Original research · 2026-07 edition

AI SEO Statistics: Hand Surgeons (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 hand surgeons.

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

My thumb keeps locking when I try to open my hand, what kind of doctor deals with that?
Is it better to see a general orthopedic doctor or a specialized hand surgeon for a broken wrist?
How much does a carpal tunnel release surgery cost if I'm paying out of pocket?
What are the signs that my hand numbness is actually a nerve issue requiring surgery?
I have a hard lump on my palm that hurts when I grip things, what could it be?
How long is the recovery time for a tendon repair in the index finger?
Can a hand surgeon fix old scar tissue that's limiting my range of motion?
What questions should I ask during a consultation for basal joint arthritis surgery?
Show all 40 questions
Is it normal for my hand to still be swollen three weeks after surgery?
Do I need a referral to see a hand specialist or can I book directly?
What are the risks of waiting too long to get surgery for a pinched nerve in my elbow?
How do I know if a hand surgeon is board-certified in hand surgery specifically?
My pinky and ring finger are starting to curl inward and I can't straighten them, who should I see?
Are there non-surgical alternatives for a ganglion cyst on the wrist?
How many of these specific procedures has the surgeon performed in the last year?
Can a hand surgeon help with chronic wrist pain from years of typing?
What's the difference between an occupational therapist and a hand surgeon?
I cut my hand on glass and can't move my middle finger, should I go to the ER or wait for a specialist?
What are the red flags to look for when choosing a surgeon for a complex hand fracture?
Will I need physical therapy after getting a trigger finger release?
How do I find a hand surgeon who specializes in microsurgery for nerve repair?
Does insurance usually cover surgery for De Quervain's tenosynovitis?
What is the success rate for endoscopic vs open carpal tunnel surgery?
Can I drive myself home after a minor hand procedure under local anesthesia?
I have a mallet finger from sports, do I really need surgery or just a splint?
How do I compare two different hand surgeons if their recommendations for my wrist are opposite?
What are the long-term effects of leaving a scaphoid fracture untreated?
Are there any hand surgeons in my area that offer weekend or evening consultations?
What does the CAQ designation mean for a hand surgeon?
Is it worth getting a second opinion for a thumb ligament tear?
How soon can I return to a desk job after dominant hand surgery?
What type of anesthesia is typically used for a finger joint replacement?
My child slammed their hand in a door and the fingernail is falling off, do they need a specialist?
Why is my hand surgeon recommending an EMG before deciding on surgery?
What is the average wait time for a non-emergency hand surgery appointment?
Can a hand surgeon treat Raynaud's phenomenon if it's causing tissue damage?
I have Dupuytren's contracture; should I get the enzyme injection or the full surgery?
What are the most common complications after a wrist arthroscopy?
How do I check a hand surgeon's malpractice history or patient reviews?
Is a hand surgeon the right person to talk to about persistent tingling in my fingertips?

Model by model

14-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 hand surgeons buyers.

Behavior rates across 40 hand surgeons buyer questions, 2026-07 edition. Last column: average across models.
ChatGPTClaudeGeminiConsensus
Recommends hiring a professional65%70%48%68%
Suggests DIY first23%8%10%80%
Names specific providers5%0%8%90%
Gives price or cost info5%0%3%95%
Tells to check reviews10%5%0%88%
Tells to verify credentials8%15%15%83%
Mentions case studies / portfolio8%3%0%90%
Mentions local proximity13%13%15%85%
Gives selection criteria25%30%20%73%
Warns about red flags5%8%5%93%
Asks a clarifying question70%60%3%18%
Recommends multiple quotes10%8%0%85%

By model

How each assistant handled Hand Surgeons questions.

Reading the 120 answers model by model shows how differently the three assistants treat the same hand surgeons questions. On the most consequential behavior — whether to send the buyer to a professional at all — the rate ranged from 70% (Claude) down to 47.5% (Gemini), a 23-point gap on an identical question set.

Across the 40 hand surgeons answers it produced, ChatGPT recommended hiring a professional in 65% of them and suggested a DIY approach first 22.5% of the time. It named a specific provider in 5% of answers (about 0.3 distinct providers per answer) and included price or cost information 5% of the time. ChatGPT asked a clarifying question before answering in 70% of cases, warned about red flags or scams in 5%, and told the buyer to verify credentials in 7.5%, averaging 392 words per answer. On the remaining cues it told the buyer to check reviews in 10%, pointed to case studies or a portfolio in 7.5%, and framed the choice around local proximity in 12.5%; a selection-criteria checklist appeared in 25% of its answers and a recommendation to gather multiple quotes in 10%.

Across the 40 hand surgeons answers it produced, Claude recommended hiring a professional in 70% of them and suggested a DIY approach first 7.5% of the time. It named a specific provider in 0% of answers (about 0 distinct providers per answer) and included price or cost information 0% of the time. Claude asked a clarifying question before answering in 60% of cases, warned about red flags or scams in 7.5%, and told the buyer to verify credentials in 15%, averaging 277 words per answer. On the remaining cues it told the buyer to check reviews in 5%, pointed to case studies or a portfolio in 2.5%, and framed the choice around local proximity in 12.5%; a selection-criteria checklist appeared in 30% of its answers and a recommendation to gather multiple quotes in 7.5%.

