Original research · 2026-07 edition

AI SEO Statistics: Probate Lawyer (2026-07 edition)

40 questions · 120 AI responses · 3 models · measured 2026-07-06

The question bank

The questions we tested — sampled from real buyer journeys in probate lawyer.

Each model answered every question once, same wording, same day. These are the prompts behind every percentage on this page.

What exactly does a probate lawyer do that I can't do on my own?
My dad died without a will, how do I start the process of settling his estate?
How much does a probate attorney typically charge for a small estate under $100k?
Is it possible to avoid probate if all assets are in a living trust?
What are the red flags to look for when interviewing a probate lawyer?
How long does the average probate case take from start to finish?
Do I need a lawyer if the only thing my mom left was a house with a mortgage?
Can I hire a probate lawyer in my state if the deceased lived in another state?
Show all 40 questions
Who pays the probate lawyer's fees—the executor or the estate?
My siblings are contesting the will; do I need a specific kind of litigation lawyer?
What happens if the executor of the estate isn't doing their job?
Are probate lawyer fees negotiable or set by state law?
Can a probate lawyer help me sell a house that's currently in probate?
What documents should I bring to my first meeting with a probate attorney?
How do I find out if a probate lawyer has a history of disciplinary actions?
Is a flat fee or an hourly rate better when hiring for estate administration?
Can I handle probate myself if there are no debts and everyone agrees on the distribution?
What is the difference between a probate lawyer and an estate planning lawyer?
My stepmother is trying to lock us out of the house after my dad died; what's my first step?
How do I fire a probate lawyer if the case is taking way too long?
If an estate is insolvent and has more debt than assets, do I still need to hire a lawyer?
What are the specific duties of a personal representative that a lawyer handles?
Can a probate lawyer help me locate missing heirs or distant relatives?
Does every single item in a house have to go through probate court?
How do I know if I’m being overcharged for extraordinary services in probate?
What happens if we find a newer version of the will after probate has already started?
Is there a way to speed up the probate process if we need to pay off creditors quickly?
Can a probate lawyer help with the final income tax filings for the deceased person?
What are the pros and cons of using a big law firm vs a solo practitioner for probate?
If I'm named the executor but I live across the country, how much help will I need?
How much of the estate's value usually goes toward legal fees and court costs?
Can a probate attorney help if the bank won't give me access to my late husband's account?
What is summary administration and do I still need a lawyer for it?
Are there any free or low-cost legal resources for simple probate cases?
How do I prove that a will was signed under undue influence?
What should I do if the probate lawyer isn't returning my calls or emails for weeks?
Can a probate lawyer help transfer a car title if the owner passed away?
Do I need a lawyer to file a Small Estate Affidavit in my county?
What are the consequences of not starting probate for several years after a death?
How do I compare two different probate fee quotes to see which is a better deal?

Model by model

19-point average divergence: which AI you ask changes the answer.

The divergence index is the average gap between the most and least likely model per behavior. Higher = the models disagree more about probate lawyer buyers.

Behavior rates across 40 probate lawyer buyer questions, 2026-07 edition. Last column: average across models.
ChatGPTClaudeGeminiConsensus
Recommends hiring a professional90%78%45%35%
Suggests DIY first40%35%23%78%
Names specific providers5%5%5%100%
Gives price or cost info15%15%18%75%
Tells to check reviews8%5%3%95%
Tells to verify credentials15%8%5%88%
Mentions case studies / portfolio8%0%0%93%
Mentions local proximity60%23%25%40%
Gives selection criteria38%20%20%68%
Warns about red flags10%5%8%88%
Asks a clarifying question85%65%3%5%
Recommends multiple quotes13%5%0%88%

By model

How each assistant handled Probate Lawyer questions.

Reading the 120 answers model by model shows how differently the three assistants treat the same probate lawyer questions. On the most consequential behavior — whether to send the buyer to a professional at all — the rate ranged from 90% (ChatGPT) down to 45% (Gemini), a 45-point gap on an identical question set.

