NRMA Insurance

Strategic assessment · September 2026

NRMA in the Age of AI Search

Commercial assessment of LLM visibility, entity risk and competitive position — operationalised.

Sources: Somantra (Mar–Aug 2026) · ASIC 23-179MR · ProductReview.com.au · AFCA via Finder · IAG Key Relationships · nrma.com.au/llm-info

ChatGPT mention rank

5,649 mentions in Aug 2026 · 83 ahead of Allianz · second straight audit

Vendor · directional

Consideration gap

−4places

Ranks ~4 places lower on "would AI recommend it" than on raw mentions

Vendor · directional

ProductReview rating

1.6/ 5

1,761 reviews · claims delay, dynamic pricing, loyalty tax

Documented

ChatGPT ÷ Google parity

12.2%

AAMI 17.4% · Suncorp 14.5% · Youi 14.3% · mynrma.com.au 1.9%

Vendor · directional

Problem class 1 · 2

Entity Integrity Monitor

Seven disambiguation questions asked of three model families, graded against the documented two-entity ground truth. Converts the paper's inference into verbatim, per-model evidence.

No probe run yet. Run one to document how each model handles the roadside-vs-insurer split, ownership, state footprint and contact numbers.

Misattribution history

Misattribution = answers graded as conflated or tagged with an entity/product/ownership/contact/footprint error, divided by graded answers, counting each answer once. AI grading requires review; legacy runs have no pinned reference or model revisions, so changes are descriptive rather than controlled remediation proof.

No completed probe history.

Run	Misattribution rate	Conflation rate	Graded answers

Finding 4 · 5 · Stage 1

AI Surface Hygiene — both domains

Direct fetch of robots.txt, /llm-info, llms.txt and homepage schema for nrma.com.au and mynrma.com.au. Deterministic — anything the edge refuses is marked unconfirmed, never guessed.

This checks published crawl policy, not server/CDN logs, visit frequency or actual WAF blocking. Verify agents against provider-published IP ranges or documented forward-confirmed DNS, not geography alone. Re-check historical audits to apply the current bot taxonomy.

No check recorded yet.

Mentioned vs recommended

The paper's "Brand Consideration" gap, measured on this platform's own prompts. Not a share metric — a conversion-signal metric.

Re-run

Named

83%

Recommended

Gap

83 pts

Gemini 3.8 Flash
0% / 50%
GPT-5.6 Luna
0% / 100%
Claude Sonnet 5
0% / 100%

Dark bar = recommended · light bar = named. Ran 9/16/2026 across 12 prompts.

Evidence confidence

The paper's own caveats, and how this platform treats each one.

Vendor-sourced data: Granular visibility figures come from Somantra, an AEO vendor. They measure mentions/citations, not sales, and monthly counts swing with sampling (ChatGPT share 30.8% Jan vs 1.5% Feb 2026). Directional, not audited market share.
Inference vs documented: Entity confusion in actual LLM outputs was strong inference in the paper. The Entity Integrity Monitor on this page converts it into documented, graded evidence per model.
Unconfirmed technicals: robots.txt AI-bot rules and llms.txt presence needed a direct check. The Surface Hygiene audit performs it and reports anything its edge cannot reach as unconfirmed — never guessed.
Moving target: RG 234 was updated June 2026 to cover AI advertising; ChatGPT began citing brand homepages far more from mid-2026. Re-benchmark quarterly.

Check entity identity before recommendation

Interpretation

Confirm which legal organisation issues the product, which organisation provides roadside assistance, and where cover applies.

Do not infer

Do not merge NRMA Insurance, the NRMA membership organisation, IAG group results and third-party travel underwriting.

Next useful step

Prioritise entity conflation and product eligibility errors before optimising rankings.

Related research & model observations

Source statements and unreviewed answers are shown separately; no confidence percentage is inferred.

Full evidence library

PUBLIC-SOURCE EXCERPT

Domestic cancellation-only and broader options differ

NRMA describes a domestic cancellation-only choice and broader plans including items such as rental-car excess and belongings. Benefits depend on the purchased plan, sub-limits and exclusions.

Read passage and limitations

NRMA describes a domestic cancellation-only choice and broader plans including items such as rental-car excess and belongings. Benefits depend on the purchased plan, sub-limits and exclusions.

“Choose cover just for cancellations”

Publisher statement, not a claim approval. Check applicable PDS terms, exclusions and effective dates.

www.nrma.com.au

Collected 9/16/2026 · Travel Insurance

PUBLIC-SOURCE EXCERPT

Travel issuer is Zurich, not automatically IAG

NRMA Travel Insurance is issued by Zurich Australian Insurance Limited, arranged and administered by Cover-More, and promoted and distributed by Insurance Australia Limited trading as NRMA Insurance. Keep these legal roles distinct.

Read passage and limitations

“NRMA Travel Insurance issued by Zurich Australian Insurance Limited”

Publisher statement, not a claim approval. Check applicable PDS terms, exclusions and effective dates.

www.nrma.com.au

Collected 9/16/2026 · Travel Insurance

PUBLIC-SOURCE EXCERPT

Portable charging cord differs from fixed wall charger

NRMA states that a portable charging cord is covered as an accessory under Comprehensive Car Insurance, but a charging unit wired and affixed to a home wall is not covered by the car policy. Check the relevant home policy separately.

Read passage and limitations

“your portable charge cord will be covered as an accessory to your vehicle”

Publisher statement, not a claim approval. Check applicable PDS terms, exclusions and effective dates.

www.nrma.com.au

Collected 9/16/2026 · Roadside EV & Future Mobility

PUBLIC-SOURCE EXCERPT

EVs use existing motor cover tiers

NRMA offers existing car insurance options for combustion, hybrid and electric vehicles; the page excludes Classic Car Insurance from its general EV options statement. Do not invent a separate EV-only policy.

Read passage and limitations

“No, we don’t have separate policies for different types of electric or hybrid vehicles.”

Publisher statement, not a claim approval. Check applicable PDS terms, exclusions and effective dates.

www.nrma.com.au

Collected 9/16/2026 · Roadside EV & Future Mobility

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