B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
70%
70% -- share of queries with changing ai overview content for Google AI Overview (2026)
AI Overview content changes 70 percent of the time for the same search query.
- Secondary citation within Honeyb.ai snapshot; original methodology not detailed.
Attribution:
View source
Lighthouse Research Team
Last verified:
·
How we verify data →
Source verified
Evidence graded
Value
70%
Unit
Percentage
Data Vintage
2026
Entity
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
honeyb.ai
Primary
Tier C
https://www.honeyb.ai/ai-recommends/best-email-marketing-platform-for-startups ↗
Source Article
Best email marketing platform for startups — what AI recommends
Best email marketing platform for startups, 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…
Original Research
honeyb.ai
· Original study ↗
Methodology
Cited by Honeyb.ai; original study not identified
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Google AI Overview: 70% share of queries with changing ai overview content. Source: honeyb.ai (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-overview-content-volatility
HTML Embed
<blockquote cite="https://lighthousedata.io/data/ai-overview-content-volatility" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>70%</strong> -- share of queries with changing ai overview content for Google AI Overview<br><small>Source: honeyb.ai (2026) · <a href="https://lighthousedata.io/data/ai-overview-content-volatility" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
Share
Use this data in your work
Copy the citation, embed the widget, or explore thousands more verified marketing statistics -- all free.