Across the 40 probate lawyer answers it produced, ChatGPT recommended hiring a professional in 90% of them and suggested a DIY approach first 40% of the time. It named a specific provider in 5% of answers (about 0.2 distinct providers per answer) and included price or cost information 15% of the time. ChatGPT asked a clarifying question before answering in 85% of cases, warned about red flags or scams in 10%, and told the buyer to verify credentials in 15%, averaging 535 words per answer. On the remaining cues it told the buyer to check reviews in 7.5%, pointed to case studies or a portfolio in 7.5%, and framed the choice around local proximity in 60%; a selection-criteria checklist appeared in 37.5% of its answers and a recommendation to gather multiple quotes in 12.5%.

Across the 40 probate lawyer answers it produced, Claude recommended hiring a professional in 77.5% of them and suggested a DIY approach first 35% of the time. It named a specific provider in 5% of answers (about 0.1 distinct providers per answer) and included price or cost information 15% of the time. Claude asked a clarifying question before answering in 65% of cases, warned about red flags or scams in 5%, and told the buyer to verify credentials in 7.5%, averaging 311 words per answer. On the remaining cues it told the buyer to check reviews in 5%, pointed to case studies or a portfolio in 0%, and framed the choice around local proximity in 22.5%; a selection-criteria checklist appeared in 20% of its answers and a recommendation to gather multiple quotes in 5%.

Across the 40 probate lawyer answers it produced, Gemini recommended hiring a professional in 45% of them and suggested a DIY approach first 22.5% of the time. It named a specific provider in 5% of answers (about 0.1 distinct providers per answer) and included price or cost information 17.5% of the time. Gemini asked a clarifying question before answering in 2.5% of cases, warned about red flags or scams in 7.5%, and told the buyer to verify credentials in 5%, averaging 286 words per answer. On the remaining cues it told the buyer to check reviews in 2.5%, pointed to case studies or a portfolio in 0%, and framed the choice around local proximity in 25%; a selection-criteria checklist appeared in 20% of its answers and a recommendation to gather multiple quotes in 0%.

Taken together, ChatGPT is the assistant most likely to route a probate lawyer buyer to a professional (90%) and Gemini the least (45%). ChatGPT produced the longest answers, at 535 words on average. Specific providers were named most often by ChatGPT (5%) — even there, roughly one answer in 20 carried a name.

Where they disagree

The behaviors where the choice of model changes the answer.

The divergence index for this study is 19.4 points — the average distance between the most and least likely model across the coded behaviors. The gaps below are where which assistant a probate lawyer buyer happens to ask matters most:

  • Asks a clarifying question: from 2.5% (Gemini) to 85% (ChatGPT) — a 83-point spread.
  • Recommends hiring a professional: from 45% (Gemini) to 90% (ChatGPT) — a 45-point spread.
  • Mentions local proximity: from 22.5% (Claude) to 60% (ChatGPT) — a 38-point spread.
  • Suggests a DIY approach first: from 22.5% (Gemini) to 40% (ChatGPT) — a 18-point spread.
  • Gives selection criteria: from 20% (Claude) to 37.5% (ChatGPT) — a 18-point spread.

The widest single gap — asks a clarifying question, 83 points — means a probate lawyer buyer can receive materially different guidance on the same question depending only on which assistant they happen to open, so any visibility strategy built on a single model's behavior describes only part of the probate lawyer market.

Where they agree

The points of near-consensus in Probate Lawyer.

On other behaviors the three models move almost in lockstep — the points of near-consensus for probate lawyer, where all three landed within a few points of each other:

  • Names a specific provider: 5% across all three models.
  • Gives price or cost information: 15%–17.5% across all three (a 3-point spread).
  • Tells the buyer to check reviews: 2.5%–7.5% across all three (a 5-point spread).
  • Warns about red flags or scams: 5%–10% across all three (a 5-point spread).

Measured question by question, the three assistants coded a response the same way most consistently on "names a specific provider" (identical coding in 100% of questions) and least consistently on "asks a clarifying question" (5%).

Every behavior, measured

All twelve coded behaviors for Probate Lawyer, averaged across the three models.

