Original research · 2026-07 edition

AI SEO Statistics: Ecommerce SEO Consultant B2b Wholesale (2026-07 edition)

15 questions · 45 AI responses · 3 models · measured 2026-07-05

The question bank

The questions we tested — sampled from real buyer journeys in ecommerce seo consultant b2b wholesale.

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

Why is my B2B wholesale site not ranking for bulk keyword terms when my retail competitors are showing up first?
What is the difference between hiring a general ecommerce SEO and one who specializes specifically in B2B wholesale portals?
How do SEO consultants handle indexing for wholesale sites where product prices and specs are hidden behind a customer login?
Is it worth paying a $5,000 monthly retainer for B2B ecommerce SEO if we only sell to a small niche of distributors?
What are the biggest red flags when interviewing an SEO freelancer for a large-scale industrial wholesale catalog?
Can I handle the SEO for my wholesale platform myself or is the technical side too complex for a small marketing team?
We just migrated our wholesale business to a new domain and organic traffic tanked; how quickly can a consultant fix the ranking loss?
What specific KPIs should I ask a B2B SEO expert to track besides just general organic traffic numbers?
Show all 15 questions
How do I optimize my product pages for 'wholesale' and 'bulk' keywords without ruining the experience for my existing contract clients?
Should I hire a large agency or an independent consultant to manage international SEO for a global B2B distribution business?
What questions should I ask during a discovery call to see if an SEO consultant actually understands the long B2B buying cycle?
My wholesale site has over 50,000 SKUs; how does an SEO consultant prioritize which categories to optimize first for the best ROI?
Is a one-time technical SEO audit enough for a B2B ecommerce site, or do we realistically need ongoing monthly support?
How do SEO experts deal with the fact that my wholesale customers usually search by specific part numbers rather than generic product names?
I have a $2,000 monthly budget for SEO—will that get me a quality consultant who understands the complexities of the B2B manufacturing space?

Model by model

16-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 ecommerce seo consultant b2b wholesale buyers.

Behavior rates across 15 ecommerce seo consultant b2b wholesale buyer questions, 2026-07 edition. Last column: average across models.
ChatGPTClaudeGeminiConsensus
Recommends hiring a professional40%33%20%73%
Suggests DIY first47%20%7%47%
Names specific providers0%0%0%100%
Gives price or cost info7%13%13%93%
Tells to check reviews0%0%0%100%
Tells to verify credentials7%0%0%93%
Mentions case studies / portfolio33%13%0%60%
Mentions local proximity7%0%7%93%
Gives selection criteria27%47%33%67%
Warns about red flags13%20%20%73%
Asks a clarifying question73%60%0%13%
Recommends multiple quotes7%0%0%93%

By model

How each assistant handled Ecommerce SEO Consultant B2b Wholesale questions.

Reading the 45 answers model by model shows how differently the three assistants treat the same ecommerce seo consultant b2b wholesale questions. On the most consequential behavior — whether to send the buyer to a professional at all — the rate ranged from 40% (ChatGPT) down to 20% (Gemini), a 20-point gap on an identical question set.

Across the 15 ecommerce seo consultant b2b wholesale answers it produced, ChatGPT recommended hiring a professional in 40% of them and suggested a DIY approach first 46.7% of the time. It named a specific provider in 0% of answers (about 0 distinct providers per answer) and included price or cost information 6.7% of the time. ChatGPT asked a clarifying question before answering in 73.3% of cases, warned about red flags or scams in 13.3%, and told the buyer to verify credentials in 6.7%, averaging 757 words per answer. On the remaining cues it told the buyer to check reviews in 0%, pointed to case studies or a portfolio in 33.3%, and framed the choice around local proximity in 6.7%; a selection-criteria checklist appeared in 26.7% of its answers and a recommendation to gather multiple quotes in 6.7%.

Across the 15 ecommerce seo consultant b2b wholesale answers it produced, Claude recommended hiring a professional in 33.3% of them and suggested a DIY approach first 20% of the time. It named a specific provider in 0% of answers (about 0 distinct providers per answer) and included price or cost information 13.3% of the time. Claude asked a clarifying question before answering in 60% of cases, warned about red flags or scams in 20%, and told the buyer to verify credentials in 0%, averaging 369 words per answer. On the remaining cues it told the buyer to check reviews in 0%, pointed to case studies or a portfolio in 13.3%, and framed the choice around local proximity in 0%; a selection-criteria checklist appeared in 46.7% of its answers and a recommendation to gather multiple quotes in 0%.

Across the 15 ecommerce seo consultant b2b wholesale answers it produced, Gemini recommended hiring a professional in 20% of them and suggested a DIY approach first 6.7% of the time. It named a specific provider in 0% of answers (about 0 distinct providers per answer) and included price or cost information 13.3% of the time. Gemini asked a clarifying question before answering in 0% of cases, warned about red flags or scams in 20%, and told the buyer to verify credentials in 0%, averaging 213 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 6.7%; a selection-criteria checklist appeared in 33.3% of its answers and a recommendation to gather multiple quotes in 0%.

Taken together, ChatGPT is the assistant most likely to route an ecommerce seo consultant b2b wholesale buyer to a professional (40%) and Gemini the least (20%). ChatGPT produced the longest answers, at 757 words on average. No model named a specific provider in more than 0% of answers.

Where they disagree

The behaviors where the choice of model changes the answer.

