NexureAI
NexureAI
Enterprise Life Insurance Test Automation · by Zetamicron
RAG-Powered · Life Insurance Domain · Enterprise

From BRD to Signed-Off
Test Cases. Automatically.

NexureAI transforms Business Requirement Documents into review-ready test cases for Life Insurance enterprises. Generate test scenarios, maintain requirements traceability, streamline approvals, and publish directly to JIRA.

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5+
Departments Covered
4
Coverage Types
100%
Req. Traceability
NexureAI · Processing BRD ACTIVE
Input Document
📄
Life_UL_BRD_v3.2.pdf
Universal Life — Policy Servicing Module · 148 pages · 63 requirements
✓ INGESTED
RAG Pipeline
✓ Document chunked — 412 semantic chunks
✓ Vector embeddings generated → Domain Vector DB
✓ Life Insurance domain model applied
Generating test scenarios…
Generated · Policy Servicing Module
TS-001 Policy endorsement — premium recalculation on sum assured increase
+VE
TS-002 Endorsement request on lapsed policy — system validation reject
−VE
TS-003 Sum assured at max coverage limit — boundary premium recalc
BVT
TS-004 Concurrent endorsements — conflict when two alterations submitted simultaneously
EDGE
Policy Servicing: 31 scenarios generated All 5 modules · Pending review
The Problem

Manual Test Design Is Breaking Life Insurance QA

Life Insurance systems span dozens of interconnected modules across Policy Administration, Claims, Finance, and Commissions. Writing thorough test cases manually requires rare domain expertise, takes weeks per release, and still leaves critical gaps.

  • ✗ 3–6 weeks to write test cases for a single BRD release
  • ✗ Boundary and edge cases routinely missed by QA teams
  • ✗ No traceability between requirements and test cases
  • ✗ Review and signoff workflows managed manually in spreadsheets
  • ✗ Manual JIRA entry introduces errors and burns analyst time
The NexureAI Solution

An End-to-End, RAG-Powered Test Factory

NexureAI automates the entire test design lifecycle — from BRD ingestion to JIRA upload. The platform is domain-trained on Life Insurance business rules, product structures, and operational workflows, so every generated test case is contextually accurate.

  • Ingests BRDs and product specs — no manual re-typing
  • Generates scenarios for all impacted modules across all departments
  • Four coverage types: Positive, Negative, Boundary Value, Edge Case
  • Full Requirements Traceability Matrix (RTM) — automatically maintained
  • SLA-driven review and signoff with audit trail
  • One-click publish to JIRA on final approval
How It Works

Three Steps.
BRD In — JIRA-Ready Out.

NexureAI automates the full test design lifecycle — from document ingestion to signed-off test cases in your test management system.

1

Ingest

Upload your BRDs and Product Specifications. NexureAI analyses the documents, chunks them semantically, generates vector embeddings, and stores them in a Life Insurance-aware vector database — building a project-specific RAG knowledge base.

✓ PDF · Word · Excel BRDs
✓ Semantic chunking & vector embedding
✓ Life Insurance domain model applied
2

Generate

The RAG pipeline generates complete test scenarios across every impacted department — New Business, Policy Servicing, Claims, Finance, and Commissions — with all four coverage types for every scenario, automatically grouped by module for structured review.

✓ 5 departments · 18+ sub-modules
✓ Positive · Negative · Boundary · Edge
✓ 100% requirements traceability maintained
3

Approve & Publish

Test case groups go through SLA-driven review and signoff. Reviewers approve, comment, or trigger AI regeneration — with a full audit trail. Once all groups are signed off, NexureAI auto-publishes to JIRA with RTM attached. Your team starts execution immediately.

✓ SLA timers · escalation alerts
✓ Full audit trail & signoff log
✓ Auto-upload to JIRA with RTM
Life Insurance Coverage

Every Department.
Every Module. Every Test Scenario.

NexureAI generates test scenarios across all operational departments of a Life Insurance enterprise. NexureAI generates test scenarios and test cases across all operational departments of a Life Insurance enterprise.

🏢

New Business

Proposal intake through policy issuance — covering all underwriting and risk assessment workflows.

Proposal / Application Intake Medical Underwriting & Risk Classification Financial Underwriting Proposal Acceptance / Rejection Policy Issuance & Document Generation First Premium Collection
🔄

Policy Servicing

End-to-end in-force policy management including all alterations and lifecycle events.

Policy Endorsements & Alterations Renewals & Premium Notices Policy Lapse & Revival / Reinstatement Surrender & Paid-Up Conversion Beneficiary Changes Loan Against Policy
📋

Claims

Full claims lifecycle from first notification through settlement and reinsurance recovery.

FNOL — First Notification of Loss Claims Investigation & Documents Claim Assessment & Approval Death / Maturity / Disability Claims Claim Settlement & Payment Reinsurance Recovery & Reporting
💰

Finance

Premium flows, general ledger entries, and financial reconciliation workflows.

