NexureAI
NexureAI
Insurance Product Intelligence Platform · by Zetamicron
System of Record · Life Insurance · Enterprise

The system of record for insurance product intelligence

NexureAI turns every carrier's product documents into a living, governed knowledge system — understood, covered, reviewed, signed-off, and audit-ready — that gets measurably smarter with each product you ship.

1
System of record
6-stage
Governed lifecycle
100%
Cited & traceable
NexureAI · Product Knowledge Graph SYSTEM OF RECORD
Product facts · rules · coverage · decisions · audit — one cited corpus
The shift

Test automation was the entry point — product intelligence is the platform

NexureAI no longer just generates test cases. It becomes the authoritative system of record for how each of your products actually works.

The old way
  • Product knowledge scattered across BRDs, spreadsheets, and people's heads
  • Test cases hand-written, then stale the moment the product changes
  • No single, cited answer to “how does this product actually work?”
  • Audit trails reconstructed after the fact
With NexureAI
  • One governed corpus — product facts, rules, coverage and decisions in one place
  • Coverage that stays current — every version delta understood automatically
  • Cited answers for actuaries, auditors and new joiners on day one
  • An immutable, versioned decision trail auditors depend on
The platform

One governed lifecycle, inside one system

Intake to audit runs inside NexureAI — pulling the spreadsheets, email threads and manual tracking off the side and into a single governed flow.

01IntakeProduct docs & specs ingested
02Understanding“What we understood” checkpoint
03CoverageBaselines & version deltas
04Review & sign-offGoverned expert approval
05Execution → JIRAPushed to delivery
06AuditImmutable, cited record
Why NexureAI

Everything your product process needs, in one place

Five capabilities that make NexureAI the reference every team trusts — from first draft to signed-off, audit-ready coverage.

01

One system of record

Every product fact, rule, coverage baseline and reviewer decision lives in one authoritative, cited corpus — not scattered across tools.

Knowledge graph · rules + DSL · calc engine · product facts
02

Woven into the process

The whole product lifecycle runs inside NexureAI, pulling offline spreadsheets and email threads into one governed flow.

Intake → understanding → coverage → review → sign-off → execution → audit
03

The regulatory record of record

An immutable, versioned decision trail plus PII-masking attestation becomes the artifact auditors and regulators depend on.

Versioned decision trail · PII-masking attestation · full audit history
04

Intelligence that compounds

Corrections, reject-reasons and expertise routing feed back — so the platform gets measurably better for your products the more it is used.

Feedback loop · coverage delta vs. prior version · expertise routing
05

Ask NexureAI

The one place anyone — actuary, auditor, QA lead, a new joiner on day one — asks any product question and gets a cited answer.

Domain-trained retrieval over your corpus · every answer cited
Enterprise-grade

Secure, reliable, and audit-ready

NexureAI is built to pass an enterprise insurer's security and compliance review — it stays reliable when things fail, keeps a complete audit trail, and your data stays private in your own environment.

Built to a mission-critical standard

Held to the standard of banking and mission-critical systems — the platform never loses work, never shows you a false status, and recovers cleanly from any interruption.

No stuck or wrong states Crash-safe & auto-recovering Always the true status Every run fully traceable

Secure & compliant by construction

PII masking with attestation, an immutable versioned decision trail, SSO/RBAC and full audit logging — the controls enterprise insurers demand.

PII masking immutable audit trail SSO / RBAC Private, isolated instance
In production with a leading Indian life insurer.
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 Test Generation Engine

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.

📄 BRD inPDF · Word · Excel
① Ingest
② Generate
③ Approve
✅ JIRA-readyTest cases + RTM
1
Step 01

Ingest

BRD docs Domain knowledge base

Upload your BRDs and Product Specifications. NexureAI reads and understands the documents against a Life Insurance-aware model — building a project-specific knowledge base of how your product actually works.

PDF · Word · Excel BRDs Semantic chunking & vector embedding Life Insurance domain model applied
2
Step 02

Generate

Knowledge base Review-ready test cases

NexureAI 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
Step 03

Approve & Publish

Signed-off cases JIRA + RTM

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 Scenario

NexureAI generates test scenarios and test cases across every operational department of a Life Insurance enterprise — nothing skipped, nothing left to chance.

🏢

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) — complete, bi-directional traceability across every generated test case, with zero manual mapping.

  • 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 · Release 4.1
● LIVE
96%REQUIREMENTS COVERED
21 signed off 2 in review 1 gap auto-flagged
Coverage per requirement   Positive   Negative   Boundary   Edge
PS-REQ-012
Sum assured endorsement workflow
P4N3B2E1
✓ Signed off
PS-REQ-013
Beneficiary change on in-force policy
P3N2B1E1
◷ In review
PS-REQ-014
Policy revival within reinstatement window
P5N4B3E2
✓ Signed off
PS-REQ-015
Loan against policy disbursement — no test cases yet · auto-flagged as a gap
Generate coverage →
Nothing slips through. NexureAI traces every requirement to its test cases and JIRA result — and auto-flags any gap before it reaches production.
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.

🔗

Grounded on Your Own Documents

Your BRDs become the knowledge base, so 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 NexureAI?

NexureAI is an insurance product-intelligence platform and system of record for Life Insurance enterprises. It turns your product documents into a governed knowledge base, then generates complete, traceable test coverage across every department, runs it through SLA-driven review and sign-off, and publishes to JIRA — with an immutable, cited audit trail throughout.

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. NexureAI reads and understands 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.

Get Started

Two ways to start with NexureAI

NexureAI is an enterprise deployment, not a self-serve signup. Prove it on your own product with a low-commitment pilot, or join a limited group of launch partners shaping where it goes next.

Pilot

Run a pilot on one BRD

Send us a single Life Insurance BRD. We'll return review-ready test cases with a full Requirements Traceability Matrix — so you can judge the coverage and quality on your own product line, before any commitment.

  • One BRD, one product line — no setup
  • Real generated test cases + a live RTM
  • Your own product, not a canned demo dataset
Run a pilot →
Limited · Early access Launch Partner Program

Become a launch partner

We're onboarding a small group of Life insurers as launch partners. Help shape the roadmap and get priority access, preferential launch terms, and white-glove onboarding into your own environment.

  • A limited cohort of carriers
  • Direct influence on the roadmap
  • Preferential launch pricing
  • Dedicated onboarding & support
Become a launch partner →
NexureAI

Make NexureAI your system of record

We'll walk your team through the platform on a Life Insurance product line — from intake and understanding to coverage, governed sign-off, and the audit trail — and show how the intelligence compounds for your carrier.

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