Proof of Usefulness Report

Lightview

Analysis completed on 1/25/2026

+49
Proof of Usefulness Score
You're In Business

Lightview presents a highly innovative technical approach (cDOM, JPRX) to a relevant problem: safe UI generation by LLMs. However, as a project launched only 3 weeks ago, it currently lacks verifiable traction, community adoption, or proven real-world utility at scale. It scores well on innovation and market timing but falls into the 'minimal traction' category due to its early stage.

Ready to Compete for $150k+ in Prizes?

Move this data into a HackerNoon blog draft to become eligible for your share of $150k+ in cash and software prizes

View All Reports

Score Breakdown

Real World Utility+55.00
Audience Reach Impact+12.00
Technical Innovation+96.00
Evidence Of Traction+5.00
Market Timing Relevance+90.00
Functional Completeness+90.00
Subtotal+45.30
Usefulness Multiplierx1.08
Final Score+49

Project Details

Project URL
Description
A reactive UI library and components insipired by Bau.js, HTMX, JurisJS, DaisyUI, and Chart.css. It also adds a no-custom JavaScript, sandboxed, safe computational DOM representation (cDOM) for LLM and human use inspired by A2UI, JSON Pointers, XPath, and JSON Schema. Lightview is the AI Safe UI toolkit built and documented 100% by and for LLMs to collaborate with humans to build both fixed and dynamically defined applications.
Audience Reach
Launched 3 weeks ago. Several hundred weekly downloads from NPMJS and about 50 unique GitHub clones per week.
Target Users
Developers interested in using LLMs to generate custom fixed and or safe dynamic UIs in using a single consistent library.
Technologies
Other, Cluade Sonnet/Opus, Gemini Pro/Flash, Google Antigravity, Vite, Cloudflare
Traction Evidence
Hard to say at this time. Evidence will be when developers incorporate in their apps ... early days.

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