Premium Collection & Receipting General Ledger Postings Bank Reconciliation Cash Allocation & Matching Financial Reporting & Statutory Returns Tax Deduction & TDS Processing
🤝

Commissions

Agent and broker commission calculation, hierarchy management, and chargeback scenarios.

Agent Commission Calculation Broker & Partner Commissions Override & Bonus Structures Commission Hierarchy Processing Chargeback on Lapse / Cancellation Commission Statements & Payouts
Test Coverage

Four Coverage Types.
Zero Testing Gaps.

NexureAI generates all four categories of test cases for every scenario — ensuring completeness that manual test design consistently misses.

✓ Positive

Positive / Happy-Path Scenarios

Tests the expected, correct execution of business flows — verifying that valid inputs produce the correct system behaviour and output for all operational use cases.

e.g. "Valid proposal submitted with all documents for a 35-year-old non-smoker — policy should be issued within 48 hours"
✗ Negative

Negative Scenarios

Tests invalid inputs, missing data, rejected states, and system guard conditions — verifying that the system correctly validates, rejects, and error-handles non-conforming requests.

e.g. "Endorsement request submitted on a lapsed policy — system must return validation error and block processing"
⊿ Boundary Value

Boundary Value Tests

Tests the exact minimum, maximum, and just-beyond limits of business rules — age thresholds, sum assured caps, premium amounts, policy term limits, and reinstatement windows.

e.g. "Sum assured at exactly the maximum insurable limit (₹5Cr) — premium recalculation and underwriting trigger must fire correctly"
⬡ Edge Cases

Edge Case Scenarios

Tests rare but critical conditions — concurrent state changes, overlapping transactions, system transition states, and regulatory exception flows that standard testing misses.

e.g. "Two endorsement requests submitted simultaneously for the same policy — concurrent modification conflict resolution must be tested"
Requirements Traceability

Every Test Case
Traced to Its Requirement

NexureAI automatically maintains a full Requirements Traceability Matrix (RTM). NexureAI automatically maintains a full Requirements Traceability Matrix (RTM), ensuring complete requirements traceability across all generated test cases.

  • Bi-directional traceability — requirement to test case and back
  • Coverage gaps visible in real-time — untested requirements flagged instantly
  • RTM exported automatically alongside JIRA upload
  • Audit-ready — full chain from BRD clause to test result
  • No manual mapping or maintenance required
Requirements Traceability Matrix Policy Servicing — Endorsements
BRD Req. Scenario Test Cases Status
PS-REQ-012 Sum assured endorsement workflow +4 −3 B2 E1 ✓ SIGNED OFF
PS-REQ-013 Beneficiary change on in-force policy +3 −2 B1 E2 ⏳ IN REVIEW
PS-REQ-014 Policy revival within reinstatement window +5 −4 B3 E1 ✓ SIGNED OFF
PS-REQ-015 Loan against policy disbursement Not yet generated ⚠ UNCOVERED
⚠ PS-REQ-015 uncovered — 1 click to generate test cases
Review & Signoff

SLA-Driven Governance —
From Generation to Approved

Quality is enforced by process, not by hope. NexureAI's structured review workflow ensures every test case group goes through formal approval before reaching JIRA.

Signoff Workflow — Claims Department Group
Step 1
Generated
28 scenarios
Claims dept.
→
Step 2
Grouped
FNOL · Claims
Assessment · Settlement
→
Step 3
Assigned
Reviewer assigned
SLA: 3 days
→
Step 4
In Review
Comment · Approve
or Regenerate
→
Step 5
Signed Off
Approved with
audit trail
→
Step 6
→ JIRA
Auto-uploaded
RTM attached
⏱️

SLA Timers per Group

Each test case group carries its own SLA countdown. Reviewers see remaining time clearly. Managers receive escalation alerts before breaches — not after.

💬

Inline Comments & Regeneration

Reviewers can comment on specific test cases and request AI-assisted regeneration for scenarios that need refinement — without leaving the review interface.

📝

Audit Trail & Signoff Log

Every approval, rejection, comment, and regeneration request is logged with timestamp and user. Full audit trail maintained for compliance and QA governance reporting.

JIRA Integration

Signed Off. Published.
Ready to Execute.

Once all review groups are signed off, NexureAI auto-publishes the complete, approved test case set directly to JIRA — structured by department and module, with requirement traceability links attached. Your QA team moves straight to test execution.

  • Test cases uploaded to JIRA with correct project, epic, and story mapping
  • Departments and sub-modules mapped to JIRA labels and components
  • Requirements traceability matrix (RTM) attached as JIRA attachment
  • Test case type tags: POSITIVE, NEGATIVE, BOUNDARY, EDGE
  • Zero manual re-entry — from NexureAI to JIRA with one click
  • Execution results flow back into NexureAI for coverage reporting

Extensible integration roadmap: Azure DevOps, TestRail, and Zephyr Scale integrations are on the NexureAI roadmap. Contact us to discuss your test management toolchain.

