Proof of Usefulness Report

LilyHire

Analysis completed on 3/6/2026

+42
Proof of Usefulness Score
You're In Business

LilyHire (316.ai) appears to be an agency or product studio with a mix of client work (TMU's Bready platform) and internal SaaS tools (WriteCV, LilyHire). While the client work suggests verified technical capability and localized impact, the proprietary products appear to have minimal traction. A Reddit post from the founder in August 2024 explicitly stated LilyHire had 'no real traction,' contradicting the submission's hyperbolic claim that 'most people have used my product.' The project operates in a crowded market (AI hiring) with standard implementations. The score reflects valid agency deliverables weighed down by low product adoption and poor submission quality.

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Score Breakdown

Real World Utility+60
Audience Reach Impact+20
Technical Innovation+40
Evidence Of Traction+35
Market Timing Relevance+60
Functional Completeness+20
Subtotal+36.3
Usefulness Multiplierx1.15
Final Score+42

Project Details

Project URL
316.ai
Description
At 316.ai, we make hiring and job searching easier. We use smart data, AI, and a human touch to help companies find the right people faster, and help job seekers get noticed. Our products, Writecv.io and Lilyhire.com, help employers hire better and job seekers create resumes that stand out. We’ve worked on exciting projects like Bready by TMU and Bipocjobs.ca, where we’ve helped companies find diverse and talented teams. Our products: https://writecv.io/ https://lilyhire.com/ Our Projects: > https://www.torontomu.ca/bready-talent-platform/ >Bipocjobs.ca

Algorithm Insights

Market Position
Growing utility with room for optimization
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