B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
10%
10% -- sales efficiency improvement for sales teams (sales automation) (2025)
Automating standard sales tasks can yield 10–15% improvements in efficiency.
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Lighthouse Research Team
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Source verified
Evidence graded
Value
10%
Unit
Percentage
Data Vintage
2025
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
McKinsey
Primary
Tier B
https://www.cincom.com/blog/cpq/guided-selling-software-for-industrial-distributors/ ↗
Source Article
Guided Selling Software for Industrial Distributors | Cincom
Industrial distributors need to manage thousands of SKUs, complex product families, and variable configurations on a regular basis. And all this while striving to deliver accurate, fast, and customer-specific solutions. Yet many sales teams still rely on manual quoting and tribal product knowledge. …
Original Research
McKinsey
· Original study ↗
Methodology
Range 10-15%, midpoint used. Cited from McKinsey report 'Sales Automation: The Key to Boosting Revenue and Reducing Costs'.
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
sales teams (sales automation): 10% sales efficiency improvement. Source: McKinsey (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/sales-automation-efficiency-improvement-mckinsey
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<blockquote cite="https://lighthousedata.io/data/sales-automation-efficiency-improvement-mckinsey" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>10%</strong> -- sales efficiency improvement for sales teams (sales automation)<br><small>Source: McKinsey (2025) · <a href="https://lighthousedata.io/data/sales-automation-efficiency-improvement-mckinsey" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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