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AI Visibility House
AI Visibility Audit
October 27, 2026
AI Visibility Audit

Ridgeline Desks

Standing desks (direct-to-consumer) · 12 buyer questions · 13 AI assistants · 459 answers analysed
Source: official developer APIs (web search on) and live Google and Bing search pages. Not screenshots of the consumer chat apps.
Simulated example dataThis report uses simulated answers for illustration. It does not reflect what real AI assistants currently say about this brand.
32out of 100
AI visibility: Weak

AI assistants rarely recommend Ridgeline Desks.

When buyers ask AI assistants about standing desks (direct-to-consumer), Ridgeline Desks comes up in about three in every ten answers (32%). Oakbend comes up in 83%, so buyers who ask an assistant are being pointed to them first. On 7 questions you appear in fewer than a third of answers.

145/459
AI answers that mention Ridgeline Desks
83%
of answers mention Oakbend, the brand AI recommends most
7
buyer questions where you appear in under a third of answers
01By assistant
02Competitors
03Question by question
04Gaps and wins
05Evidence gaps
06Sources
07Fixes
08Methodology

Prepared for Ridgeline Desks by AI Visibility House · aivisibilityhouse.com · info@aivisibilityhouse.com

01 · By assistant

How often each assistant mentions you

Share of each assistant's answers that name Ridgeline Desks, across all 12 questions and 3 runs.

0%25%50%75%100%ChatGPT36%Oakbend 92%Gemini28%Oakbend 81%Google AI Mode53%Oakbend 91%Google AI Overviews33%Oakbend 76%Claude31%Oakbend 86%Microsoft Copilot29%Oakbend 76%Perplexity31%Oakbend 83%Grok28%Oakbend 89%Meta AI28%Oakbend 94%DeepSeek31%Oakbend 72%Mistral Le Chat25%Oakbend 69%Qwen33%Oakbend 81%Kimi28%Oakbend 86%
Ridgeline DesksMost-mentioned competitor on that assistant

Four measures of visibility

32%
Recommendation rate
answers that name you
29%
Top-3 rate
answers with you in the first three brands
37%
Citation rate
answers citing your website
35%
Stability
repeat runs that agree
AssistantRecommendation rateTop-3 rateCitation rateStability
ChatGPT36%36%33%17%
Gemini28%25%31%67%
Google AI Mode53%47%50%42%
Google AI Overviews33%33%27%18%
Claude31%31%33%33%
Microsoft Copilot29%29%41%42%
Perplexity31%28%36%33%
Grok28%25%36%42%
Meta AI28%22%36%42%
DeepSeek31%31%33%25%
Mistral Le Chat25%25%44%42%
Qwen33%31%25%17%
Kimi28%22%53%42%
02 · Competitors

Share of voice in AI answers

How often each brand is mentioned, as a share of all 459 answers. Answers often name several brands, so the figures don't add up to 100%.

0%25%50%75%100%Oakbend83%LiftWorks64%Standwell44%Ridgeline Desks32%Fernway27%
BrandOverallNamed firstAvg. position
Oakbend83%149#1.9
LiftWorks64%123#1.9
Standwell44%91#1.9
Ridgeline Desks You32%42#2.1
Fernway27%46#2.0

Avg. position: where the brand appears among the tracked brands an answer names (#1 = named first), averaged over answers that mention it.

03 · Question by question

Where you show up, and where you don't

Each cell shows how many times the assistant mentioned Ridgeline Desks out of the times it was asked (each question was asked 3 times per assistant), and your best position in those answers. The last column shows which brand that question's answers name first most often.