🔵 JIRA — Test Execution Queue UPLOADED
Project: LIFE-UL-REL4.1 · 110 test cases published
New Business — Proposal Intake
+8 -5 B3 E2
Claims — FNOL & Investigation
+6 -4 B2 E3
Policy Servicing — Endorsements
+7 -5 B3 E2
RTM attached · Traceability links active 110 / 110 tests ready ✓
Why NexureAI

Built Specifically for
Life Insurance Enterprises

🧠

Life Insurance Domain Knowledge

Trained on Life Insurance product structures, policy administration rules, actuarial principles, and claims workflows — not a general-purpose AI repurposed for insurance.

🔗

Full RAG Pipeline Architecture

Your BRDs become the knowledge base. NexureAI's RAG pipeline ensures generated test cases reflect your specific product specifications — not generic insurance patterns.

📊

100% Requirements Traceability

Every test case is automatically linked to its source BRD requirement. The RTM is generated and maintained without any manual effort — and exported with your JIRA upload.

⏱️

SLA-Enforced Review Governance

Review and signoff is governed by SLA timers, not by chasing emails. Escalation alerts fire before breaches. Audit trails are maintained automatically for compliance.

🔒

Enterprise Security & Isolation

Each enterprise deployment is a private, isolated instance. BRDs and test data never leave your environment. Role-based access control and full audit logging included.

🔄

Expandable to Health & General

The NexureAI architecture is modular. Life Insurance is the current domain. Health Insurance and General Insurance domain modules are on the product roadmap.

FAQ

Frequently Asked Questions

What is AI-powered test automation?

AI-powered test automation uses artificial intelligence to generate, organize, and manage test cases automatically. NexureAI transforms business requirements into structured test scenarios, maintains requirements traceability, and streamlines the review and approval process for Life Insurance enterprises.

What insurance domain does NexureAI currently support?

NexureAI is domain-trained for Life Insurance — covering Term Life, ULIP, Whole Life, Endowment, Group Life, and Annuity products. The platform generates test scenarios across all Life Insurance operational departments: New Business, Policy Servicing, Claims, Finance, and Commissions. Health Insurance and General Insurance domain modules are on the product roadmap.

What input documents does NexureAI require?

NexureAI ingests Business Requirement Documents (BRDs) and Product Specifications in PDF, Microsoft Word (.docx), and Excel formats. The RAG pipeline analyses, chunks, and generates vector embeddings from these documents to build a project-specific, domain-aware knowledge base. Multiple BRDs can be uploaded for a single release.

What types of test cases does NexureAI generate?

NexureAI generates four categories for every identified test scenario: Positive (happy-path, valid flow), Negative (invalid inputs, rejection conditions, error handling), Boundary Value (min/max thresholds — age limits, sum assured caps, premium amounts, policy term limits), and Edge Cases (concurrent transactions, state transitions, regulatory exceptions). All four types are generated automatically without additional prompting.

How does the SLA-driven review and signoff workflow work?

Once test cases are generated, they are automatically grouped by department and module (e.g., Claims — FNOL, Policy Servicing — Endorsements). Each group is assigned to a reviewer with an SLA timer. Reviewers can approve individual test cases, add comments, or request AI-assisted regeneration. Managers receive escalation alerts for SLA breaches. Once all groups are approved, the signoff is complete and JIRA upload is triggered.

How is requirements traceability maintained?

Every generated test case is automatically linked to the specific BRD requirement that triggered it. NexureAI maintains a live Requirements Traceability Matrix (RTM) — visible in real-time during review, and exported alongside the JIRA upload. Uncovered requirements are flagged immediately. No manual mapping or maintenance is needed.

How does the JIRA integration work?

After all test case groups are signed off, NexureAI auto-publishes the approved test cases to JIRA. Test cases are structured by department and module, tagged by coverage type (POSITIVE, NEGATIVE, BOUNDARY, EDGE), and requirement traceability links are attached. Execution results from JIRA can flow back into NexureAI for coverage reporting.

Is NexureAI a SaaS product or an enterprise deployment?

NexureAI is an enterprise product — not a shared SaaS platform. Each customer receives a dedicated, isolated deployment within their own infrastructure (on-premise) or a private cloud instance. BRDs, specifications, and generated test cases never leave your environment and are never used to train shared models.

NexureAI

See NexureAI Process Your BRD
in a Live Enterprise Demo

We'll run NexureAI on a sample Life Insurance BRD and show you the complete pipeline — from document ingestion to JIRA-ready test cases — in under 45 minutes.

Request Enterprise Demo Discuss a POC

Enterprise deployments only · Private instance · Your data stays in your environment