B
Evidence Grade B
Graded
under review
Safe to Cite
Current
25%
25% -- chatbot resolution rate improvement for businesses using annotated conversational datasets (2026)
Attribution:
View source
Lighthouse Research Team
Last verified:
·
How we verify data →
Source verified
Evidence graded
Value
25%
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
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Forrester
Primary
Tier C
https://www.annotera.ai/blog/text-annotation-chatbots-legal-ai/ ↗
Source Article
Beyond Keywords: Using Text Annotation To Build Smarter Chatbots And Legal AI
Original Research
Forrester
· Original study ↗
Methodology
Forrester study cited by vendor blog
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
businesses using annotated conversational datasets: 25% chatbot resolution rate improvement. Source: Forrester (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/chatbot-resolution-improvement-annotation
HTML Embed
<blockquote cite="https://lighthousedata.io/data/chatbot-resolution-improvement-annotation" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>25%</strong> -- chatbot resolution rate improvement for businesses using annotated conversational datasets<br><small>Source: Forrester (2026) · <a href="https://lighthousedata.io/data/chatbot-resolution-improvement-annotation" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
Share
Use this data in your work
Copy the citation, embed the widget, or explore thousands more verified marketing statistics -- all free.