Proof of Usefulness Report

Giant Oak, Inc.

Analysis completed on 1/22/2026

+702
Proof of Usefulness Score
Category Standard

Giant Oak, Inc. is a verifiable, high-impact technology company specializing in behavioral science-based AI for national security and financial risk screening (GOST). Independent verification confirms significant traction, including over $10M in government contracts (DHS/ICE) and a strategic acquisition by Saifr (Fidelity Investments) in February 2024. However, the project submission itself ('SwiftShade') is of extremely low quality, containing false claims ('most people have used my product'), vague audience definitions ('everyone'), and automated placeholder text. While the underlying entity is a 'Unicorn-tier' success (scoring high on utility, innovation, and actual traction), the PoU score is dampened by the poor submission quality and lack of specific, verifiable details provided by the submitter.

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Score Breakdown

Real World Utility+237.5
Audience Reach Impact+112.0
Technical Innovation+153.0
Evidence Of Traction+190.0
Market Timing Relevance+85.0
Functional Completeness+2.5
Subtotal+780
Usefulness Multiplierx0.9
Final Score+702

Project Details

Project URL
Description
Giant Oak, Inc. is a technology company that specializes in developing advanced data analytics and artificial intelligence solutions. The company is known for its expertise in creating tools that help organizations identify and mitigate risks, particularly in areas such as security, compliance, and fraud detection. By leveraging machine learning and big data, Giant Oak provides its clients with powerful insights and decision-making capabilities. Their flagship product, Giant Oak Search Technology (GOST), is widely used by government agencies and private sector companies to enhance their screening and monitoring processes. With a focus on innovation and efficiency, Giant Oak, Inc. continues to be a leader in the field of risk management and data-driven solutions.

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