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

14%

14% -- smb ai full integration rate for SMBs (2026)

2026  · Goldman Sachs

14% of SMBs have fully integrated AI into their core operations.

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Attribution: Goldman Sachs View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
14%
Unit
Percentage
Data Vintage
2026
Entity
SMBs
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Goldman Sachs Primary Tier B
https://beginnersinai.org/ai-for-small-business/ ↗
Confidence: 53/100 Vintage: 2026 Channel: Deep Crawl
Source Article
AI for Small Business: A No-Nonsense Guide - Beginners in AI
What it is: A practical 2026 guide to using AI in a small business — what to buy, what to automate, what to leave alone. Covers customer service, email, CRM, accounting, scheduling, content, phone answering, hiring, and (in depth) customer onboarding materials. Who it is for: Owners and operators of…
Original Research
Goldman Sachs · Original study ↗

Goldman Sachs 10,000 Small Businesses research

Methodology documented
Industrymarketing
Plain Text
SMBs: 14% smb ai full integration rate. Source: Goldman Sachs (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/goldman-sachs-smb-ai-full-integration
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<blockquote cite="https://lighthousedata.io/data/goldman-sachs-smb-ai-full-integration" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>14%</strong> -- smb ai full integration rate for SMBs<br><small>Source: Goldman Sachs (2026) · <a href="https://lighthousedata.io/data/goldman-sachs-smb-ai-full-integration" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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