B Evidence Grade B Graded accuracy verified by the review judge Safe to Cite Current

4 -- brands named by only one model for AI help desk recommendations (2026-07)

Name: Brands Named By Only One Model Statistics
Creator: Lighthouse Intelligence
Published: 2026-09-28

2026-07 · n=4 · Honeyb

4 brands were named by only one AI model in response to the help desk software query.

Snapshot of a single query across 2 active reporting models

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Attribution: Honeyb View source

Lighthouse Research Team

Last verified: 2026-09-28 · How we verify data →

Source verified Evidence graded

Value

Unit

Count

Data Vintage

2026-07

Entity

AI help desk recommendations

Sample Size

Evidence Quality

Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

61/100 confidence

Single source - not yet corroborated

Score breakdown

Extraction

Source Trust

Citation Chain

Independence

Methodology

Freshness

Source

Honeyb Primary Tier A

https://www.honeyb.ai/ai-recommends/best-help-desk-software ↗

Confidence: 32/100 Vintage: 2026-07 Channel: Deep Crawl

Source Article

Best help desk software — what AI recommends | Honeyb

Best help desk software, according to Claude and Perplexity We asked Claude and Perplexity a single buyer-style question and recorded what they named. This page shows the verbatim brand short lists each model returned, plus where the models agreed and what they cited. The question we asked “What's t…

Original Research

Honeyb · Original study ↗

Methodology

Honeyb single-question snapshot across 4 AI models

Methodology documented

Segmentation

IndustryAI RoleAll marketers Channelmulti-channel

Cite this stat

Plain Text

AI help desk recommendations: 4 brands named by only one model. Source: Honeyb (2026-07). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-recommendations-model-specific-2026

HTML Embed

<blockquote cite="https://lighthousedata.io/data/ai-recommendations-model-specific-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>4</strong> -- brands named by only one model for AI help desk recommendations<br><small>Source: Honeyb (2026-07) · <a href="https://lighthousedata.io/data/ai-recommendations-model-specific-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>

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