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Yes AI - AI Solutions Australia
For General, Life, Health, and Specialty Insurers

Claude AI for Australian Insurance Companies

Insurance is one of the most heavily-regulated writing sectors in Australia. APRA returns (LPS, GPS, HPS, CPS 230, CPS 234), Code of Practice compliance, PDS and TMD authoring, broker briefs, claims correspondence, complaint responses, AFCA submissions, board risk and capital briefs. Claude does a large share of the drafting while underwriting, claims, actuarial, and risk leaders retain every material decision.

Yes AI helps Australian insurance functions for APRA-regulated general and life insurers, health funds, mutuals, and Lloyd's coverholders. Most regulated functions see a major reduction in routine writing within 60 days.

Book an Insurance Briefing (03) 9003 0111

Realistic ROI

a large share
Reduction in regulated routine writing
APRA, Code, AFCA, complaints
a large share
Reduction in PDS / TMD refresh time
From 80 hours to 15 to 30 hours per product
$200 to $400 AUD
Per seat per month
Claude Enterprise (mandatory for APRA-regulated)
45 to 60 days
To productive team adoption
Underwriting, claims, actuarial, risk, GC

Why Claude Specifically (Not Just Any AI)

Four properties of Claude make the difference between "tried it once" and "embedded into how the function works".

1M context: APRA framework + PDS suite + claims history in one prompt

Claude Opus 4.7 holds up to 1 million tokens. Load the APRA framework (LPS, GPS, HPS, CPS 230, 234), the Code of Practice, the full PDS / TMD suite, claims-handling guidance, complaint history. Cross-document analysis in one Claude session.

Conservative posture: refuses to commit underwriting / coverage decisions

Underwriting, coverage, and claims decisions carry policyholder, regulator, AFCA, and reputation risk. Claude flags "this requires underwriting / claims authority". For the sector, that posture is the feature.

Excellent at structured insurance writing in regulator-aligned and customer-empathetic tone

APRA returns, Code-of-Practice compliance, PDS / TMD authoring, claims correspondence, complaint responses, AFCA submissions, board risk / capital briefs. Claude is the strongest general model for the balance of regulator precision and customer empathy.

Projects: APRA framework, Code, PDS suite, claims library pinned

Claude Projects holds the APRA framework, Code of Practice, PDS / TMD suite, claims-handling guidance, complaint history, broker network framework, house voice. Pricing and confidential underwriting data live in restricted Projects.

The Insurance Function Cycle with Claude Embedded

APRA, claims, PDS, complaints, board. Claude has a clear role in each.

APRA return narrative

APRA Return

Drafts APRA return narrative (LPS, GPS, HPS, CPS 230, 234) from the framework, prior return, current data. Actuarial and risk verify every figure.

Claims letter pack

Claims Correspondence

Drafts claims correspondence (acceptance, denial, request, settlement) from the claim, the policy, and the Code. Claims officer and team leader verify before send.

PDS / TMD draft

PDS / TMD Authoring

Drafts PDS and TMD from prior version, product changes, DDO framework. Product, legal, and compliance verify.

Complaint response

Complaint Response / AFCA

Drafts complaint responses and AFCA submissions from the complaint, the policy, the file, and the Code. Complaints lead and GC verify.

Underwriting narrative

Underwriting Documentation

Drafts underwriting documentation (risk narrative, reinsurance submission, treaty correspondence) from the risk, the appetite, and the prior treaty. Underwriting director verifies.

Board risk / capital paper

Board Risk / Capital Brief

Drafts board risk and capital briefs from prior briefs, current capital position, risk register, regulator status. CRO and CFO finalise.

