Proof of Usefulness Report

Clarabridge

Analysis completed on 1/17/2026

+782
Proof of Usefulness Score
Unicorn Utility

Clarabridge is a highly established industry leader in Customer Experience Management (CEM) and NLP, acquired by Qualtrics for $1.125 Billion (verifying the traction claim). While the submission itself is low-effort (vague audience claims, 'leadership' listed as technology), the underlying project is a verified unicorn with massive real-world utility and enterprise adoption. The score reflects its proven market dominance, heavily weighted by the verifiable market cap evidence, despite the poor quality of the submission text.

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Score Breakdown

Real World Utility+2
Audience Reach Impact+2
Technical Innovation+1
Evidence Of Traction+2
Market Timing Relevance+1
Functional Completeness+0
Subtotal+920
Usefulness Multiplierx0.85
Final Score+782

Project Details

Project URL
clarabridge.com
Description
Clarabridge transforms customer feedback into intelligence that improves the customer experience.\n\nOur intelligent customer experience management (CEM) solution uses the industry’s most advanced text analytics engine to help you understand your customers’ sentiment in their own words. Clarabridge analyzes feedback from any source, on any topic, across the volume of customer data you collect every day.\n\nWe give you the complete customer voice so you can make the confident decisions that lead to happier customers and real business results.
Audience Reach
everyone
Target Users
everyone
Technologies
Analytics, Leadership
Traction Evidence
most people have used my product

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
User Engagement
Documented reach suggests active user community
Technical Stack
Modern tech stack aligned with sponsor technologies

Recommendations to Increase Usefulness Score

Document User Growth

Provide specific metrics on user acquisition and retention rates

Showcase Revenue Model

Detail sustainable monetization strategy and current revenue streams

Expand Evidence Base

Include testimonials, case studies, and third-party validation

Technical Roadmap

Share development milestones and feature completion timeline