B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
42%
42% -- forecast accuracy improvement for CRM data enrichment (2026)
CRM data enrichment can improve forecast accuracy by 42%.
Attribution:
View source
Lighthouse Research Team
Last verified:
·
How we verify data →
Source verified
Evidence graded
Value
42%
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
95
Source Trust
50
Citation Chain
60
Independence
30
Methodology
45
Freshness
82
Source
Coffee.ai
Primary
Tier A
https://www.apollo.io/insights/how-do-i-enrich-my-crm-with-accurate-b2b-contact-and-company-data ↗
Source Article
How Do I Enrich My CRM With Accurate B2B Data? | Apollo
Your CRM is only as valuable as the data inside it. Stale emails, missing job titles, and outdated firmographics don't just slow your team down — they cost real revenue. According to Grazitti, the average organization loses between $12.9 million and $15 million annually due to bad data. CRM enrichme…
Original Research
Coffee.ai
· Original study ↗
Methodology
Research from Coffee.ai
Methodology documented
Segmentation
Channelcommon_crawl
Cite this stat
Plain Text
CRM data enrichment: 42% forecast accuracy improvement. Source: Coffee.ai (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/improve-forecast-accuracy-crm-data-enrichment
HTML Embed
<blockquote cite="https://lighthousedata.io/data/improve-forecast-accuracy-crm-data-enrichment" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>42%</strong> -- forecast accuracy improvement for CRM data enrichment<br><small>Source: Coffee.ai (2026) · <a href="https://lighthousedata.io/data/improve-forecast-accuracy-crm-data-enrichment" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
Share
Related Statistics
Use this data in your work
Copy the citation, embed the widget, or explore thousands more verified marketing statistics -- all free.