

What you get:

  • Instant processing of standard endorsements and address updates
  • Automated execution of zero-touch policy renewals
  • Direct read and write access to your underlying policy administration system
[ Case Studies ]

Explore our projects to see how we help insurance organizations reduce manual processing times and drive operational efficiency with custom AI-powered software.

Custom AI-Driven Insurtech Solutions by Akveo

React Native
Insurance

AI Platform Modernization for Insurance Brokers

1,500+ hours of broker time saved annually

The client's AI engine excelled at generating quotes and proposals, but its fragmented legacy web interface caused user drop-off during heavy AI processing cycles. Using React and Python, we built a scalable web application wrapper to ensure the balance between complex AI logic and human usability. Our team engineered a secure user journey featuring role management, automated email pipelines, dashboard gating, and a self-service Stripe payment integration with promotional pricing logic.

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React Native
Insurance

Intelligent Automation Platform for Casualty Insurance

Two-part enterprise platform delivered in 18 months

Our team developed a cloud-based technology platform to automate complex medical bill reviews and invoice processing. Divided into two core systems (ARC Review and ARC Finance), the solution was built with an Angular and Java tech stack. It offers complex AG Grid data management for bill processing, high-performance RESTful APIs secured with JWT role-based filters, and distributed communication organized via RabbitMQ. The system is now used daily by internal staff and external B2B customers.

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Deploying AI in insurance demands deep operational integration and strict data compliance. That's exactly what our team with solid expertise in insurtech development can offer.

Why Partner with Akveo for AI Insurance Agent Development

[ Our Advantages ]

Tailored to Your Workflows

We design custom AI agents engineered around your specific insurance documents, business rules, and legacy systems.

70% Less Manual Data Entry

We eliminate operational bottlenecks by applying advanced AI capabilities directly to document processing and workflow routing.

10x Processing Speed

Our custom AI agents handle complex underwriting data, policy reviews, and claim ingestion in seconds instead of hours.

Security First

Data protection is built into the architecture from day one. We ensure your AI agents process sensitive data in full compliance with industry standards.

Integration Without Friction

We implement AI agents on top of your core operational systems, ensuring smooth data flow without disrupting your existing infrastructure.

Product-First Approach

We guide every technical decision by your real-world business outcomes and focus on solving actual operational bottlenecks for your business.

Have a Specific Agentic AI Use Case in Mind?

Estimate Your Project

Talk to our engineering team to get a reliable timeline and budget estimate for your project.

We deliver high-performance systems that solve real operational bottlenecks.

[ Trusted by the Industry ]

Cooperating with Industry Leaders and Innovators

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10+
Years in Software Development
100+
Tech Experts
50+
Major Projects Delivered
[ Tech Stack ]

In AI agent and insurance AI chatbot development, we rely on a modern technology stack to deliver secure and scalable solutions aligned with your needs.

Our Tech Stack for Building Insurance AI Agents

AI Technologies

Anthropic
Llama
Gemini
Hugging Face
LangGraph

Choose an engagement model that fits your business processes and AI transformation strategy.

Flexible Collaboration Models

[ Partnership Models ]

IT Staff Augmentation

Inject specialized engineering talent into your existing team. Our developers and QA automation experts can rapidly increase your current delivery velocity.

Best for: In-house technical teams that need niche expertise.

Dedicated Development Team

Get a dedicated engineering team focused entirely on your business and keep your systems running smoothly without hiring in-house.

Best for: Enterprise casualty platforms, multi-agent insurance ecosystems, scaling insurtech startups.

Project-Based

We agree on the timeline and the budget upfront, then build and deliver a polished software solution ready for your users.

Best for: AI agent proofs-of-concept, standalone claims automation tools, legacy portal modernizations.

Hire AI Agent Developers at Akveo!

Get senior tech experts who already understand data security, compliance, and complex document workflows.

Scale Your Team Now
[ Testimonials ]

Why Clients
Stay with Us

70% of our partners continue working with us for more than 2 years.

Photo of Michael Bruns, Partner of PricewaterhouseCoopers (PwC)
A partner who thinks along with you
I’ve worked with Akveo on multiple small and large-scale projects over the last few years. Akveo is innovative, agile, and reliable. If you are looking for a development partner who thinks along with you, you will enjoy working with Akveo.
Michael Bruns
Partner, PwC
Photo of Gero Strobel, Head of Telematics & Connectivity, Erwin Hymer Group
Go on with Akveo. You won't regret it!
It`s already my second engagement of Akveo. Akveo is a straightforward company. They’re open for discussion, have innovative solutions, and they understand how to use and leverage them on the market and investing a lot in great open source products.
Gero Strobel
Head of Telematics & Connectivity, Erwin Hymer Group
Photo of Edgar Kussberg, CEO of Swiss Startup Tech
Strong partnership that fosters agile delivery of innovative solutions
Our cooperation with Akveo is the reliable foundation for delivering high quality solutions for our partners. Proactive mutual conversations on various topics around business, technology and innovation always bring fruitful opportunities for a strong long-term relationship.
Edgar Kussberg
CEO, Swiss Startup Tech
photo of Andrea Giuggioli, CTO of MySolution
Their approach is very professional and open-minded
They take care about what customer asks and they always try to give him attention and results. Even if, as in our case, the customer does not ask a "standard project" but only consultancy and support. Thanks to Akveo's outstanding consultancy services, the company will be able to launch its apps soon.
Andrea Giuggioli
CTO, MySolution
[ Faq ]

Frequently Asked Questions

What is an AI agent for insurance?

An AI agent is a production-ready software system that executes deterministic workflows. Its functionality goes much beyond that of a basic chatbot. It couples large language models with your existing business logic to ingest unstructured data (like medical bills or police reports) and execute tasks across your core infrastructure via API calls. Such a solution can operate independently within your defined risk boundaries.

How do AI agents enhance claim processing and underwriting?

They remove the manual verification bottleneck. In underwriting, AI agents pull third-party data instantly to calculate risk scores based on your custom criteria. For claims, such software can parse incoming documentation, check policy coverage limits, and flag inconsistencies for fraud triage. This compresses processing cycles from days to minutes.

Can Akveo implement an AI agent on top of our existing software?

Yes. We build agents as an orchestration layer that communicates with legacy databases and CRMs through REST APIs and webhooks. Our custom agents are designed to extract unstructured data from incoming queues and process it according to your business rules. Apart from this, they can write the output directly back into your existing systems without disrupting live operations.

What is the ROI of using an AI agent in insurance systems?

ROI scales by eliminating operational leakage and manual data triage. Underwriters stop auditing forms manually and shift to high-risk edge cases. This can significantly spike application throughput. Automation of claims validation reduces settlement cycles and lowers administrative overhead per policy. Your savings are a result of a drop in cost-per-claim metrics.

How long does it take to build an AI agent for insurance?

Development of a functional pilot running in a sandbox environment takes from eight to twelve weeks. Deploying a production-grade agent integrated with core databases, custom LLM fine-tuning, and full compliance auditing requires more time. As a rule, a development team needs from four to six months. At Akveo, we always conduct a deep analysis of your requirements and an audit of your existing systems to provide you with accurate estimates and timelines before the development process begins.

Ready to Automate Your Insurance Workflows with Secure AI Agents?

Let's discuss your operational bottlenecks and map out custom AI solutions that fit your exact business rules.
Dmitry Klim
Head of Growth
5900 Balcones Drive #21729, Austin, TX 78731
+1 (512) 921-9631