B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
18%
18% -- ai adoption rate for associations (2026)
18% of associations currently use AI.
Attribution:
View source
Lighthouse Research Team
Last verified:
·
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Source verified
Evidence graded
Value
18%
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
smartthoughts.net
Primary
Tier C
https://www.smartthoughts.net/post/what-the-heck-is-association-membership-software ↗
Source Article
AMS Software: The Expert Guide Association Executives Actually Need
What Is AMS Software? [2026 Expert Guide and Answers]
Updated: May 4
The Average Association Keeps Its AMS for 5-7 Years
The average association keeps their AMS for 5-7 years, meaning today's decision will shape your member experience through 2034. Get it wrong, and you're looking at $150,000 in sun…
Original Research
smartthoughts.net
· Original study ↗
Methodology
Share of associations currently using AI (context: AI capabilities in member-engagement/AMS platforms), cited in SmartThoughts' 2026 guide; underlying survey not named.
Methodology documented
Trend Over Time
| Period | Value | Change |
|---|---|---|
| 2025 | 39% | |
| 2026 (current) | 18% | -53.8% |
Segmentation
Industrymarketing
Cite this stat
Plain Text
associations: 18% ai adoption rate. Source: smartthoughts.net (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/associations-ai-adoption-2026
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<blockquote cite="https://lighthousedata.io/data/associations-ai-adoption-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>18%</strong> -- ai adoption rate for associations<br><small>Source: smartthoughts.net (2026) · <a href="https://lighthousedata.io/data/associations-ai-adoption-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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