The behaviors AI models reproduce most often for probate lawyer are recommends hiring a professional (70.8% on average), asks a clarifying question (50.8%) and mentions local proximity (35.8%); the rarest are mentions case studies or portfolio (2.5%), tells the buyer to check reviews (5%) and names a specific provider (5%). Each figure below is the share of a model's 40 answers in which the behavior appeared at least once, averaged across the 3 models with the full per-model range in parentheses:

  • Recommends hiring a professional: 70.8% on average (ChatGPT 90%, Claude 77.5%, Gemini 45%) — a 45-point spread.
  • Asks a clarifying question: 50.8% on average (ChatGPT 85%, Claude 65%, Gemini 2.5%) — a 83-point spread.
  • Mentions local proximity: 35.8% on average (ChatGPT 60%, Claude 22.5%, Gemini 25%) — a 38-point spread.
  • Suggests a DIY approach first: 32.5% on average (ChatGPT 40%, Claude 35%, Gemini 22.5%) — a 18-point spread.
  • Gives selection criteria: 25.8% on average (ChatGPT 37.5%, Claude 20%, Gemini 20%) — a 18-point spread.
  • Gives price or cost information: 15.8% on average (ChatGPT 15%, Claude 15%, Gemini 17.5%) — a 3-point spread.
  • Tells the buyer to verify credentials: 9.2% on average (ChatGPT 15%, Claude 7.5%, Gemini 5%) — a 10-point spread.
  • Warns about red flags or scams: 7.5% on average (ChatGPT 10%, Claude 5%, Gemini 7.5%) — a 5-point spread.
  • Recommends multiple quotes: 5.8% on average (ChatGPT 12.5%, Claude 5%, Gemini 0%) — a 13-point spread.
  • Names a specific provider: 5% on average (ChatGPT 5%, Claude 5%, Gemini 5%).
  • Tells the buyer to check reviews: 5% on average (ChatGPT 7.5%, Claude 5%, Gemini 2.5%) — a 5-point spread.
  • Mentions case studies or portfolio: 2.5% on average (ChatGPT 7.5%, Claude 0%, Gemini 0%) — a 8-point spread.

Trust signals

How well the models protect the probate lawyer buyer.

Beyond whether to hire, the rubric codes how carefully each assistant protects the probate lawyer buyer once a decision is made. Telling the buyer to check reviews or ratings appeared in 5% of answers on average. Verifying credentials or certifications appeared in 9.2%. Warning about red flags or scams appeared in 7.5%.

On structuring the decision, a selection-criteria checklist showed up in 25.8% of answers on average and a recommendation to gather multiple quotes in 5.8%. The single least-reproduced protective signal for probate lawyer is "tells the buyer to check reviews" at 5% on average — the clearest opening for content that supplies it, since the models are not yet reliably surfacing that guidance on their own.

Referral behavior

Do AI models name Probate Lawyer providers?

For service providers the decisive question is whether these systems name anyone at all. Across 120 probate lawyer answers, a specific provider was named in 5% of responses on average — roughly 0.1 distinct providers per answer. In practice the assistants behave far more as an explanatory layer than as a referral engine for probate lawyer: visibility comes from being the reasoning a model reproduces, not from being the named recommendation.

The question set

What these 40 Probate Lawyer questions cover.

The 40 questions behind every percentage on this page were drawn from real probate lawyer (legal services; buyer hiring decisions for this specific service) buyer journeys. Each was put to all 3 models once, with identical wording, so the rates above describe how the assistants handled this exact probate lawyer question set — not a general prior or a hand-picked subset. The full list is shown earlier on this page; the coded percentages are what those specific questions produced.

How to read this

A note on the numbers.

A percentage here is the share of a model's 40 answers in which the behavior appeared at least once — not a confidence score. Because each model answered every question exactly once on 2026-07-06, the figures describe this specific probate lawyer question set and snapshot rather than a general prior. The full protocol and coding rubric are documented in the study methodology.

Methodology

A controlled snapshot, documented end to end.

40 standardized buyer questions per industry, one response per model per question (ChatGPT (gpt-5-mini), Claude (claude-sonnet-5), Gemini (gemini-3-flash-preview)), collected 2026-07-06, coded against a fixed 12-behavior rubric with human QA. AI outputs vary with model version, location and time — figures describe this sample and window, and are refreshed each edition. Read the full methodology →