How Accelerated Underwriting Is Changing the Application Conversation

For applicants who qualify, the paramedical exam is often no longer part of buying life insurance. Many carriers now waive the exam and fluids for applicants who qualify, and rely instead on the application, third-party records and predictive models.¹² The client sees a shorter, quieter process. The agent has more to explain up front, because most of the underwriting now happens out of sight.

This piece describes the landscape as of November 2026, using the most recent published industry surveys (carrier data from 2024 and 2025) and regulatory material current at that date. Carrier programs differ widely. Read every number below as an industry average, never as a statement about a particular company.

What "accelerated" means in practice

Traditional underwriting collects an exam and blood and urine samples. The NAIC notes that the time from application to issue can run to a few months. Accelerated underwriting skips the exam and fluids and fills the gap with external data and analytics, which in some cases shortens the process from weeks to hours.¹

Munich Re's 2024 survey describes the usual design: the exam is waived for applicants who meet favorable risk criteria inside an otherwise fully underwritten product, and others move to the traditional path. Some programs have no traditional path and decline those who fall outside the fast track.²

Simplified issue is different, and clients often confuse the two. In Gen Re's survey definition, simplified issue products ask a few health questions and give an automatic approve or decline,³ and the NAIC notes they generally carry higher premiums in exchange for skipping the exam.¹ When a client says "I want the no-exam kind," find out which one they mean.

What the latest surveys show

Two reinsurer surveys give the clearest picture.

• Eligibility. In Gen Re's 2025 survey (30 carriers took part; 23 reported this figure), an average of 59% of individual life applications were eligible for an accelerated path based on product, face amount and age, with a range from 15% to 100% across companies.³
• How decisions are made. In the same survey, among carriers that reported both survey years, about 12% of 2024 applications were eligible for a fully automated decision, 47% for an accelerated path with underwriter review, and 41% went through traditional underwriting (Gen Re notes these may not sum to 100).³ Munich Re's survey of 27 carriers put the average rate of accelerated decisions made with no human underwriter at 11%, and found that most accelerated decisions still involve an underwriter.² The two surveys measure this differently, so 11% and 12% are not comparable.
• Limits. The average maximum face amount for accelerated eligibility had reached $2.5 million in Munich Re's survey, and a third of programs used age bands, most often lowering the limit from age 50.²
• Speed. Among the nine carriers in Gen Re's survey that reported decision times, the median, as reported, was 7 days from application to decision on the accelerated path and 22 days on the traditional path.³ That is a small sample, but it is a more realistic expectation than "instant."
• Agent-sold business. Munich Re found that carriers selling through career and captive agents reported the lowest acceleration and highest placement rates; direct-to-consumer carriers showed the opposite.²

The practical reading: a fast decision is realistic for many clients, but an instant, untouched approval is the exception.

Where the data comes from

Beyond the application itself, the NAIC lists prescription drug history, motor vehicle records, credit reports and the MIB database as common inputs.¹ Munich Re found prescription data, motor vehicle reports and MIB checks in routine use at every program surveyed. Most also used identity verification, criminal history or other public records; more than half used credit data; and most used some digital health data such as health records, medical claims or lab results, often only occasionally. Wearable activity data had not gained traction: only 7% of carriers were even evaluating it.² In Gen Re's survey, 47% of carriers ordered credit attribute scores before the first eligibility check, and two-thirds used rules engines or predictive models.³

The application typically includes an authorization to check records. MIB, for example, explains that member carriers ask for the applicant's authorization before checking its database, and then compare the application answers with what the database holds.⁸ The NAIC's data-call definitions likewise describe medical data, such as health and prescription records, as collected from third parties with the consumer's authorization.¹⁰ What else a carrier checks, and what consent it collects, varies by carrier and state, so read the carrier's own form.

What regulators expect, as of November 2026

The obligations below fall on insurers and vary by state, but they shape what an agent can tell a client.

