_edited.jpg)
How to Use AI to Help You Buy Life Insurance
If you take medications, have a medical condition, have been treated for cancer, or enjoy activities such as flying, skydiving, or rock climbing, finding affordable life insurance can take more than comparing online quotes.
The details of your situation matter. A diagnosis alone does not explain how you are doing today. A medication name does not explain why you take it. And saying “I’m a pilot” leaves plenty of questions unanswered.
AI can help you organize those details into a clear profile. Then a life insurance professional can use that profile to ask insurance companies how they might consider your case before you submit a formal application.
At LifeStein.com, we use anonymous profiles to seek preliminary underwriting feedback from the carriers we work with. Our goal is to help you identify a suitable policy at the most competitive price available for your situation.
How AI can help you get started
One useful way to use AI when shopping for life insurance is to have it interview you and organize your answers.
You might start with:
“I take medication for anxiety, have sleep apnea, and occasionally go rock climbing. I want a life insurance expert to help me find the lowest-priced policy that fits my needs. Help me prepare the information that expert will need.”
The next step is to give it the facts. Include the medications you take, what each is prescribed for, your treatment history, and the details of any activities that could affect your application.
AI can then help turn scattered information into a summary that is easier to review. It can also flag unanswered questions for you and your agent to clarify.
AI cannot guarantee your eligibility, your final price, or an insurance company’s underwriting decision. Its role here is to help you prepare a complete, accurate profile for professional review.
What information should you include?
Start with your age, state of residence, sex used for insurance quoting, height, weight, desired coverage amount, and how long you need the coverage. Include tobacco, nicotine, and marijuana use, along with relevant dates and frequency.
Then explain the parts of your history that deserve a closer look.
Medications and medical conditions
For every medication, include:
-
The name, dose, and how often you take it.
-
The condition or symptoms it treats.
-
Approximately when you started taking it.
-
Any recent dose changes, medication changes, or discontinuations.
-
How well the condition is controlled and any side effects or complications.
Include diagnosis dates, relevant test results with their dates, hospitalizations, surgeries, follow-up visits, and any testing or treatment still pending. If you do not know a detail, say so rather than guessing.
For anxiety, useful context can include when symptoms began, how treatment has changed, current symptoms, follow-up frequency, and any hospitalizations or time away from work.
For sleep apnea, include the diagnosis date, sleep study results if known, prescribed treatment, how consistently you use it, and whether you still have daytime symptoms.
Past cancer history
“Cancer survivor” is only the beginning of the story. Include the cancer type, diagnosis date, stage and grade if known, treatment received, treatment completion dates, and the results of your latest follow-up.
Mention any recurrence, spread, ongoing medications, or pending testing. You do not need to understand every term in your records. Identify what you know and what still needs clarification.
Flying, skydiving, rock climbing, scuba diving and other activities
Describe what you actually do, how often you do it, your training, and your experience.
A pilot’s profile might include certificate type, ratings, total flight hours, annual flying hours, aircraft type, and whether the flying is recreational, commercial, instructional, or involves specialized operations.
A skydiver might include total jumps, annual jumps, certifications, and the types of jumps performed.
A climber might explain whether the activity is indoor climbing, outdoor sport climbing, traditional climbing, mountaineering, or free soloing, along with typical elevations, locations, frequency, and safety practices.
These are starting points. A carrier may request its own activity questionnaire.
Personal context that helps explain your situation
Your profile can also explain your occupation, job duties, family responsibilities, daily activities, and reason for buying coverage.
For example, “I work full time, have two young children, and want coverage to replace my income and pay off the mortgage” gives your agent useful context about your needs.
Describe relevant facts honestly. Personal context helps explain your situation; it does not override medical findings or guarantee a better rate. You do not need to include family members’ names or your employer’s identifying details.
Copy and paste this AI prompt
You can enter your non-identifying background and medication details first, then paste the prompt below. Or paste the prompt first and let AI ask you questions.