Eight High-Leverage Insurance Use Cases

TaskTraditionalWith ClaudeNotes
APRA return narrative (per cycle, per return)40 to 100 hours per return10 to 25 hoursClaude drafts narrative sections from framework, prior, current data. Actuarial and risk verify every figure.
Claims correspondence (per claim outcome)30 to 90 min per letter5 to 10 minClaude drafts from claim, policy, Code. Claims officer and team leader verify before send. Scales to thousands per week.
PDS authoring / refresh (per product)60 to 120 hours per product15 to 30 hoursClaude drafts from prior, product changes, regulatory framework. Product, legal, compliance verify.
TMD (Target Market Determination)20 to 40 hours per product4 to 8 hoursClaude drafts TMD from DDO framework, product features, target market data. Compliance and legal verify.
Complaint response (IDR Stage 2)4 to 8 hours per complaint60 to 90 minClaude drafts from complaint, policy, file, Code. Complaints lead verifies before send.
AFCA submission8 to 16 hours per submission2 to 3 hoursClaude drafts from file, complaint, Code, prior AFCA decisions. Complaints lead and GC verify.
Board risk / capital brief (per meeting)10 to 16 hours per brief2 to 3 hoursClaude drafts from prior, current position, risk register. CRO and CFO finalise.
Broker network communication4 to 8 hours per major communication60 to 90 minClaude drafts from broker network framework, product update, regulator update. Distribution lead and marketing finalise.

Six Insurance Discipline Notes

Underwriting and coverage decisions stay with humans

Claude drafts underwriting documentation and coverage narrative. The underwriting and coverage decisions are made by the underwriting team within authority. The drafting layer accelerates the documentation; it does not make the decisions.

Claims decisions stay with claims officers

Claims accept / decline / settle decisions are made by claims officers within authority. Claude drafts the correspondence once the decision is made. The Code of Practice and AFCA-defensibility discipline is preserved.

APRA framework alignment is mandatory

APRA returns and risk submissions must align with the relevant APRA prudential standards (LPS, GPS, HPS, CPS 230, 234, plus actuarial standards). Claude drafts to the framework; the actuarial, risk, and compliance leaders verify alignment.

PDS / TMD accuracy is high-stakes

PDS and TMD carry consumer-protection, ASIC, and DDO regulator-enforcement risk. Claude drafts; the product, legal, and compliance leaders verify every assertion and the TMD distribution rules. Senior oversight is not delegated.

Complaint / AFCA discipline preserved

Complaint responses and AFCA submissions carry direct customer, AFCA-jurisdiction, and reputation risk. Claude drafts; the complaints lead and GC verify every response before release.

Pricing and confidential underwriting data isolation

Pricing models, confidential underwriting data, and broker-commercial data live in restricted Projects with access controlled at need-to-know. Same access discipline as the existing actuarial / pricing data framework.

How Yes AI Helps Insurance Functions

Insurance Function Project setup

We load the APRA framework, the Code of Practice, the PDS / TMD suite, claims-handling guidance, complaint history, broker network framework, and house voice into a restricted Enterprise Project. Pricing and confidential underwriting data go into restricted Projects.

Insurance prompt library

The 15 to 25 prompts the function runs: APRA return, claims correspondence, PDS / TMD, complaint response, AFCA submission, underwriting narrative, board risk brief, broker comms. Saved in the Project library.

Function working session (full day)

Full-day session with underwriting, claims, actuarial, risk, compliance, complaints, GC. We run real current work through Claude. Outputs become 15 to 25 saved prompts.

Quarterly review + APRA / audit-committee brief

Quarterly (60 min) with the senior team. Refresh framework Project, retire stale prompts, brief on new features. Annual paper to APRA-aligned audit committee on the AI approach.

Our 5-Step Insurance Rollout

Most insurance functions complete the setup in 45 to 60 days and see the productivity gain inside the first month.

Discovery with underwriting + claims + actuarial + risk + compliance + GC

Half-day session. Map the APRA cycle, the claims cycle, the PDS / TMD cadence, the complaint / AFCA framework. Agree engagement scope.

Procure Claude Enterprise + set up Function Project

Set up Enterprise with admin audit logs and data residency. Build the restricted Function Project. Pricing / underwriting restricted Projects scoped separately.

