AI Solutions for Insurance
- 90+ engineers
- 13+ years in business
- 70+ apps delivered
Aligned with these frameworks. Audit reports and certifications available on request.
What is AI for insurance?
Reviewed by Dmytro Nasyrov
Founder and CTO
23+ years in software development. PhD in AI. Led AI projects for insurance carriers, MGAs and InsurTech startups. aligned with ISO 27001.
Custom AI for insurance vs vendor AI platforms
| Factor | Custom AI (Pharos Production) | Vendor Platforms (Shift Technology, Tractable, etc.) |
|---|---|---|
| Fraud model accuracy | Models trained on your claims history and fraud patterns | Generic models across pooled industry data |
| Claims workflow fit | Custom automation matching your adjuster workflows and approval chains | Standard workflows with limited configuration |
| Document processing | Custom extraction for your policy forms, medical records, repair estimates | Pre-built templates for common document types |
| Regulatory compliance | Full explainability, bias testing and state-specific compliance | Vendor-managed compliance, limited transparency |
| Integration depth | Deep integration with your PAS, claims system, billing and CRM | API-based connectors for supported platforms |
| Actuarial model control | Full access to model architecture, features and training data | Black-box pricing, vendor controls updates |
| Cost at scale | One-time development + self-hosted inference | Per-claim or per-policy pricing that scales with volume |
Pharos Production recommends custom insurance AI for carriers processing 10K+ claims monthly, operating in multiple states with varying regulations or building proprietary underwriting models. Vendor platforms work for small MGAs needing quick fraud screening without custom model requirements.
How to choose an AI development company for insurance
Reviews
Independent reviews from Clutch, GoodFirms and Google - verified client feedback on our software projects
Based on 8 verified client reviews
Measurable results
AI for Insurance Benchmark 2026
Proprietary research based on AI-powered insurance projects delivered by Pharos Production. Dataset covers claims automation, fraud detection and underwriting AI deployments. Methodology (Pharos Verified Delivery): aggregated delivery metrics with production monitoring data. Full report available on request.
AI Solutions for Insurance trends shaping 2026
Key technology shifts that impact how Pharos Production architects ai solutions for insurance software for clients.
Agentic AI for Claims Processing
Autonomous AI agents now manage end-to-end claims workflows - from FNOL intake and document collection to damage assessment and settlement calculation. Multi-agent systems coordinate between adjusters, repair shops and policyholders. Pharos Production builds claims agents with human-in-the-loop controls for claims above settlement thresholds.
Computer Vision for Damage Assessment
AI-powered photo analysis estimates vehicle and property damage from policyholder-submitted images. Models detect damage type, severity and repair cost within 30 seconds. Pharos Production builds damage assessment pipelines integrated with repair estimating platforms (CCC, Mitchell, Audatex).
Generative AI for Policy Document Processing
LLMs extract key terms, exclusions and coverage limits from unstructured policy documents, endorsements and correspondence. RAG-grounded extraction ensures accuracy against source documents. Pharos Production builds policy document AI with source attribution and underwriter review workflows.
Predictive Underwriting with Alternative Data
ML models incorporate IoT telematics, satellite imagery, social data and weather patterns into underwriting decisions. Granular risk scoring enables usage-based insurance and parametric products. Pharos Production builds underwriting models with explainability layers for regulatory filing.
AI-Powered Customer Retention
Churn prediction models identify at-risk policyholders 60-90 days before renewal and trigger personalized retention offers. AI analyzes claim experience, premium sensitivity and competitive quoting signals. Pharos Production builds retention engines integrated with CRM and marketing automation platforms.
Catastrophe Modeling with Climate AI
ML models integrate climate projections, historical loss data and property characteristics to predict catastrophe exposure at the individual risk level. Pharos Production builds climate-aware cat models for property and casualty insurers with scenario analysis and portfolio stress testing.
- AI for insurance requires both ML engineering expertise and deep domain knowledge - claims adjudication, actuarial standards, state regulations and fraud investigation workflows.