Across the 40 hand surgeons answers it produced, Gemini recommended hiring a professional in 47.5% of them and suggested a DIY approach first 10% of the time. It named a specific provider in 7.5% of answers (about 0.2 distinct providers per answer) and included price or cost information 2.5% of the time. Gemini asked a clarifying question before answering in 2.5% of cases, warned about red flags or scams in 5%, and told the buyer to verify credentials in 15%, averaging 294 words per answer. On the remaining cues it told the buyer to check reviews in 0%, pointed to case studies or a portfolio in 0%, and framed the choice around local proximity in 15%; a selection-criteria checklist appeared in 20% of its answers and a recommendation to gather multiple quotes in 0%.

Taken together, Claude is the assistant most likely to route a hand surgeons buyer to a professional (70%) and Gemini the least (47.5%). ChatGPT produced the longest answers, at 392 words on average. Specific providers were named most often by Gemini (7.5%) — even there, roughly one answer in 13 carried a name.

Where they disagree

The behaviors where the choice of model changes the answer.

The divergence index for this study is 14.2 points — the average distance between the most and least likely model across the coded behaviors. The gaps below are where which assistant a hand surgeons buyer happens to ask matters most:

  • Asks a clarifying question: from 2.5% (Gemini) to 70% (ChatGPT) — a 68-point spread.
  • Recommends hiring a professional: from 47.5% (Gemini) to 70% (Claude) — a 23-point spread.
  • Suggests a DIY approach first: from 7.5% (Claude) to 22.5% (ChatGPT) — a 15-point spread.
  • Tells the buyer to check reviews: from 0% (Gemini) to 10% (ChatGPT) — a 10-point spread.
  • Gives selection criteria: from 20% (Gemini) to 30% (Claude) — a 10-point spread.

The widest single gap — asks a clarifying question, 68 points — means a hand surgeons 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 hand surgeons market.

Where they agree

The points of near-consensus in Hand Surgeons.

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

  • Mentions local proximity: 12.5%–15% across all three (a 3-point spread).
  • Warns about red flags or scams: 5%–7.5% across all three (a 3-point spread).
  • Gives price or cost information: 0%–5% across all three (a 5-point spread).
  • Names a specific provider: 0%–7.5% across all three (a 8-point spread).

Measured question by question, the three assistants coded a response the same way most consistently on "gives price or cost information" (identical coding in 95% of questions) and least consistently on "asks a clarifying question" (17.5%).

Every behavior, measured

All twelve coded behaviors for Hand Surgeons, averaged across the three models.

The behaviors AI models reproduce most often for hand surgeons are recommends hiring a professional (60.8% on average), asks a clarifying question (44.2%) and gives selection criteria (25%); the rarest are gives price or cost information (2.5%), mentions case studies or portfolio (3.3%) and names a specific provider (4.2%). 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: 60.8% on average (ChatGPT 65%, Claude 70%, Gemini 47.5%) — a 23-point spread.
  • Asks a clarifying question: 44.2% on average (ChatGPT 70%, Claude 60%, Gemini 2.5%) — a 68-point spread.
  • Gives selection criteria: 25% on average (ChatGPT 25%, Claude 30%, Gemini 20%) — a 10-point spread.
  • Suggests a DIY approach first: 13.3% on average (ChatGPT 22.5%, Claude 7.5%, Gemini 10%) — a 15-point spread.
  • Mentions local proximity: 13.3% on average (ChatGPT 12.5%, Claude 12.5%, Gemini 15%) — a 3-point spread.
  • Tells the buyer to verify credentials: 12.5% on average (ChatGPT 7.5%, Claude 15%, Gemini 15%) — a 8-point spread.
  • Warns about red flags or scams: 5.8% on average (ChatGPT 5%, Claude 7.5%, Gemini 5%) — a 3-point spread.
  • Recommends multiple quotes: 5.8% on average (ChatGPT 10%, Claude 7.5%, Gemini 0%) — a 10-point spread.
  • Tells the buyer to check reviews: 5% on average (ChatGPT 10%, Claude 5%, Gemini 0%) — a 10-point spread.
  • Names a specific provider: 4.2% on average (ChatGPT 5%, Claude 0%, Gemini 7.5%) — a 8-point spread.
  • Mentions case studies or portfolio: 3.3% on average (ChatGPT 7.5%, Claude 2.5%, Gemini 0%) — a 8-point spread.
  • Gives price or cost information: 2.5% on average (ChatGPT 5%, Claude 0%, Gemini 2.5%) — a 5-point spread.

Trust signals

How well the models protect the hand surgeons buyer.

Beyond whether to hire, the rubric codes how carefully each assistant protects the hand surgeons 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 12.5%. Warning about red flags or scams appeared in 5.8%.

On structuring the decision, a selection-criteria checklist showed up in 25% of answers on average and a recommendation to gather multiple quotes in 5.8%. The single least-reproduced protective signal for hand surgeons 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 Hand Surgeons providers?

For service providers the decisive question is whether these systems name anyone at all. Across 120 hand surgeons answers, a specific provider was named in 4.2% of responses on average — roughly 0.2 distinct providers per answer. In practice the assistants behave far more as an explanatory layer than as a referral engine for hand surgeons: visibility comes from being the reasoning a model reproduces, not from being the named recommendation.

The question set

What these 40 Hand Surgeons questions cover.

The 40 questions behind every percentage on this page were drawn from real hand surgeons (healthcare 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 hand surgeons 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 hand surgeons 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 →