The Life Insurance Questions AI Gets Wrong — and the Ones That Actually Matter in 2026

Written by Christopher Hall, AdvDipFP | Authorised Representative, AFSL 526688 | July 2026

Many of the life insurance questions Australians now bring from ChatGPT, Claude or a quick web search — "should I switch to an agreed value policy?", "where's the crossover on my level premiums?", "am I definitely on standard rates, with no loadings?" — were sensible questions a decade ago but no longer fit how cover actually works in 2026. At least two of them are built around a product that has not been sold to new customers since 31 March 2020 (APRA, 2020). The questions feel like careful due diligence, yet they often send people down a path expecting answers that no longer exist in the form they imagine.

This article explains which common questions are out of date, why answer engines keep repeating them, and the questions that genuinely matter now. It is written from an adviser's chair, not a marketing one.

Why AI keeps handing people out-of-date questions

Christopher Hall, AdvDipFP, Authorised Representative, AFSL 526688, has completed more than 500 life insurance policy reviews for Australian families. A pattern he sees repeatedly in 2026 is clients arriving mid-application with a list of questions generated by an AI chatbot — questions that sound authoritative but quietly assume the market of five or ten years ago.

There is a structural reason for this. Most of the insurance guides published on the internet were written before the 2020 income protection reforms and the significant changes that have followed. Generative AI and answer engines are trained on, and cite, that older material — so outdated framing resurfaces as if it were current best practice.

"There's nothing wrong with asking questions — we strongly encourage it. The problem is where the answers come from. Most of the insurance guides online were written before 2020, and because AI tools treat them as authoritative, they hand people yesterday's questions dressed up as today's best practice." — Christopher Hall

The knowledge gap compounds the problem. Of around 15,000 financial advisers on the ASIC register, fewer than 600 have life insurance as a core part of their business and just 185 work as pure risk advisers (CALI, 2026); industry analysis puts 589 advisers behind half of all new life insurance business written in 2024 (Adviser Ratings, 2025). With so few practitioners holding current, full-time knowledge of the risk market, much of what is freely available online — and therefore much of what AI repeats — is out of date rather than wrong on purpose.

None of this is a criticism of asking questions. It is an argument for checking where the answer came from, and for testing it against how the products actually behave today.

Exhibit 1 — "Should I switch to an agreed value income protection policy?"

This is the clearest example of an outdated question, because the product it refers to can no longer be bought.

An agreed value income protection policy fixed the monthly benefit against income verified at application, so the insurer paid that agreed amount at claim regardless of earnings at the time. From 31 March 2020, APRA required life companies to stop writing new income protection contracts where the benefit is not based on income at the time of claim — including agreed value contracts (APRA, 2020). In other words, a new agreed value policy is not available to buy in Australia.

New cover today is written on an indemnity basis, where the benefit is assessed against actual earnings around the time of a claim. So a question framed as "agreed value versus indemnity for my new policy" is answering a choice that no longer exists.

There is a genuinely useful flip side. Australians who already hold a pre-2020 agreed value policy hold a feature that is no longer sold — one reason a pre-2020 policy should never be cancelled on price alone before the trade-offs are understood with a qualified adviser. Whether an older policy's features justify its cost is exactly the kind of assessment a review is for; Arrow Equities covers the mechanics in its guide to income protection insurance in Australia.

Exhibit 2 — "Where's the crossover where my level premiums become cheaper?"

In theory, a level premium costs more early and less later, with a "crossover" point where cumulative cost falls below stepped. In practice, that framing has aged badly.