- The global AI in insurance market is projected to reach $79.86 billion by 2032 at 33.06% CAGR. 70% of insurers are investing in AI for claims and underwriting automation.
- Custom AI eliminates vendor lock-in, keeps policyholder data in your infrastructure and creates proprietary risk models that competing carriers cannot access.
- A claims automation MVP starts from $50,000-$120,000 and takes 12 weeks. Full AI-powered underwriting and fraud detection platforms range from $200,000 to $400,000+.
- Every Pharos Verified Delivery insurance AI sprint includes regulatory compliance validation, bias testing across protected classes and integration testing with policy administration systems.
- Fraud detection models produce false positives. At portfolio scale with a 3-5% base fraud rate, even 95% accuracy means half of flagged claims may be legitimate. Tiered scoring and human review are mandatory.
- State insurance regulations vary significantly. AI-based rate-making and claims decisions must comply with each state department of insurance requirements, adding complexity for multi-state carriers.
- Claims automation requires structured integration with legacy policy administration systems. Guidewire, Duck Creek and Majesco integrations add 4-8 weeks depending on system version and API availability.
- Actuarial AI models need 3-5 years of historical loss data to capture tail risks and catastrophe patterns. New lines of business or geographies start with traditional actuarial methods until sufficient data accumulates.
Choose your cooperation model
Feasibility study, prototype on your data and integration roadmap in four to eight weeks.
Full model development, API layer, cloud deployment and MLOps with monitoring.
Multi-model architecture, custom data infrastructure, compliance and hybrid or on-prem delivery.
Prices vary based on project scope, complexity, timeline and requirements. Contact us for a personalized estimate.
Or select the appropriate interaction model
Request staff augmentation
Need extra hands on your software project? Our developers can jump in at any stage – from architecture to auditing – and integrate seamlessly with your team to fill any technical gaps.
Hire dedicated experts
Whether you’re building from scratch or scaling fast, our engineers are ready to step in. You stay in control, and we handle the code.
Outsource your project
From first line to final audit, we handle the entire development process. We will deliver secure, production-ready software, while you can focus on your business.
| Model | Best for | Team setup | Budget range |
|---|---|---|---|
| Staff Augmentation | Existing teams needing extra engineers at any project stage | 1-2 weeks | From $5,000/month |
| Dedicated Team Popular | Long-term projects requiring full ownership and control | 2-4 weeks | From $15,000/month |
| Project Outsourcing | Full-cycle development from idea to production launch | 1-2 weeks | $10,000-$80,000+ |
An approach to the development cycle
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Team Assembly
Our company starts and assembles an entire project specialists with the perfect blend of skills and experience to start the work.
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MVP
We’ll design, build, and launch your MVP, ensuring it meets the core requirements of your software solution.
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Production
We’ll create a complete software solution that is custom-made to meet your exact specifications.
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Ongoing
Continuous Support
Our company will be right there with you, keeping your software solution running smoothly, fixing issues, and rolling out updates.
Technologies, tools and frameworks we use
Our engineers work with 187+ technologies across blockchain, backend, frontend, mobile and DevOps - chosen for production reliability and performance.
AI and Machine Learning
LLM Providers 8
AI Frameworks 15
Vector Databases 7
MLOps and Infrastructure 11
AI Agent Tools 4
Blockchains
Private and Public Blockchains 33
Cloud Blockchain Solutions 4
DevOps
DevOps Tools 15
Clouds
Clouds 6
Databases
Databases 15
Brokers
Event and Message Brokers 7
Tests
Test Automation Tools 6
UI/UX
UI/UX Design Tools 12
Partnerships & Awards
Recognized on Clutch, GoodFirms and The Manifest for software engineering excellence
FAQ
Quick answers to common questions about custom software development, pricing, process and technology.
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Pharos Production has been in business since 2013, with over 13 years of experience in custom software development. During this time, we have delivered over 70 applications for 200+ clients across 18 industries, including FinTech, healthcare, crypto and e-commerce. We are rated 5/5 on Clutch based on 73 verified reviews (2026).
