Legal tech company EvenUp accused of systemic misleading marketing
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Occurred: December 2024
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A US-based legal tech startup that claims to automate personal injury demand letters using AI is under scrutiny after former employees called out the poor quality of it’s product and heavy reliance on human labour, sharply contradicting its public statements.
What happened
What happened
EvenUp markets itself as a pioneer in AI-driven legal automation, promising to streamline the drafting of personal injury demand letters for lawyers.
However, multiple former employees disclosed that the company’s AI frequently made critical mistakes - such as missing injuries, inventing medical conditions, and misreporting accident details - which required extensive manual correction.
In some cases, supervisors even instructed staff to avoid using the AI system due to its unreliability, leading to long hours spent manually processing cases.
If not caught, the errors could result in lower settlements for injury victims and damage the credibility of lawyers using EvenUp’s technology.
Why it happened
Why it happened
The controversy stems from a gap between EvenUp’s marketing rhetoric and its operational reality. While the company publicly touted advanced AI automation, insiders report that the technology was not robust enough to function independently, necessitating significant human oversight.
Employees felt misled about the nature of their roles, expecting to work with cutting-edge AI but instead spending much of their time correcting its mistakes.
This disconnect appears driven by the broader tech industry trend of “AI hype,” where startups overstate automation to attract investment and clients.
EvenUp claims on its website that it is "trusted by the best trial attorneys and personal injury firms."
What it means
What it means
The fracas raises serious doubts about the reliability of EvenUP's technology and the integrity of its leadership, and raises concerns about undercompensated claims.
More broadly, the incident raises concerns about transparency and trust in the legal tech sector and highlights the need for real scrutiny of AI-related marketing claims.
Machine learning
Machine learning (ML) is a field of study in artificial intelligence concerned with the development and study of statistical algorithms that can learn from data and generalize to unseen data, and thus perform tasks without explicit instructions.
Source: Wikipedia🔗
System 🤖
System 🤖
Piai 🔗
Operator:
Developer: EvenUp
Country: USA
Sector: Business/professional services
Purpose: Automate personal injury demand letters
Technology: Machine learning
Issue: Accuracy/reliability; Transparency
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Type: Issue
Published: April 2025
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