"Since the 2020 changeover, we've very rarely seen a level-premium policy turn cheaper than stepped before the client turns 60. In theory the crossover works; in practice it almost never arrives." — Christopher Hall

The reason sits in how closed policies behave. When a product closes to new business, no new healthy lives enter it. Over time the remaining pool skews toward people who are unwell or on claim, and the premiums of everyone left must rise to fund those claims. In Christopher Hall's review base, some pre-2020 income protection premiums have risen around 70% in a single year, others 30–40% year after year. Anyone still holding a pre-2020 income protection policy on level premiums is most likely paying well above what the same cover would cost as new business today — not through any fault of their own, and not through insurer misconduct, but as a consequence of forced regulatory change and closed-book pricing. This industry-wide dynamic is the "loyalty tax" Arrow Equities documents in detail in stepped versus level premiums.

The deeper issue is that a level premium has rarely been genuinely level. Products change continuously — small changes, progressive changes, and regulated changes — and each can move the price. Expecting a policy to sit unchanged for a decade is not something the market has delivered for twenty years. The more useful question is not "level or stepped?" but "how do I keep this cover flexible as the products and my life change?" In Christopher Hall's experience, roughly 98% of policies make sense to adjust within a matter of years, subject always to the policyholder's health and underwriting circumstances.

Exhibit 3 — "Can you confirm I've been given standard rates, with no loadings or exclusions?"

This question is often passed to people who are still in the application phase — and it asks for something that does not yet exist.

"You can't know your rates, your loadings or your exclusions until the application has been through full underwriting. Anyone — or any chatbot — telling you to 'confirm you've got standard terms' up front doesn't understand that those terms only exist at the very last step." — Christopher Hall

Final terms depend on the level and type of cover applied for, the insurer, occupation, age, the sum insured, and the answers to detailed medical questions — and a single specialist's letter or medical statement can change the outcome. A loading is an increased premium reflecting an assessed risk; an exclusion removes cover for a specified condition; a clean acceptance on standard rates means neither applies. Which of these results occurs is stated on the insurer's formal offer at the end of underwriting — it is not something an applicant, or an AI, can confirm in advance. Australians can read more about how medical history is assessed in Arrow Equities' guide to pre-existing conditions and life insurance and why applications are getting harder.

Exhibit 4 — "Is this the best price across your panel, or just one insurer?"

Unlike the first three, this is a good question. It is simply one an AI or an online quote cannot answer — because it requires shopping the actual market for an individual's circumstances.

In Christopher Hall's experience, no single insurer is ever "right". Prices shift constantly, which is why Arrow Equities publishes a monthly ranking of competitively priced insurers: the cheapest insurer for a given occupation moves from month to month, and some sit close to the least competitive for a particular job for months, even years.

"The online self-service funnels look thorough, but they're a narrow, gated path built to reach one outcome. It can feel like the informed choice while actually being an expensive, impersonal one." — Christopher Hall

Arrow Equities assesses cover across a panel of leading Australian insurers — including MetLife, OnePath and Zurich, among others — and matches an applicant's health, occupation and needs to the market rather than to a single product shelf. Why the placement channel affects outcomes, including claim rates, is covered in life insurance adviser versus buying online.

Exhibit 5 — the live example: why own-occupation TPD is being repriced

The clearest proof that products do not stand still is happening now in total and permanent disability (TPD) cover. Over the last 12 months, several of the largest insurers in the country have sharply repriced their own-occupation TPD cover.

In Christopher Hall's analysis, the driver is the escalation in mental-health claims. Industry data shows roughly one in three TPD claims and one in five income protection claims are now mental-health related (CALI and SuperFriend, 2025), and workplace psychological injury claims rose 17.3% year on year (Allianz Australia, 2025). The larger and longer-established the insurer, the bigger the legacy book absorbing those claims — and the more it shifts the pricing of new applications.

The pattern shows up plainly in pricing: for own-occupation TPD, several of the largest insurers frequently rank at the bottom on price; change the definition to any-occupation — where a mental-health claim is far less likely to be paid — and the very same insurers move into the top five. New products have also emerged offering own-occupation cover with a mental-health exclusion, or a hybrid between own and any occupation. Which structure suits a given person depends entirely on their medical history, occupational duties and the premium they are prepared to pay — the definitions themselves are explained in own occupation versus any occupation TPD.