Before sharing: Review the AI service’s privacy settings and share only information you are comfortable entering.
Leave out your name, Social Security number, driver’s license number, exact birth date, home address, contact details, and medical record numbers. Avoid uploading unredacted medical records.
I want a licensed life insurance expert to help me find a suitable policy at the cheapest available price for my circumstances. Help me prepare an accurate, non-identifying profile to send to LifeStein.com for anonymous preliminary underwriting inquiries.
Your role is to organize my information and ask relevant follow-up questions. Do not act as the insurer, promise approval, invent rates, or make up medical facts.
Ask me questions in small groups. Tailor follow-up questions to my answers.
Cover these areas:
-
My age, state of residence, sex used for insurance quoting, height, weight, desired coverage amount, desired term or policy type, budget, and reason for buying coverage.
-
My medical diagnoses, symptoms, diagnosis dates, treatment, surgeries, hospitalizations, complications, recent test results and dates, follow-up schedule, and pending tests or referrals.
-
Every medication I take, including its name, dose, frequency, reason prescribed, start date, effectiveness, and any recent changes. Include relevant medications I recently stopped and why.
-
Details of any cancer history, including type, stage, grade, treatment dates, recurrence or spread, ongoing treatment, and latest follow-up findings, if known.
-
Details of anxiety, depression, sleep apnea, or other conditions I disclose, including current symptoms, treatment stability, hospitalizations, and effect on daily life.
-
Tobacco, nicotine, marijuana, alcohol, and other substance use, including type, frequency, and relevant use or cessation dates.
-
Flying, skydiving, climbing, scuba diving, hazardous work, or other relevant activities. Ask about frequency, experience, training, certifications, activity type, locations, and safety practices.
-
Relevant occupation and daily-life context, family responsibilities, existing or pending life insurance, previous insurance decisions, and any other underwriting questions a licensed agent may need to clarify, such as relevant family medical history, driving history, or foreign travel.
Do not ask for my name, Social Security number, driver’s license number, exact birth date, home address, contact information, employer name, or medical record numbers. Use age and state instead of exact birth date and street address.
Do not assume a diagnosis from a medication name. Do not omit unfavorable facts or describe a condition as controlled, resolved, or mild unless I have provided that information. If I do not know an answer, mark it “unknown” or “needs confirmation.”
When we finish, produce a clear profile titled “Anonymous Life Insurance Preliminary Review.” Organize it into coverage needs, basic profile, medical history, medications, activities and lifestyle, relevant personal context, and missing information.
Use only facts I provided. Separate unknowns from confirmed information. Remind me to check the entire summary before sending it to mattmims@lifestein.com. Do not send anything on my behalf.
Send your reviewed profile to LifeStein
Read the AI-generated summary carefully. Check medication names, doses, dates, and test results. Remove anything the AI assumed or got wrong.
Then copy and paste the profile into an email to mattmims@lifestein.com.
Suggested subject: Anonymous Life Insurance Preliminary Review
You do not need to include your Social Security number, driver’s license number, or home address for this preliminary profile.
Your email address or signature may identify you to LifeStein. When we approach carriers for this preliminary review, we use a case identifier and omit your name and direct identifiers from the profile.
If you prefer a secure way to share health details or need to provide records, email Matt to request secure intake instructions before sending them.
How anonymous preliminary shopping works
We review your information, clarify missing details, and present the case to appropriate carriers we work with under an identifier such as AR77.
In everyday language, the conversation is something like:
“We are helping someone who wants life insurance. Here is their age, medical history, treatment, current health, and activity background. Based on this information, how might you consider the case?”
The underwriter may provide a tentative rate class, indicate an additional charge or possible exclusion, request more details, or explain that coverage may not currently be available.
This gives us something more useful than guessing which online quote will hold up. We can compare the preliminary feedback and help you decide where an application makes sense.
We shop among the carriers available through our brokerage. Preliminary feedback does not establish that every insurer in the market has reviewed your case or that the lowest possible premium is guaranteed.
