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

90%

90% -- brand list retention rate for AI brand recommendations (repeated identical question) (2026)

2026  · n=69,120  · Clovion

When repeating the identical question in multi-turn AI conversation testing, 90% of the brand recommendation list was retained.

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Attribution: Clovion View source
Lighthouse Research Team
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Source verified Evidence graded
Value
90%
Unit
Percentage
Data Vintage
2026
Entity
AI brand recommendations (repeated identical question)
Sample Size
69,120
B
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

Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Clovion Primary Tier C
https://seovendor.co/ai-brand-recommendations-drop-62-after-one-question/ ↗
Confidence: 23/100 Vintage: 2026 Channel: Deep Crawl
Source Article
AI Brand Recommendations Drop 62% After One Question
A 62% drop in recommendations means AI systems are mentioning your brand far less often. This decline can begin with a single follow-up question that narrows user intent and causes the model to prioritize immediate usefulness over brand recall. As a result, overall recommendation rates may appear st…
Original Research
Clovion · Original study ↗

Clovion multi-turn AI conversation testing across 36 B2B software and fintech groups

Methodology documented
Industrymarketing
Plain Text
AI brand recommendations (repeated identical question): 90% brand list retention rate. Source: Clovion (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/repeat-question-retention-90
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<blockquote cite="https://lighthousedata.io/data/repeat-question-retention-90" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>90%</strong> -- brand list retention rate for AI brand recommendations (repeated identical question)<br><small>Source: Clovion (2026) · <a href="https://lighthousedata.io/data/repeat-question-retention-90" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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