Every timeHalf or moreSometimesNever
Buyer questionChatGPTGeminiAI ModeAI Overv.ClaudeCopilotPerplexityGrokMeta AIDeepSeekLe ChatQwenKimiNamed first
What is the best standing desk for a home office?2/33/32/21/32/31/31/32/32/30/30/31/30/3LiftWorks
Best standing desk under $600?1/30/31/31/31/31/30/31/32/31/31/31/32/3Oakbend
Which standing desk brands have the best warranty?0/31/32/31/32/31/30/30/30/30/31/30/31/3Oakbend
Quietest electric standing desk motor?1/30/32/31/31/30/21/32/30/31/30/31/31/3Oakbend
Best standing desk for tall people over 6'4"?1/31/30/31/30/33/30/30/31/31/30/31/32/3LiftWorks
Standing desk with the most stable frame at full height?0/30/31/22/32/30/21/30/31/32/32/31/30/3LiftWorks
Is a solid wood standing desk worth it?1/30/31/32/31/30/32/31/32/32/30/31/30/3LiftWorks
Best L-shaped standing desk for gaming and work?1/30/32/20/10/31/32/30/31/31/30/32/31/3Oakbend
Which standing desk companies ship fastest in the US?1/30/31/31/31/30/32/31/30/31/32/31/30/3Oakbend
Alternatives to Oakbend standing desks?2/33/33/30/31/31/31/30/30/31/31/31/32/3Oakbend
Best eco-friendly standing desk brand?1/31/32/30/30/31/31/32/31/31/31/32/31/3Oakbend
Standing desk recommendations for a small apartment?2/31/30/21/20/31/30/31/30/30/31/30/30/3Oakbend
04 · Gaps and wins

Your priority questions

Where the assistants are recommending someone else instead of you. These are the clearest content opportunities: each one is a buyer question with an answer you could be part of.

No complete gaps. Every question produced at least one answer that mentions you. The weak spots below are where to focus.

Weak spots: mentioned in under a third of answers (7)

Buyer questionMentions youAI recommends instead
Standing desk recommendations for a small apartment?7/37Oakbend, LiftWorks, Standwell
Which standing desk brands have the best warranty?9/39Oakbend, LiftWorks, Standwell
Best standing desk for tall people over 6'4"?11/39Oakbend, LiftWorks, Standwell
Which standing desk companies ship fastest in the US?11/39Oakbend, LiftWorks, Standwell
Quietest electric standing desk motor?11/38Oakbend, LiftWorks, Standwell
Best L-shaped standing desk for gaming and work?11/36Oakbend, LiftWorks, Standwell
Standing desk with the most stable frame at full height?12/37Oakbend, LiftWorks, Standwell

Wins

No question mentioned you in half or more of its answers yet.

05 · Evidence gaps

Why competitors get recommended instead

For each question where a competitor was named and Ridgeline Desks was missing, the sites the assistants cited in those answers, and which of them never appeared in an answer that named you. Those sites are where the assistants find evidence for competitors but not for you.

Buyer questionRecommended insteadSites cited for them (times)Missing evidence for you
Standing desk recommendations for a small apartment?
You: 7/37 answers
Oakbend, LiftWorks, Standwellg2.com (14), wirecutter.com (14), forbes.com (12), reddit.com (12), youtube.com (12)None: the same sites also back you
Which standing desk brands have the best warranty?
You: 9/39 answers
Oakbend, LiftWorks, Standwellforbes.com (14), trustpilot.com (13), rtings.com (12), wirecutter.com (12), g2.com (10)None: the same sites also back you
Best standing desk for tall people over 6'4"?
You: 11/39 answers
Oakbend, LiftWorks, Standwellg2.com (15), trustpilot.com (14), ridgelinedesks.com (13), forbes.com (9), wirecutter.com (9)None: the same sites also back you
Which standing desk companies ship fastest in the US?
You: 11/39 answers
Oakbend, LiftWorks, Standwellreddit.com (13), forbes.com (13), youtube.com (12), ridgelinedesks.com (11), trustpilot.com (10)None: the same sites also back you
Quietest electric standing desk motor?
You: 11/38 answers
Oakbend, LiftWorks, Standwellyoutube.com (14), g2.com (12), trustpilot.com (10), wirecutter.com (9), reddit.com (9)None: the same sites also back you
Best L-shaped standing desk for gaming and work?
You: 11/36 answers
Oakbend, LiftWorks, Standwellreddit.com (16), forbes.com (10), g2.com (10), wirecutter.com (8), trustpilot.com (7)None: the same sites also back you
Standing desk with the most stable frame at full height?
You: 12/37 answers
Oakbend, LiftWorks, Standwellreddit.com (12), forbes.com (11), trustpilot.com (11), youtube.com (10), ridgelinedesks.com (7)None: the same sites also back you
Is a solid wood standing desk worth it?
You: 13/39 answers
Oakbend, LiftWorks, Standwelltrustpilot.com (13), reddit.com (11), ridgelinedesks.com (11), g2.com (10), youtube.com (9)None: the same sites also back you