What happens when you decide to apply?
At LifeStein, we speak with you by phone before submitting a formal application. Sending a preliminary profile does not authorize us to submit one.
If you choose to move forward, we collect the information and authorizations required for the application. We then connect the application to the earlier inquiry.
For example, we may tell the carrier: “Anonymous profile AR77 was James Jones. His formal application has now been submitted. Please refer to the preliminary feedback provided on that case.”
That allows the underwriter to connect the earlier discussion with the named application and evaluate it through the formal underwriting process.
The tentative indication remains subject to full underwriting. The carrier may review medical records, prescription history, an exam or lab results, and other authorized information. Its final decision can change if those findings differ from the preliminary profile or reveal additional information.
Why accuracy matters so much
The more complete and accurate your information is at the beginning, the more useful the preliminary feedback can be.
A missing medication, a recent hospital visit, or a pending test can change how a carrier views the case. So can activity details that were left out.
The goal is to give underwriters a clear picture before you choose where to apply. Include favorable facts and concerns alike, and tell us when something is uncertain.
Does a preliminary review commit you to anything?
Sending a profile does not itself create a formal application, put coverage in force, or obligate you to purchase a policy.
The carrier inquiry is conducted without your name attached. However, health information is still sensitive, and a detailed profile can contain distinctive facts. Anonymous preliminary shopping should not be described as completely risk-free or as a guarantee that information cannot be linked to you.
It is a practical way to explore potential underwriting outcomes before deciding whether to apply.
Start with a clear picture of your situation
If medical history, medications, or a risky activity makes you unsure where to start, use the prompt above to organize your information.
Review it for accuracy, then send your profile to mattmims@lifestein.com.
LifeStein will help you explore preliminary carrier feedback so you can make a more informed decision about where to apply.
THE PROCESS
Four steps to your best possible offer
The LifeStein Protection Score™ runs your inputs through 12 financial risk vectors — producing a real estimate of your family's exposure and the coverage that could address it.
Answer underwriting questions privately
01
Complete our confidential profile builder. Your answers never go anywhere automatically — they stay right here, in your hands.
Generate an AI-ready underwriting summary
02
Our form instantly creates a professional, broker-grade case file formatted for both human and AI review.
Refine with ChatGPT, Claude, or Gemini
03
Paste your summary into any AI assistant to refine, ask questions, or export as a polished PDF case file.
Email your case to LifeStein
04
Matt Mims personally shops your anonymous case through 50+ carriers to surface tentative offers before you commit to a formal application.
Build Your Summary
Your private underwriting case file — built in minutes
Watch your professional underwriting summary generate in real time as you type. Then copy, download, or email it to LifeStein.
Why It Matters
Why AI + Informal Underwriting
Can Save You Thousands
Many applicants apply incorrectly — to the wrong carrier, at the wrong time. One mishandled application can permanently complicate your insurance record.
Protect Your Record
A formal decline creates an MIB record every future carrier can see. Informal underwriting identifies your best carrier before any formal application is filed.
Full Market Access
LifeStein works with 50+ carriers including Prudential, Lincoln Financial, and John Hancock — getting your case in front of the carrier most likely to want your business.
Carrier Intelligence
Different carriers treat the same condition radically differently. Diabetes, anxiety, nicotine pouches, and cigar use can each mean standard rates at one carrier and significant ratings at another.
Specialist Positioning
Complex cases require strategic framing. LifeStein specializes in positioning health, lifestyle, and financial profiles to maximize underwriting outcomes.
AI-Organized Case Files
Structured, AI-generated underwriting summaries help underwriters assess your case faster — resulting in quicker, more favorable responses.
Faster Results
Informal underwriting rounds typically produce tentative offers within 1–3 business days, giving you pricing intelligence before committing to any carrier.
How People Are Using AI to Buy Life Insurance
Artificial intelligence is changing how consumers research financial products, and life insurance is no exception. More people are using AI tools like ChatGPT, Claude, Gemini, and other assistants to organize medical history, compare policy options, understand underwriting guidelines, and prepare questions before speaking with a broker.