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Pharos Production provides six core service categories: Software Development (mobile apps, web platforms, database design, UI/UX), Blockchain Development (smart contracts, DeFi, tokenization on Ethereum, Solana, TON and other chains), Software Security (code audits, penetration testing, smart contract audits), Software Consulting (architecture design, MVP validation, startup consulting) and Software Testing and QA (manual, automation, performance and regression testing).
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Pharos Production is headquartered in Las Vegas, Nevada, USA (5348 Vegas Dr, Las Vegas, NV 89108), with an engineering office in Kyiv, Ukraine (44-B Eugene Konovalets Str. Suite 201, Kyiv 01133). We work with clients worldwide and provide remote collaboration across all time zones. Visit our contact page for directions and scheduling options.
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Pharos Production has a team of 90+ engineers, including software developers, blockchain specialists, QA engineers, DevOps experts, UI/UX designers, project managers and solution architects. Our founder, Dr. Dmytro Nasyrov, holds a PhD in Artificial Intelligence and leads the technical direction of all projects.
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We serve a wide range of clients, from startups and product companies to mid-sized enterprises and large institutions. Our clients include crypto exchanges, FinTech providers (like Pleenk), healthcare organizations, sportsbook operators (like Pro Gambling), e-commerce platforms and SaaS companies. Pharos Production has worked with 200+ clients across 18 industries since 2013, adapting engagement models to match each client’s stage, whether it is MVP validation for a startup or enterprise-scale development for an established business.
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A custom software development company is a firm that designs, builds and maintains software tailored to a specific business’s needs, as opposed to off-the-shelf products. Custom software addresses unique workflows, integrations and scalability requirements that generic tools cannot. According to Grand View Research (2024), the global custom software development market is valued at over $35 billion and is projected to grow at a 22.3% CAGR through 2030. Pharos Production is a custom software development company founded in 2013, with a team of 90+ engineers delivering solutions across blockchain, FinTech, healthcare and 15 other industries.
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Custom software development costs vary based on project scope and complexity. At Pharos Production, typical project ranges are: MVP development ($10,000-$25,000), suitable for startups validating a product idea; full-fledged production ($25,000-$50,000), for established businesses scaling a proven concept; and full-cycle development ($50,000-$80,000+), for complex enterprise-grade systems. These ranges include architecture design, development, QA testing and deployment. Final pricing depends on technology stack, number of integrations and engagement model (staff augmentation, dedicated team or project outsourcing).
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Development timelines depend on scope and complexity. At Pharos Production, a typical MVP takes 2-4 months, a production-ready application takes 4-8 months and a complex enterprise system can take 8-12+ months. We use an agile methodology with 2-week sprints, delivering working increments after each sprint. Every sprint includes a retrospective, progress report and planning session for the next iteration. This approach ensures transparency and allows businesses to launch faster by prioritizing high-impact features first. Get a timeline estimate for your project.
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Pharos Production serves 18 industries: Crypto, Web3 and Blockchain (Kimlic, GridTradeX, NextCheck), Sports and Sportsbooks, Casino and Gambling (Gambit Stream, Lucky Bets), FinTech, Healthcare, E-Commerce, Insurance, Energy and Utilities, Education, Telecom, Media and Entertainment, Logistics and Transportation (Taxi Aggregator), Marketing, Banking, Construction and Real Estate, Agriculture and Travel. Our deepest expertise is in FinTech, blockchain and healthcare, where we have delivered compliance-ready platforms (HIPAA, PCI DSS, GDPR) and high-load systems handling thousands of concurrent users. For the latest industry insights, read our guides on FinTech trends in 2026 and the Web3 technology stack.
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Hiring a software development company offers faster time-to-market, lower upfront costs and access to specialized expertise without long-term employment commitments. According to Deloitte’s 2024 Global Outsourcing Survey, 57% of companies outsource software development to access skills they cannot hire internally.
