Round 1 Winners!
Proof of Usefulness Report

Haplet LLC

Analysis completed on 3/17/2026

+158.7
Proof of Usefulness Score
Gaining Momentum

Haplet LLC operates in a high-value sector (AI for federal agencies) but submitted a low-quality application with vague buzzwords and highly contradictory claims. Asserting that 'most people have used my product' while acting as a B2G government contractor is a major red flag, resulting in poor traction and reach scores. Verified scale remains limited despite an 8-year operational history.

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Score Breakdown

Real World Utility+64.0
Audience Reach Impact+10.0
Technical Innovation+36.0
Evidence Of Traction+10.0
Market Timing Relevance+50.0
Functional Completeness+2.5
Subtotal+172.5
Usefulness Multiplierx0.92
Final Score+159

Project Details

Project URL
Description
Founded in 2016, Haplet is a leader in bringing commercial Artificial Intelligence (AI) solutions to the federal government. Haplet and our team of Data Scientists, Solution Engineers, and AI/ML subject matter experts bring direct commercial and Federal past performance, to include experience with agencies such as the Department of Homeland Security and the Centers for Medicare & Medicaid Services. As a technology partner, we understand how important it is to accelerate critical decision making. We understand that immediate access to datasets and advanced analytics can help agencies to automate and secure accurate and scalable data. Our custom solutions help generate complex models by augmenting decision-making based on massive datasets, millions of variables, and enormous distributed computational capacity. We leverage the power of deep learning and advanced analytics to take advantage of immersive experience capabilities that make big decisions data-driven with data science and machine learning platforms. What can you expect from us? The ability to look for patterns, we have experience using the enterprise systems that can access the massive amount of data that needs to be tied to deep learning systems, without having to leverage the overhead and latency of full-blown deep learning systems to achieve a state-of-the-art accuracy and often exceeding human experience. Contact us to learn how Haplet can leverage existing frameworks and models to initiate a pilot/prototype for your agency or organization in a matter of hours and days, not weeks and months.

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