Agentic AI for
Insurance
Autonomous agents that accelerate claims processing, automate underwriting decisions, detect fraud before it costs you, and deliver personalised policyholder experiences — at scale, with full audit trails.
Claims in Hours, Not Days
End-to-end FNOL to settlement automation reduces claim cycle time by 60%.
Fraud Detection Before Settlement
AI agents cross-reference claim signals, network links, and historical patterns in seconds.
Underwriting at Machine Speed
Risk scoring and policy decisions that used to take days complete in minutes.
From AI Assistants to Autonomous Systems
Copilots assist. Agents execute. The difference is who does the work after the AI responds.
Before — AI Copilots
After — Autonomous Agents
Agentic AI Across Insurance
❤️ Life Insurance
Term, whole life, ULIPs, and annuity products with long-tail liabilities and complex underwriting requirements.
Key challenges
Agent use cases
Solutions Across
Departments
Every department has agents. Every agent has a defined input, execution, and outcome.
Claims Management
3 agent solutions
FNOL Triage Agent
Input
Claim notification (form, call, app, email)
Agent Output
Categorised claim, priority score, and assigned adjuster
Damage Assessment Agent
Input
Photos, repair estimates, policy details
Agent Output
Validated damage estimate with comparable benchmarks
Settlement Recommendation Agent
Input
Assessed damage, policy limits, deductibles
Agent Output
Settlement offer with policy basis and payment instruction
Underwriting
3 agent solutions
Risk Scoring Agent
Input
Application data, bureau reports, medical records
Agent Output
Risk score with band classification and loading recommendation
Medical Underwriting Agent
Input
Medical history, lab reports, physician notes
Agent Output
Underwriting decision with evidence basis and exclusion list
Policy Pricing Agent
Input
Risk score, actuarial tables, market benchmarks
Agent Output
Premium recommendation with competitive positioning
Fraud & Investigations
3 agent solutions
Fraud Detection Agent
Input
Claim data, network links, historical patterns
Agent Output
Fraud probability score + evidence flags for investigation
Network Analysis Agent
Input
Claimant, repairer, and medical provider data
Agent Output
Organised ring detection with link map and referral patterns
SIU Briefing Agent
Input
Flagged claim + historical data
Agent Output
Structured SIU brief with investigation priorities
Customer & Distribution
3 agent solutions
Renewal Outreach Agent
Input
Expiring policy list, customer profile, competitive rates
Agent Output
Personalised renewal offer + channel-specific communication
Lapse Prevention Agent
Input
Premium due date, payment failure signal, tenure
Agent Output
Intervention message with reinstatement offer
Cross-sell Recommendation Agent
Input
Policy portfolio, life stage signals, propensity score
Agent Output
Product recommendation with personalised pitch brief
Compliance & Reporting
3 agent solutions
Regulatory Filing Agent
Input
Financial data, regulatory templates, period end data
Agent Output
Completed regulatory return ready for submission
Conduct Risk Monitor
Input
Call recordings, email communications, complaint log
Agent Output
Conduct risk flags with recommended remediation actions
IFRS 17 Data Agent
Input
Policy data, claims, discount rates
Agent Output
IFRS 17 liability measurement data set and disclosures
Actuarial & Analytics
3 agent solutions
Reserve Review Agent
Input
Claims triangle, development patterns, IBNR estimates
Agent Output
Reserve adequacy assessment with sensitivity analysis
Catastrophe Exposure Agent
Input
Portfolio data, geocoded properties, CAT model outputs
Agent Output
Zone-level exposure summary + probable maximum loss estimate
Profit & Loss Flash Agent
Input
Premium, claims, expenses, investment return
Agent Output
Real-time P&L by line of business with variance commentary
Agents You Can Try Right Now
Real agents. Real inputs. Real outputs.
Claims Triage Agent
Processes FNOL notifications from any channel, categorises claim type, scores priority, and assigns to the right adjuster within minutes.
Takes as input
Produces
Fraud Detection Agent
Cross-references claim signals, claimant history, repairer patterns, and network links to produce a fraud probability score before any payment is made.
Takes as input
Produces
Underwriting Decision Agent
Evaluates applications against underwriting guidelines, pulls bureau and medical data, and returns a risk decision in minutes rather than days.
Takes as input
Produces
Renewal Retention Agent
Identifies at-risk renewals, generates personalised retention offers, and triggers the right communication channel at the optimal time before lapse.