Factor In-house team Software development company Time to assemble 3-6 months (recruiting + onboarding) 1-2 weeks Upfront cost High (salaries, benefits, equipment) Lower (project-based pricing) Specialized expertise Limited to who you can hire locally Access to 90+ engineers across blockchain, AI, FinTech Scalability Slow (each new hire takes months) Fast (scale up or down per sprint) Long-term commitment Full-time employment contracts Flexible engagement models Risk High if key engineers leave Company ensures continuity and knowledge transfer For businesses that need blockchain, AI or high-load architecture expertise, outsourcing to a specialized firm like Pharos Production reduces risk and accelerates delivery.
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Pharos Production focuses on mid-to-large custom software projects with budgets starting at $10,000. We do not take on template-based websites, WordPress theme customization, or short-term contracts under one month. We also do not provide non-technical staffing (marketing, sales or design-only roles). Our strongest fit is blockchain, FinTech and healthcare projects where security, compliance and high-load architecture are critical. For smaller projects or MVPs under $10,000, we recommend exploring freelance platforms or no-code tools as a more cost-effective starting point.
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We use agile with 2-week sprints because it reduces the risk of building features that miss the mark. Each sprint ends with a working demo, a retrospective and a plan for the next iteration.
This means clients see progress every 14 days and can adjust priorities based on real results, not assumptions. According to the Standish Group CHAOS Report (2024), agile projects are 3x more likely to succeed than waterfall projects. We chose this approach after years of experience showing that rigid, fixed-scope contracts lead to scope creep, missed deadlines and products that do not match market needs by launch day.
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Custom development is not the right choice in every situation. You should not hire a custom software company if: your problem is fully solved by an existing SaaS product (e.g. Shopify for e-commerce, Salesforce for CRM); your budget is under $10,000 and timeline is under 4 weeks; you need a simple landing page or marketing website (WordPress or Webflow is faster and cheaper); or you are still validating the idea and have not spoken to potential users yet.
In these cases, off-the-shelf tools or no-code platforms offer better ROI. Custom development makes sense when you need unique workflows, regulatory compliance, high-load architecture or competitive differentiation that packaged software cannot provide.
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Here are three anonymized examples from our recent delivery history:
FinTech startup - payment platform (MVP)
Scope: mobile app + backend API with bank-grade encryption. Team: 4 engineers, 1 QA. Timeline: 10 weeks. Budget: $38,000. Result: launched on schedule, processed $2M+ in transactions within the first quarter.Healthcare provider - patient portal (Full product)
Scope: HIPAA-aligned web platform with EHR integration, appointment scheduling and telemedicine. Team: 6 engineers, 1 DevOps, 2 QA. Timeline: 6 months. Budget: $120,000. Result: 15,000+ active patients, zero compliance violations in two annual audits.Crypto exchange - trading engine (Complex)
Scope: high-load matching engine handling 50,000+ orders per second, multi-chain wallet infrastructure on Ethereum and Solana. Team: 8 engineers, 2 QA, 1 security auditor. Timeline: 11 months. Budget: $340,000. Result: 99.97% uptime, passed three independent security audits.See more projects: NoMoreBets, Pulse, Sagas, Gambit Stream and Pleenk. For the full portfolio, visit our case studies. Learn more about the technology behind these projects in our guide to stablecoins and crypto infrastructure.
Build your AI Solutions for Insurance platform
90+ engineers ready to deliver your AI Solutions for Insurance project on time and within budget
What happens next?
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Contact us
Contact us today to discuss your project. We’re ready to review your request promptly and guide you on the best next steps for collaboration
Same day -
NDA
We’re committed to keeping your information confidential, so we’ll sign a Non-Disclosure Agreement
1 day -
Plan the Goals
After we chat about your goals and needs, we’ll craft a comprehensive proposal detailing the project scope, team, timeline and budget
3-5 days -
Finalize the Details
Let’s connect on Google Meet to go through the proposal and confirm all the details together!
1-2 days -
Sign the Contract
As soon as the contract is signed, our dedicated team will jump into action on your project!
Same day
Our offices
Headquarters in Las Vegas, Nevada. Engineering office in Kyiv, Ukraine.