The challenge is that AI can organize information, but it cannot submit an informal underwriting inquiry, negotiate with underwriters, or determine which life insurance company is most likely to offer the best rate for a specific health profile. That still requires experience, carrier relationships, and an understanding of how individual life insurance companies evaluate risk.
LifeStein combines the organizational power of AI with the expertise of an independent life insurance brokerage. Instead of applying blindly online, consumers can use AI to create a structured underwriting summary and then have LifeStein anonymously shop the market before a formal application is submitted.
AI-Assisted Insurance Shopping
How AI Is Changing the Way People Buy Life Insurance
Why Structured Underwriting Summaries Matter
When a broker presents a case to an underwriter, the clarity and organization of that submission directly affects the quality and speed of the response. A well-structured case file — one that accurately summarizes health history, lifestyle factors, and financial profile — signals professionalism and enables the underwriter to assess risk efficiently.
AI tools excel at organizing complex information into coherent, readable summaries. When consumers use ChatGPT, Claude, or Gemini to organize their underwriting profile, they're producing exactly the kind of clean, structured case that leads to better informal underwriting outcomes.
Anonymous Shopping Protects Consumers
The life insurance application process creates a paper trail. Each formal application triggers an MIB (Medical Information Bureau) inquiry, and formal declines are recorded and visible to future carriers. For consumers with complex health or lifestyle profiles, a poorly-timed formal application can damage their insurability for years.
Informal underwriting sidesteps this risk entirely. By anonymously presenting a case to multiple carriers before formal submission, consumers can identify which carrier genuinely wants their business — and at what price — before a single formal record is created.
As consumers become more sophisticated about using AI assistants for financial decisions, the logical extension is AI-assisted insurance shopping: using AI to organize your profile and prepare a case file that a specialist broker can place intelligently across the market.
Why Life Insurance Companies Price the Same Person Differently
One of the biggest misconceptions in life insurance is that every company evaluates applicants the same way. In reality, underwriting guidelines vary significantly from carrier to carrier.
For example, some life insurance companies may offer favorable treatment to nicotine pouch users, while others automatically classify all nicotine users as tobacco users. The same variation can occur with diabetes, sleep apnea, anxiety, ulcerative colitis, marijuana use, cigar smoking, high blood pressure, and dozens of other underwriting factors.
Because of these differences, a consumer who receives a Standard rating from one carrier may qualify for significantly better pricing from another company. This is one reason informal underwriting can be so valuable before formally applying.
Who Should Use an AI Life Insurance Review?
An AI-assisted underwriting review can be especially helpful for people who have complex underwriting situations, including:
-
Nicotine pouch users
-
Cigar smokers
-
Former cigarette smokers
-
Marijuana users
-
People with diabetes
-
People with sleep apnea
-
People taking anxiety or depression medication
-
Ulcerative colitis patients
-
Pilots
-
Business owners
-
High-income professionals
-
Applicants seeking $1 million or more of coverage
The more unique your underwriting profile is, the more important carrier selection becomes.
Why LifeStein Created This Tool
LifeStein created this tool because many consumers apply for life insurance before understanding how carriers will evaluate their health and lifestyle profile. A single poorly placed application can lead to unnecessary delays, unfavorable offers, or underwriting complications.
By using AI to organize underwriting information first, applicants can better understand their situation, communicate more effectively with brokers, and make more informed decisions before entering the formal underwriting process.
The goal is simple: help consumers find the right carrier before they apply, not after.
Frequently Asked Questions
Everything you need to know
Can AI help me find the best life insurance company?
Yes. AI can help organize your health history, nicotine use, medications, financial information, and lifestyle details into a structured underwriting summary. LifeStein then uses that information to anonymously shop your case across multiple life insurance companies before a formal application is submitted.
What is an AI life insurance underwriting review?
