B
Evidence Grade B
Graded
under review
Safe to Cite
Current
47%
47% -- share less likely to report high operational uncertainty for Middle-market firms using AI for AR/AP processes (2026)
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
47%
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
PYMNTS
Primary
Tier B
https://www.stuut.ai/blog/reducing-dso-and-improving-the-customer-experience-with-ai-assistants ↗
Source Article
Reducing DSO and improving the customer experience with AI assistants
Table of contents
Get a personalized demo of Stuut and see how it can help with AR automation.
No matter how strong your sales are, poor cash flow management can lead to trouble surprisingly quickly.
Key to maintaining strong cash flow is keeping your days sales outstanding (DSO) in check. Lingering…
Original Research
PYMNTS
· Original study ↗
Methodology
Cited from PYMNTS research on AI adoption in AR/AP among middle-market firms
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Middle-market firms using AI for AR/AP processes: 47% share less likely to report high operational uncertainty. Source: PYMNTS (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/middle-market-ai-ar-ap-uncertainty
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<blockquote cite="https://lighthousedata.io/data/middle-market-ai-ar-ap-uncertainty" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>47%</strong> -- share less likely to report high operational uncertainty for Middle-market firms using AI for AR/AP processes<br><small>Source: PYMNTS (2026) · <a href="https://lighthousedata.io/data/middle-market-ai-ar-ap-uncertainty" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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