* This site does cite you on other questions, so you already have a presence there to build on. "Missing" means these assistants didn't cite the site when naming you. Check whether you are listed, reviewed and accurately described on it.

06 · Sources

The sites AI assistants trust in your category

Websites the assistants cited as sources when answering these questions. Being present and well reviewed on them is the fastest route into AI answers.

WebsiteAnswers citing itShare
g2.com19342%
reddit.com18841%
trustpilot.com17638%
youtube.com17037%
forbes.com16937%
ridgelinedesks.com Your site16937%
wirecutter.com16336%
rtings.com14932%
07 · What to do next

Prioritized fixes

Ordered by expected impact on your score. Start at the top.

1
Get into the review roundups the assistants cite.Do first
The most-cited sites in this category are review publishers and Reddit. Pitch your desk to those reviewers and answer real Reddit threads as yourself, transparently.
2
Publish a comparison page for each top competitor.Do first
Assistants answer 'alternatives to X' questions from pages that compare products honestly, with specs in a table.
3
Add product and FAQ structured data (schema.org) to every product page.Next
Clear, machine-readable price, dimensions, warranty and reviews make your facts easy for AI systems to quote.
4
Write one detailed answer page per missing buyer question.Next
Each gap question above should have a specific page (e.g. 'Best standing desk for tall people') with measurements, not marketing copy.
5
Make your warranty and shipping facts consistent everywhere.Then
Assistants hesitate when your site, Amazon listing and review sites disagree. One set of facts, repeated.
6
Re-run this audit monthly.Then
AI answers change often. Monthly tracking shows which fixes moved your score.
08 · Methodology

How this audit was run

Assistants and models
ChatGPT (gpt-4.1-mini), Gemini (gemini-2.5-flash), Google AI Mode (google_ai_mode), Google AI Overviews (google_ai_overview), Claude (claude-opus-5-5), Microsoft Copilot (bing_copilot), Perplexity (sonar), Grok (grok-4.3), Meta AI (muse-spark-1.3), DeepSeek (deepseek-flash), Mistral Le Chat (mistral-medium-latest), Qwen (qwen3.8-flash), Kimi (kimi-k3)
Data source
Answers come from official developer APIs with web search on and live Google and Bing results pages captured through SerpApi for Google AI Mode, Google AI Overviews and Microsoft Copilot. API answers are close to, but not identical to, what people see in the consumer chat apps. Searches where Google or Bing showed no AI answer are left out of the figures: Google AI Mode 4, Google AI Overviews 3, Microsoft Copilot 2.
Web search
On: each assistant could search the web before answering
Questions
12 buyer questions, each asked 3 times per assistant
Answers analysed
459 (no failed answers)
Brands tracked
Ridgeline Desks, Oakbend, LiftWorks, Standwell, Fernway
Date
October 27, 2026 · simulated example data

Recommendation rate: share of answers naming you. Top-3 rate: share where you are among the first three tracked brands named. Citation rate: share citing your own website as a source. Stability: share of question-and-assistant pairs where repeat runs agree on whether you are named.

The visibility score is the share of answers that mention Ridgeline Desks by name or a known alias, from 0 to 100. Each question was asked in a fresh conversation with no prior context. AI answers vary from one ask to the next and change over time, so treat individual cells as a sample and the overall figures as the trend to track.

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