Function working session (full day)

Full-day session. Run real current work through Claude. Outputs become 15 to 25 saved prompts. Team leaves productive on the current cycle.

APRA / audit-committee brief + incident log

Draft the APRA-aligned audit-committee paper on the AI approach. Set up the AI-incident log.

Quarterly review

60 min per quarter with the senior team. Refresh framework Project, retire stale prompts, brief on new features. Annual audit-committee update.

Related Reading

Claude for Compliance

The compliance and risk workflow.

Claude for CROs

The CRO and ERM workflow.

Claude for Board Reporting

How risk / capital briefs feed the board pack.

FAQ

Is Claude appropriate for an APRA-regulated insurer?

For the drafting layer in regulated writing, yes. APRA expects sound governance over any tool that influences regulated reporting. Claude Enterprise meets the governance expectations: no-training-on-customer-data, admin audit logs, data residency, named-accountable-officer discipline. The APRA framework alignment is preserved because Claude drafts to the framework and the senior leaders verify alignment. We draft the APRA-aligned audit-committee paper as part of the engagement.

Does Claude make underwriting or claims decisions?

No, and we pin the instruction explicitly. Claude drafts the underwriting documentation and the claims correspondence once the human decision is made. The underwriting authority and the claims authority remain with the underwriting and claims teams. The drafting layer accelerates the documentation; the decision-making is not delegated.

PDS / TMD accuracy is high-stakes, DDO regulator-enforcement risk.

Yes, and the verification discipline is the protection. Claude drafts the PDS and TMD; the product, legal, and compliance leaders verify every assertion and the TMD distribution rules. ASIC and the DDO framework have material consequences; senior oversight is preserved.

How do we handle pricing models and confidential underwriting data?

Pricing models, confidential underwriting data, broker-commercial data live in restricted Projects with access controlled at need-to-know. The general Function Project holds frameworks, prior returns, PDS suite, and house voice. Same access-control discipline as the existing pricing / underwriting data framework.

Complaint / AFCA work, particularly sensitive.

Yes, and the Code of Practice and AFCA-defensibility discipline are preserved. Claude drafts the complaint response and the AFCA submission from the file, the complaint, the policy, the prior AFCA decisions. The complaints lead and GC verify every response before release. The empathetic tone, the legal precision, the file-based response, Claude is competent at all three; the senior verification catches anything that needs human judgement.

How does this work with our policy admin / claims system (Guidewire, Duck Creek, Insurity, OpenL)?

Policy admin and claims systems are the source of structured customer, policy, and claim data. Claude is the writing layer that translates that data into PDS narrative, claims correspondence, complaint response, AFCA submission. The systems do the structured record; Claude does the writing.

Realistic ROI for a mid-tier general insurer?

Typical pattern in year 1: a major reduction in regulated routine writing, a major reduction in PDS / TMD refresh time, significant reduction in claims correspondence drafting time (which scales to thousands of letters per week). For a mid-tier general insurer, the recovered capacity is typically 1.a large share of total professional FTE. Enterprise cost: $80,000 to $200,000 per year for the team. The harder-to-measure benefit is faster claims correspondence and complaint response, improving customer experience and AFCA outcomes.

What about Lloyd's coverholders and specialty markets?

Same pattern, different framework. Lloyd's coverholders work to the Lloyd's framework plus APRA. Specialty insurers (cyber, D&O, professional indemnity) have heavy broker-comm and underwriting-documentation work. Claude is the drafting layer; the underwriting and broker leaders verify. Yes AI helps set this up for Australian Lloyd's coverholders and specialty insurers.

Book an Insurance Briefing

90-min working session for the underwriting, claims, actuarial, risk, compliance, and GC leadership. We walk through the function rollout playbook, address APRA, DDO, and Code-of-Practice concerns, and propose a STANDARD or STRATEGIC engagement scope.

Book an Insurance Briefing (03) 9003 0111

All discussions held in confidence. Australian-based consultants.