Proof of Usefulness Report

Adept Dept

Analysis completed on 2/18/2026

+159
Proof of Usefulness Score
Gaining Momentum

Adept Dept is a verifiable web-based design tool pivoting to AI (Stable Diffusion SDXL wrapper). While the submission contains significant exaggerations (e.g., claiming 'everyone' as the audience and 'most people' have used it), independent search confirms the project's existence since 2020 and its utility as an educational resource cited in academic papers (e.g., MDPI). The financial claim of '$500,000 all time marketcap' likely indicates lifetime revenue, which is plausible for a 4-year-old small business but demonstrates a misunderstanding of terminology. The project falls into the 'Small but promising' category due to verified longevity and niche academic traction, despite the poor quality and hyperbole of the submission.

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Score Breakdown

Real World Utility+87.5
Audience Reach Impact+10
Technical Innovation+30
Evidence Of Traction+18.75
Market Timing Relevance+50
Functional Completeness+2.5
Subtotal+198.75
Usefulness Multiplierx0.8
Final Score+159

Project Details

Project URL
adeptdept.com
Description
Adept Dept is thrilled to announce its relaunch as an AI-powered image generator and editor web app. Since starting in 2020, Adept Dept embarked on a mission to empower creatives, designers, and entrepreneurs to bring their visions to life quickly and effortlessly. In its early days, we provided design templates ranging from watercolor effect creators to UI mockups for Adobe Photoshop and Illustrator, helping designers and small business owners refine their visual work seamlessly. Today, our commitment to providing creatives with the tools to realize their ideas remains unwavering. Leveraging the power of artificial intelligence, Adept Dept's new online AI image generator and editor transforms text prompts into stunning visuals, enabling even quicker and easier realization of creative endeavors. From art and design concepts to marketing key visuals, production set design, visual background elements, merchandise artwork, and beyond, Adept Dept caters to creatives of all walks. Our online application and user interface are designed exclusively for image generation and editing, ensuring an intuitive experience for designers and artists. Join us on this exciting journey of creativity and innovation at adeptdept.com!

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