B Evidence Grade B Graded under review Safe to Cite Dated

92%

92% -- ai personlization adoption percentage for businesses (2022)

Name: AI Personlization Adoption Percentage Statistics
Creator: Lighthouse Intelligence
Published: 2026-08-16

2022 · Twilio

Cite this stat Share How we verify

Attribution: Twilio View source

Lighthouse Research Team

Last verified: 2026-08-16 · How we verify data →

Source verified Evidence graded

Value

92%

Unit

Percentage

Data Vintage

2022

Entity

businesses

Evidence Quality

Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

66/100 confidence

Score breakdown

Extraction

Source Trust

Citation Chain

Independence

Methodology

Freshness

Sources (3)

Twilio Primary Tier B

https://decode.agency/article/ai-mvp-development/ ↗

Confidence: 67/100 Vintage: 2022 Channel: Deep Crawl

Source Article

6 ways you can use AI when building an app MVP | DECODE

An M VP is the ultimate app validation tool and the best way to test your idea in the real world. If you use AI when building it, you’ll improve it and get it to market faster. And speed is key when building one for your app. That’s why we’ll discuss 6 ways you can use AI when building your app MVP.…

Also cited by

demandsage.com https://www.demandsage.com/

2026-08-16

learn.g2.com https://learn.g2.com/

2026-08-16

Original Research

Twilio · Original study ↗

Methodology

Source: Twilio's report

Segmentation

Industrymarketing

Cite this stat

Plain Text

businesses: 92% ai personlization adoption percentage. Source: Twilio (2022). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-personalization-adoption

HTML Embed

<blockquote cite="https://lighthousedata.io/data/ai-personalization-adoption" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>92%</strong> -- ai personlization adoption percentage for businesses<br><small>Source: Twilio (2022) · <a href="https://lighthousedata.io/data/ai-personalization-adoption" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>

Share on X Share on LinkedIn

Use this data in your work

Copy the citation, embed the widget, or explore thousands more verified marketing statistics -- all free.

Copy citation Explore similar stats →