Proof of Usefulness Report

Candor

Analysis completed on 1/28/2026

+26
Proof of Usefulness Score
You're In Business

The submission for 'Candor' contains significant discrepancies and unverifiable claims that severely impact its score. While the description outlines a 'freelancer network' marketing agency model, the metrics provided (e.g., 'most people have used my product', 'marketcap' listed under revenue) are hyperbolic and inconsistent with a professional agency. The domain 'candor.cloud' lacks a search footprint, and the specific copy provided does not appear in public indices. The conflicting data (1 employee vs. 30 team members) and use of crypto-native terminology ('LunarWalker', 'marketcap') suggests this may be an unverified Service DAO or a low-quality test submission. Without verifiable evidence of existence or traction, the project falls into the 'Red Flags' category.

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Score Breakdown

Real World Utility+40
Real World Utility Quality+0.5
Audience Reach Impact+10
Audience Reach Impact Quality+0.5
Technical Innovation+30
Technical Innovation Quality+0.5
Evidence Of Traction+10
Evidence Of Traction Quality+0.5
Market Timing Relevance+40
Market Timing Relevance Quality+1
Functional Completeness+10
Response Quality Quality+0.5
Subtotal+13.75
Usefulness Multiplierx1.1
Final Score+15

Project Details

Project URL
Description
The world doesn’t need another bloated agency, clinging to old models and hiding behind jargon. What it needs is more Candor. We’re a marketing support engine for teams that are done with fluff and ready for fearless growth. We don’t do bloated processes or overcomplicated strategies or ego-driven creative. What we do is simple: cut through the noise, tell the truth, and deliver work that works. Most agencies will try to impress you with awards, buzzwords, and shiny office tours. We’d rather impress you with creative efficiency. Here’s how we do it: ⚡️Candor.is agile: We have one permanent employee — our Founder and CEO. And this is intentional. We match each project with the perfect talent by leveraging a global network of elite freelancers. This ensures you get exactly the world-class talent you need — nothing more, nothing less. And when you work with people who are their own bosses, it’s remarkable how rapidly things improve. 🤝 Candor.is honest: No jargon, no overpromises, no BS. Just honest conversations and straight answers that just make sense. 💡Candor.is efficient: With our unique freelancer-only approach and by radically cutting overheads, we put more of your budget into the work that drives results. You’re paying for expertise, not a holding company CEO’s new sports car. 🎯 Candor.is impactful: We focus on measurable growth—not vanity metrics or endless revisions. Every strategy, every campaign, every move we make is about driving impact. It’s remarkable how things improve when you remove creative ego from the process. We believe great marketing is like a great story: raw, honest, and impossible to ignore. If you’re ready to leave the fluff behind and get to the heart of what works, let’s talk. Candor. No nonsense. Just growth.

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