An AI underwriting review is a process that helps organize your life insurance profile before applying. The goal is to identify possible underwriting concerns, favorable factors, and potentially competitive carriers before risking a formal application.
What is informal underwriting?
Informal underwriting — sometimes called tentative underwriting — is when a broker presents your case anonymously to carrier underwriters before formally applying. This helps identify likely pricing, underwriting class, and carrier interest without immediately triggering a full underwriting process.
Can I anonymously shop life insurance?
Yes. One of the advantages of informal underwriting is that your case can often be reviewed without a formal application initially being submitted. This allows you to compare possible carrier outcomes before moving forward officially.
Will using this tool create an MIB record?
No. Simply using the underwriting review tool or requesting informal underwriting feedback does not create an MIB record. MIB activity generally occurs only after a formal application has been authorized and submitted.
Can I get tentative offers before formally applying?
Potentially, yes. Depending on the case, LifeStein may be able to seek tentative underwriting feedback from select carriers before a formal application, exam, or APS request is initiated.
Can nicotine pouch users qualify for non-smoker rates?
In some situations, yes. Certain carriers may still offer non-tobacco classifications to applicants using Zyn, VELO, On!, or other nicotine pouches. Carrier treatment varies significantly, which is why market shopping matters.
Why do life insurance companies treat nicotine differently?
Every carrier has its own underwriting guidelines. Some companies automatically classify all nicotine use as tobacco use, while others distinguish between cigarettes, cigars, vaping, dip, chewing tobacco, and nicotine pouches.
Can LifeStein help with difficult underwriting cases?
Yes. LifeStein frequently works with underwriting situations involving diabetes, nicotine use, cigar smoking, THC use, sleep apnea, anxiety, ulcerative colitis, aviation, skydiving, high coverage amounts, and other complex underwriting factors.
Can AI organize my medical history for life insurance underwriting?
Yes. AI tools are very effective at organizing medications, diagnoses, treatment history, lifestyle details, and underwriting notes into structured summaries that are easier for brokers and underwriters to review.
Why do different life insurance companies offer different prices?
Each life insurance company evaluates risk differently. One carrier may be aggressive on nicotine pouch use while another may be more favorable toward diabetes, anxiety, or THC usage. Shopping the market can create significant pricing differences.
Can I use this tool before talking to an insurance agent?
Absolutely. Many people use the underwriting review tool to privately organize their case first. This often leads to a cleaner and more productive underwriting discussion later.
Is this a formal life insurance application?
No. This tool is designed to help organize underwriting information and assist with preliminary market review. It is not a formal insurance application and does not guarantee approval, pricing, or underwriting classification.
What happens after I send my underwriting summary to LifeStein?
LifeStein reviews the case and may anonymously shop the underwriting profile with select carriers to identify tentative underwriting interest, possible classifications, and competitive pricing strategies.
Can business owners use this underwriting review tool?
Yes. Business owners often have more complex financial underwriting situations involving multiple income sources, estate planning, buy-sell agreements, key person coverage, or large face amount requests.
Can previously declined applicants still qualify for coverage?
Potentially, yes. A decline from one carrier does not automatically mean every carrier will decline the case. Different companies evaluate medical and lifestyle risks differently.
Why use LifeStein instead of applying directly online?
Direct online applications immediately create a formal underwriting trail with one carrier. LifeStein’s process focuses on identifying which carriers may best fit your underwriting profile before formally applying, helping create a smarter shopping strategy.
Does LifeStein work with large coverage amounts?
Yes. LifeStein works with both traditional family protection cases and larger estate planning, income replacement, and business-related coverage requests.
Can this tool help with no exam life insurance?
Potentially. Depending on your underwriting profile, some carriers may offer accelerated or no-exam underwriting programs. Eligibility varies by age, health history, medications, and coverage amount requested.
Is my information private?
The underwriting review tool is designed to help organize your information privately before a formal application process begins. Formal underwriting disclosures and authorizations generally occur only after you decide to move forward with a carrier.