The divergence index for this study is 16.3 points — the average distance between the most and least likely model across the coded behaviors. The gaps below are where which assistant an ecommerce seo consultant b2b wholesale buyer happens to ask matters most:

  • Asks a clarifying question: from 0% (Gemini) to 73.3% (ChatGPT) — a 73-point spread.
  • Suggests a DIY approach first: from 6.7% (Gemini) to 46.7% (ChatGPT) — a 40-point spread.
  • Mentions case studies or portfolio: from 0% (Gemini) to 33.3% (ChatGPT) — a 33-point spread.
  • Recommends hiring a professional: from 20% (Gemini) to 40% (ChatGPT) — a 20-point spread.
  • Gives selection criteria: from 26.7% (ChatGPT) to 46.7% (Claude) — a 20-point spread.

The widest single gap — asks a clarifying question, 73 points — means an ecommerce seo consultant b2b wholesale 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 ecommerce seo consultant b2b wholesale market.

Where they agree

The points of near-consensus in Ecommerce SEO Consultant B2b Wholesale.

On other behaviors the three models move almost in lockstep — the points of near-consensus for ecommerce seo consultant b2b wholesale, where all three landed within a few points of each other:

  • Names a specific provider: 0% across all three models.
  • Tells the buyer to check reviews: 0% across all three models.
  • Gives price or cost information: 6.7%–13.3% across all three (a 7-point spread).
  • Tells the buyer to verify credentials: 0%–6.7% across all three (a 7-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" (13.3%).

Every behavior, measured

All twelve coded behaviors for Ecommerce SEO Consultant B2b Wholesale, averaged across the three models.

The behaviors AI models reproduce most often for ecommerce seo consultant b2b wholesale are asks a clarifying question (44.4% on average), gives selection criteria (35.6%) and recommends hiring a professional (31.1%); the rarest are tells the buyer to check reviews (0%), names a specific provider (0%) and recommends multiple quotes (2.2%). Each figure below is the share of a model's 15 answers in which the behavior appeared at least once, averaged across the 3 models with the full per-model range in parentheses:

  • Asks a clarifying question: 44.4% on average (ChatGPT 73.3%, Claude 60%, Gemini 0%) — a 73-point spread.
  • Gives selection criteria: 35.6% on average (ChatGPT 26.7%, Claude 46.7%, Gemini 33.3%) — a 20-point spread.
  • Recommends hiring a professional: 31.1% on average (ChatGPT 40%, Claude 33.3%, Gemini 20%) — a 20-point spread.
  • Suggests a DIY approach first: 24.5% on average (ChatGPT 46.7%, Claude 20%, Gemini 6.7%) — a 40-point spread.
  • Warns about red flags or scams: 17.8% on average (ChatGPT 13.3%, Claude 20%, Gemini 20%) — a 7-point spread.
  • Mentions case studies or portfolio: 15.5% on average (ChatGPT 33.3%, Claude 13.3%, Gemini 0%) — a 33-point spread.
  • Gives price or cost information: 11.1% on average (ChatGPT 6.7%, Claude 13.3%, Gemini 13.3%) — a 7-point spread.
  • Mentions local proximity: 4.5% on average (ChatGPT 6.7%, Claude 0%, Gemini 6.7%) — a 7-point spread.
  • Tells the buyer to verify credentials: 2.2% on average (ChatGPT 6.7%, Claude 0%, Gemini 0%) — a 7-point spread.
  • Recommends multiple quotes: 2.2% on average (ChatGPT 6.7%, Claude 0%, Gemini 0%) — a 7-point spread.
  • Names a specific provider: 0% on average (ChatGPT 0%, Claude 0%, Gemini 0%).
  • Tells the buyer to check reviews: 0% on average (ChatGPT 0%, Claude 0%, Gemini 0%).

Trust signals

How well the models protect the ecommerce seo consultant b2b wholesale buyer.

Beyond whether to hire, the rubric codes how carefully each assistant protects the ecommerce seo consultant b2b wholesale buyer once a decision is made. Telling the buyer to check reviews or ratings appeared in 0% of answers on average. Verifying credentials or certifications appeared in 2.2%. Warning about red flags or scams appeared in 17.8%.

On structuring the decision, a selection-criteria checklist showed up in 35.6% of answers on average and a recommendation to gather multiple quotes in 2.2%. The single least-reproduced protective signal for ecommerce seo consultant b2b wholesale is "tells the buyer to check reviews" at 0% 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 Ecommerce SEO Consultant B2b Wholesale providers?

For service providers the decisive question is whether these systems name anyone at all. Across 45 ecommerce seo consultant b2b wholesale answers, a specific provider was named in 0% of responses on average — roughly 0 distinct providers per answer. In practice the assistants behave far more as an explanatory layer than as a referral engine for ecommerce seo consultant b2b wholesale: visibility comes from being the reasoning a model reproduces, not from being the named recommendation.

The question set

What these 15 Ecommerce SEO Consultant B2b Wholesale questions cover.

The 15 questions behind every percentage on this page were drawn from real ecommerce seo consultant b2b wholesale (ecommerce / online retail; 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 ecommerce seo consultant b2b wholesale 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 15 answers in which the behavior appeared at least once — not a confidence score. Because each model answered every question exactly once on 2026-07-05, the figures describe this specific ecommerce seo consultant b2b wholesale 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.

15 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 2026-07-05, 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 →