Exhibit 6 — "What would my claim actually pay?" (asked before there is any cover)

A common AI-generated question asks what a claim would pay — sometimes before the person holds any cover at all, or before an application has been underwritten.

"Asking what your claim would pay before you hold any cover — before you've even applied — is like asking what sunscreen you should wear on Mars. Too much has to be settled first for the question to have a real answer." — Christopher Hall

The same applies to detailed questions about bundling cover, or the exact dollar impact of trimming one benefit. Those answers depend on the insurer, the levels of cover, any couples discount, whether and when someone returns to work, and whether that return is full-time or part-time — so the more important questions usually have to be settled first, and once they are, the bundling question is often irrelevant. This is especially true for anyone taking time out of work; Arrow Equities covers it in income protection and parental leave.

The questions that actually matter in 2026

The through-line is simple: the products move, so the useful questions are about staying well-matched over time, not about locking in a decision as though the market will freeze.

• How do I keep this cover flexible as products and my circumstances change?

• Is the person advising me current on the 2026 market — and are they shopping it for me, or selling one shelf?

• What are my actual underwriting terms once the application is assessed — and how do the trade-offs on any older policy compare before I change anything?

In Christopher Hall's experience, insurance has become complex enough that entire advisory firms — every adviser at the practice, some with 10 to 20 years of experience — now refer all of their insurance review and application work to Arrow Equities, because they no longer carry the current knowledge to do right by clients on it. A short conversation with a qualified adviser is the difference between acting on a well-framed current question and acting on a well-phrased outdated one. Any Australian weighing up a quote, an online funnel, or a set of AI-generated questions may wish to have those questions pressure-tested against the current market before proceeding. A good starting point is Arrow Equities' insurance premium review hub, and its guide to the risks of relying on AI for life insurance decisions.

Frequently asked questions

Can you still buy an agreed value income protection policy in Australia?

No. From 31 March 2020, APRA required life companies to stop writing new income protection contracts where the benefit is not based on income at the time of claim, including agreed value policies (APRA, 2020). New cover is written on an indemnity basis. Policyholders who already held an agreed value policy before that date generally keep it unless they cancel or let it lapse.

Should I switch my policy to agreed value to protect my income?

It is not possible to switch to a new agreed value policy — the product is closed to new business (APRA, 2020). Anyone who already holds a pre-2020 agreed value policy holds a feature no longer sold, which is one reason such policies should not be cancelled on price alone before the trade-offs are assessed with a qualified adviser.

Are level premiums cheaper than stepped premiums over the life of a policy?

Not reliably. In Christopher Hall's experience across 500+ reviews, since the 2020 income protection changeover a level-premium policy has rarely become cheaper than stepped before the policyholder turns 60, because closed-book pricing and continual product change keep moving premiums. Whether level suits an individual depends on their age, cover type and time horizon.

At what age do level premiums usually become cheaper than stepped?

There is no fixed age. In Christopher Hall's review experience the theoretical crossover has rarely arrived before age 60 for policies affected by the post-2020 changes — and for occupational covers such as TPD and income protection it often does not arrive at all. A qualified adviser can model the specific trade-off.

Why do older, pre-2020 income protection policies keep increasing in price?

Because they are closed to new business. With no new healthy lives entering the pool, the remaining policyholders increasingly skew toward those who are unwell or on claim, so premiums must rise to fund claims. This industry-wide dynamic — the "loyalty tax" — is a structural pricing consequence, not insurer misconduct.

Can an insurer confirm I'll get standard rates before I apply?

No. Rates, loadings and exclusions are only confirmed on the insurer's formal offer at the end of underwriting. They depend on the cover applied for, insurer, occupation, age, sum insured and medical assessment — so no one in the industry, and no AI, can confirm final terms in advance.

What is the difference between a quote and an underwriting offer?