Takes as input
Produces
Regulatory Reporting Agent
Compiles and validates periodic regulatory returns from source data — IRDAI, FCA, or jurisdiction-specific formats — ready for submission.
Takes as input
Produces
Pre-Authorisation Agent
Processes cashless pre-authorisation requests from network hospitals, validates against policy terms, and issues approvals in under 30 minutes.
Takes as input
Produces
AI agents that produce content
for Insurance teams
Every industry needs content. These agents handle video ads, product imagery, social media, and campaign copy — at scale, in your brand voice.
Ad-Genie
Generates, refines, and scales high-performing video ads for social platforms — Meta, TikTok, YouTube.
Virtual Photoshoot Agent
AI product photography — custom models, weather, settings, and lighting at scale. No studio needed.
Campaign Hub
Turns a campaign brief into brand-aligned copy, CTAs, social posts, and full creative output.
SocialSphere — Social Media Content Planner
Creates full social content calendars with daily post ideas, themes, formats, and captions.
HeroLens
Product hero shot generator — professional lighting, realistic scene integration, e-commerce ready.
ScrollStop — Viral Reel Creator
Transforms concepts into highly engaging, platform-optimised Shorts and Reels.
All agents deploy in days · No code required · KARMIC self-improvement built in
Browse all content agentsResearch & Insights
No industry-specific posts found yet.
Browse all blog posts →Works with Your Existing Stack
Nagent connects to the systems your bank already runs — no rip-and-replace.
Core Insurance Systems
Data & Investigation
Distribution & CRM
Compliance & Reporting
+ 800 more via Composio and REST API · Browse all integrations →
From Pilot to Production in 8 Weeks
A structured delivery process built around your compliance requirements and existing infrastructure.
Claims & Fraud Audit
Week 1–2Map your highest-volume claim types and fraud exposure. Identify the workflows where agent automation delivers the fastest ROI.
System Integration
Week 3–5Connect to your policy admin, claims, and fraud investigation systems. Configure underwriting rules and fraud scoring thresholds.
Supervised Claims Run
Week 6–8Agents handle FNOL and fraud scoring in parallel with human adjusters. Outputs are validated before autonomous settlement authority is granted.
Autonomous Operations
Month 3+Straight-through processing for qualifying claims. KARMIC loop improves fraud detection accuracy each quarter from outcome feedback.
Claims & Fraud Audit
Week 1–2Map your highest-volume claim types and fraud exposure. Identify the workflows where agent automation delivers the fastest ROI.
System Integration
Week 3–5Connect to your policy admin, claims, and fraud investigation systems. Configure underwriting rules and fraud scoring thresholds.
Supervised Claims Run
Week 6–8Agents handle FNOL and fraud scoring in parallel with human adjusters. Outputs are validated before autonomous settlement authority is granted.
Autonomous Operations
Month 3+Straight-through processing for qualifying claims. KARMIC loop improves fraud detection accuracy each quarter from outcome feedback.
Free Assessment
5 minutes
Is your insurance organisation ready for Agentic AI?
Take a 5-minute assessment to benchmark your AI maturity across strategy, data, talent, and infrastructure. You'll receive a personalised readiness score and a prioritised action plan — free.
Business Impact
0%
Faster claims cycle
FNOL to settlement for qualifying claims
0%
Fraud leakage reduction
Pre-payment fraud scoring and network analysis
< 15min
Pre-auth turnaround
Health cashless pre-authorisation
0%
Underwriting cost reduction
Automated risk scoring and data gathering
“Our FNOL-to-payment cycle dropped from 12 days to under 48 hours for straightforward motor claims. The fraud scoring agent alone saves us 3–4% of claim payouts monthly.”
Vikram Nair
Head of Claims
General Insurance Co. · Non-life · 2M+ active policies
The Insurance AI Playbook
Get the Playbook — Free
PDF download · No spam
Design your own agents — no code required
Use Agent Studio to describe your workflow in plain English. Helix, your AI system designer, will define the agent architecture, select models, configure prompts, and wire tools — ready to run immediately.
We design, build, and deploy the agents for you
The Agentic AI Lab is Nagent's hands-on delivery service. Our team works with yours to identify the highest-impact workflows, build production-ready agent systems, and deploy them inside your environment — with full knowledge transfer.
Common Questions
Ready to deploy Agentic AI in Insurance?
Talk to our solutions team. We'll map the right agents to your workflows and operating model.