• NAIC guidance. On August 14, 2024 the NAIC's Life Insurance and Annuities (A) Committee adopted "Accelerated Underwriting in Life Insurance Regulatory Guidance and Considerations," a framework for state insurance departments reviewing life insurers' accelerated programs.¹⁴ Its considerations include sound actuarial principles and no unfairly discriminatory outcomes; reasons for an adverse underwriting decision, with the information it was based on, given in language the typical consumer can understand and consistent with state and federal law; a mechanism to correct mistakes confirmed by records; and help contacting the originator of a record the consumer believes is wrong.⁴ It is guidance for regulators, not a law.⁴ Separately, the NAIC adopted a Model Bulletin on the Use of Artificial Intelligence Systems by Insurers on December 4, 2023. The NAIC's adoption map (status as of November 3, 2026) lists 29 states and territories as adopted, plus California, Colorado, New York and Texas under their own rules or guidance, and does not judge whether each contains every element of the model.⁹ NAIC work on external data and AI continues through other groups.¹
• New York. The Department of Financial Services' Insurance Circular Letter No. 7 (July 11, 2024), which applies to insurers authorized in New York, says that where an insurer uses external data or AI systems the notice to the applicant should state whether it uses AI in underwriting, whether it uses external-vendor data about the person, and that the person may request information about the specific data behind the decision (paragraph 39). After a decline, limitation or rate difference, the reasons should include the information relied on and its source, and an insurer may not cite a vendor's proprietary model to justify vagueness (paragraphs 39-40). If an AI or external-data process determines an applicant cannot be approved under it and can only be insured through another underwriting process, the letter says the applicant "has the right to know why": within 15 days of that determination the insurer should give written notice identifying the reason or reasons, should keep the other underwriting process going meanwhile, and, where specific external data caused the result, should offer a review of that data for accuracy (paragraphs 44-45).⁵ The definition of external data in the letter does not include MIB services, motor vehicle reports, prescription drug data or criminal history searches (paragraph 6).⁵
• Colorado. Regulation 10-1-1, as amended effective October 15, 2025, applies to insurers offering individually issued life insurance that use external consumer data, such as credit scores, purchasing habits, home ownership, education or court records, or models built on it. They must run a governance framework overseen by the board that tests for and remediates unfair discrimination with respect to race, and must give an applicant enough information to take meaningful action after an adverse decision.⁶⁷

The three share an expectation that carriers should be able to explain an adverse decision, though the NAIC guidance is not binding, most of New York's letter says insurers "should," and what a client can demand depends on the state. An agent should not guess at the reason; point the client to the carrier's notice and process.

What to tell the applicant

Before the application, cover these points in plain language:

• "This company may be able to decide without a medical exam. Whether it can depends on your age, the amount, and what the records show, so I can't promise it."
• "The company will check outside records, such as your prescription history, driving record and past insurance applications, and the form you sign usually authorizes some of that. Some companies also use credit-based or public-record data. Let's read the form together."
• "Answer every question fully, even if you think the records already show it. Companies check, sometimes after the policy is issued."
• "With many carriers, if the fast track can't decide, that is not a decline. The company may ask for an exam, a phone interview or your doctor's records, which adds time. Some programs have no other path, so let's check this carrier's."
• "You could be offered a different rate than the quote, or declined. If that happens, you can usually ask the company to explain the decision. What it must provide depends on your state."
• "Keep the coverage you have now until the new policy is approved and in force."

Gen Re found that 59% of carriers use random holdouts as a control, and 41% each use post-issue physician statements, post-issue health records and post-issue agent monitoring,³ and Munich Re describes applicant misrepresentation in fluidless underwriting as a continuing issue for the industry.² The NAIC defines the contestability period as the time when a company may contest a claim based on material misrepresentation or concealment during the application, usually 2 years; exact rules depend on the policy and state.¹⁰ A client who shades an answer to stay on the fast track is risking problems with their own coverage.

Where agents can help

Good field underwriting matters more now. A few habits help:

• Ask the health, prescription, driving and travel questions yourself before choosing a carrier, so the client is not surprised by what the records show.
• Check each carrier's current eligibility rules for age and face amount.
• Quote with the possible outcomes in mind, and say that the final rate class can differ.
• Write down what you told the client about data, timing and outcomes.

The exam used to set the pace of an application. Now the conversation before it does.