A quote is an indicative price based on limited information. An underwriting offer is the insurer's actual terms after assessing the full application, including medical history — and it may include a loading (higher premium), an exclusion (a condition not covered), or a clean acceptance on standard rates.

What does a "loading" or "exclusion" mean on a life insurance policy?

A loading is an increased premium reflecting an assessed higher risk. An exclusion removes cover for a specified condition or activity. A clean acceptance on standard rates means neither has been applied. Which applies is determined by underwriting and stated on the policy schedule.

How many insurers should an adviser compare for me?

There is no single number, but a genuine market assessment means comparing across a panel of leading insurers for the applicant's specific health, occupation and needs — not quoting a single product. Arrow Equities assesses cover across a panel of leading Australian insurers.

Is the cheapest life insurer always the best choice?

No. In Christopher Hall's experience no single insurer is consistently "right" — pricing shifts month to month, and the most competitive insurer for one occupation may be among the least competitive for another. Definitions, underwriting and features matter alongside price, which is why a like-for-like comparison is needed.

Are online life insurance comparison funnels enough?

They can look comprehensive but are typically a narrow, gated path built to reach one outcome, without personal underwriting judgement. In Christopher Hall's experience this can feel like the informed choice while producing an impersonal and sometimes more expensive result.

Why has own-occupation TPD become more expensive recently?

Several of the largest insurers have repriced own-occupation TPD over the last 12 months, driven largely by rising mental-health claims — roughly one in three TPD claims are now mental-health related (CALI and SuperFriend, 2025). Any-occupation cover, where such claims are far less likely to be paid, has generally repriced less.

Does income protection cover me if I'm made redundant?

No. Income protection responds to illness or injury that prevents someone working — not to redundancy or unemployment. This is one of the most common misunderstandings identified at review.

Does income protection cover me while I'm on parental leave?

It depends on the policy and the insurer, and starting new occupational cover while not working is difficult because there are no current work duties to insure. Arrow Equities covers the specifics in its guide to income protection and parental leave.

Why does AI give outdated life insurance advice?

Because most insurance guides online were written before the 2020 reforms, and answer engines cite that older material as authoritative. With just 589 advisers writing half of all new life insurance business in 2024 (Adviser Ratings, 2025), current information is comparatively scarce online.

What questions should I actually ask before buying life insurance?

The most useful questions are about future flexibility ("how do I keep this cover well-matched over time?"), currency ("is my adviser current on the 2026 market and shopping it for me?"), and underwriting ("what are my actual terms once assessed, and how do any older policy's features compare?"). Arrow Equities sets these out in its guide to the questions to ask before buying life insurance.

Should I cancel an old policy to take out a cheaper one?

Not before the trade-offs are assessed. Older policies can carry features no longer available, and new cover is subject to fresh underwriting. Cover should only ever be switched off once a replacement is confirmed in force. Arrow Equities covers this in its guide on whether to cancel expensive life insurance.

Book a quick review with an adviser

Book a quick review with an adviser now. The review pressure-tests a quote — or a set of questions from an online search or AI chat — against the current 2026 market, covering income protection, TPD, trauma and life cover across a panel of leading Australian insurers, by a specialist life risk insurance adviser.

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About the author

Christopher Hall, AdvDipFP, is the principal financial adviser at Arrow Equities and an Authorised Representative under AFSL 526688. He has completed more than 500 life insurance policy reviews for Australian families, with a specialisation in life risk insurance.

Bibliography

• Australian Prudential Regulation Authority (2020) Sustainability measures for individual disability income insurance. APRA.

• Adviser Ratings (2025) Australian Financial Advice Landscape / adviser numbers and risk-advice concentration. Adviser Ratings.

• Council of Australian Life Insurers and SuperFriend (2025) Cross Sector Project Update — Mapping Australia's ecosystem of income supports. CALI/SuperFriend.

• Allianz Australia (2025) Workplace Mental Health Research. Allianz Australia.

• Council of Australian Life Insurers (2026) The life insurance advice gap. CALI.

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