Proof of Usefulness Report

Panther Associates

Analysis completed on 2/8/2026

+21
Proof of Usefulness Score
You're In Business

The entity 'Panther Associates' is a real, high-profile boutique firm linked to Hassan Abdalla (Governor, Central Bank of Egypt), giving it inherent offline credibility. However, the submission itself is of extremely low quality, containing demonstrably false claims ('everyone' audience, 'most people have used my product') and non-standard metrics ('marketcap' for a private firm). The provided URL is not indexed, and the submitter 'IronRider' lacks verification. The project is evaluated as a legitimate business poorly represented by a suspicious or incompetent submission.

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Score Breakdown

Real World Utility+60
Audience Reach Impact+10
Technical Innovation+10
Evidence Of Traction+20
Market Timing Relevance+40
Functional Completeness+10
Subtotal+18.25
Usefulness Multiplierx1.15
Final Score+21

Project Details

Project URL
pantherassociates.org
Description
Panther Associates is a leading boutique advisory and private equity firm providing strategic financial advisory services and co-investments opportunities to a diversified client base, consisting of both corporate and individual entities. Founded in 2019, the firm has actively fostered a performance-driven culture, which seeks to take an active and accountable approach towards delivering client/investor satisfaction. Under the guidance of the firm’s founder, a renowned former executive with 30+ years of experience in large financial institutions, the Panther team has guided numerous companies in navigating the micro and macro challenges facing businesses today. Across our business services, we vehemently believe in adopting a thorough hands-on approach. Our role as an advisor entails offering our clients access to our team’s vast experience in the following: -Corporate & Investment Advisory -Panther Investments & Private Equity -Private Wealth Management & Family Office -Business Representation

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