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

77%

77% -- share of purchases where buyer contacts eventual winner first for B2B buyers (2026)

2026  · alhena.ai

B2B buyers contact the eventual winning vendor first approximately 77% of the time.

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Attribution: alhena.ai View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
77%
Unit
Percentage
Data Vintage
2026
Entity
B2B buyers
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
alhena.ai Primary Tier C
https://alhena.ai/blog/best-ai-visibility-tools-b2b/ ↗
Confidence: 48/100 Vintage: 2026 Channel: Common Crawl
Source Article
12 Best AI Visibility Tools for B2B Companies in 2026
Original Research
alhena.ai · Original study ↗

Cited as consistent B2B buying research finding; original study not named

Methodology documented
Industrymarketing
Plain Text
B2B buyers: 77% share of purchases where buyer contacts eventual winner first. Source: alhena.ai (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/buyers-contact-winner-first-77pct
HTML Embed
<blockquote cite="https://lighthousedata.io/data/buyers-contact-winner-first-77pct" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>77%</strong> -- share of purchases where buyer contacts eventual winner first for B2B buyers<br><small>Source: alhena.ai (2026) · <a href="https://lighthousedata.io/data/buyers-contact-winner-first-77pct" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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