Project JUST Brand Score: 62/100 - Developing tier

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Project JUST (projectjust.com) scores 62 out of 100 on Brand Analyzer, placing it in the Developing tier among Fashion & Apparel brands, E-commerce brands, Non-profit brands, in the 7th percentile of 8605 Fashion & Apparel brands.

AI Snapshot

Project JUST (projectjust.com) is a non-profit platform that catalogs fashion companies and brands, assessing their ethics, sustainability, transparency, and supply chain practices. It conducts in-depth research to help shoppers make informed purchasing decisions and provides a channel for consumers to communicate directly with brands about their practices. The platform targets conscious consumers-including women, men, and parents buying for children-who want to understand the ethical footprint of the clothing, shoes, and accessories they purchase.

Key facts about Project JUST
Brand NameProject JUST
Domainprojectjust.com
IndustryFashion & Apparel, E-commerce
Main CompetitorsGood On You (85/100), Fashion Revolution (84/100), Remake (83/100), Ethical Consumer (86/100), Rank a Brand (80/100)

Evidence

Ranked #3,464,919 on the Tranco list of most-visited sites - modest traffic makes the brand easy for AI models to overlook.

No Wikipedia presence was found - a major gap, since Wikipedia is among the most heavily weighted sources in AI training data.

The homepage meta description reads "Project JUST: catalog of fashion companies and brands their ethics, sustainability, transparency, supply chain practices so shoppers know good companies" (Meta description: 20 words (ideal length). OG description present and descriptive) - this is the summary AI engines are most likely to quote.

Structured data on the homepage: 2 JSON-LD block(s), Organization schema, Breadcrumb/Website schema, og:title, og:description, og:image, og:type, Twitter cards, canonical. Adding FAQ schema would further help AI crawlers parse the brand's identity.

AI-crawler access: No robots.txt found (default: all bots allowed, but explicit file preferred) - robots.txt controls whether engines like GPTBot and ClaudeBot can read the site at all.

Detected tech stack: Cloudflare, WordPress, Ghost.

Social footprint: verified profiles on Instagram, YouTube, GitHub; no detected presence on X (Twitter), LinkedIn, Facebook - consistent profiles reinforce the brand's identity across the web.

0 Reddit mentions - community discussion signals real-world reputation to AI models.

Does AI know Project JUST?

Live results from asking a general-purpose AI assistant about the brand, checked November 2026.

When asked "What is Project JUST?", Claude could identify the brand as of November 2026. Project JUST was a research and advocacy organization that rated fashion brands on labor practices, environmental impact, and transparency to help consumers shop more ethically. It later merged with the nonprofit Remake, which continues similar work in the sustainable fashion spa Best known for Rating and grading fashion brands on ethical and sustainability practices before merging with Remake.

When asked "Best brands similar to Project JUST?", Claude would recommend Project JUST as of November 2026. I'd mention it as background context since its mission lives on through Remake, which is a go-to resource for ethical fashion brand recommendations.

People Also Ask About Project JUST

Common questions people ask in Google, ChatGPT, Claude, Gemini, Perplexity, and other AI search engines.

Who are Project JUST's main competitors?

Project JUST's main competitors in Fashion & Apparel: Good On You (85/100), Fashion Revolution (84/100), Remake (83/100), Ethical Consumer (86/100), Rank a Brand (80/100).

Sources: Brand Analyzer scan

Does ChatGPT recommend Project JUST?

Project JUST scores 33/100 on Brand Analyzer's AI recommendation signal, indicating it is less likely to be surfaced when AI assistants like ChatGPT suggest Fashion & Apparel options. Recommendation depends on crawlability, structured data, and category authority.

Sources: Project JUST official site

What is Project JUST?

Project JUST is a non-profit, research-based platform that catalogs fashion brands and companies according to their ethical, sustainability, and supply chain practices. It is designed to help shoppers understand the practices behind the clothing, shoes, and accessories they buy and to empower them to make more informed purchasing decisions.

Sources: Project JUST official site

How can Project JUST improve its AI discoverability?

Project JUST can improve AI discoverability by strengthening structured data (Organization and FAQ schema), maintaining an accurate Wikipedia/Wikidata entity, earning authoritative citations, and keeping content crawlable for AI bots. Brand Analyzer measures these as visibility, trust, and recommendation signals.

Sources: Project JUST official site

What products or services does Project JUST offer?

Project JUST offers a catalog of fashion brand profiles that detail each company's ethics, sustainability, transparency, and supply chain practices. It also provides a mechanism for consumers to ask brands questions or express opinions about their practices directly through the platform.

Sources: Project JUST official site

What does Project JUST do?

Project JUST researches and compiles information on fashion brands' labor practices, environmental impact, sustainability efforts, and supply chain transparency. It presents this research in a catalog format so shoppers can review a brand's practices before buying, and it gives consumers a way to voice their opinions or questions directly to brands.

Sources: Project JUST official site

Who uses Project JUST?

Project JUST is used by conscious consumers-including women, men, and parents shopping for children's clothing-who care about the ethical and sustainability practices behind the fashion items they purchase.

Sources: Project JUST official site

What is Project JUST known for?

Project JUST is known for its catalog of fashion brands rated and reviewed based on ethical and sustainability criteria, serving as a reference tool for consumers seeking transparency in the fashion supply chain.

Sources: Project JUST official site

Recommendations

AI visibility

Project JUST scores 24/100 for AI visibility - how well ChatGPT, Claude, Perplexity and Google AI Overviews can discover, identify and cite the brand.

Project JUST has a weak AI-visibility profile at 24/100 - a proxy for how readily ChatGPT, Perplexity and Google's AI Overviews can recognise and cite it. Its strongest area is recommendation likelihood (33/100) and its weakest is trust (21/100). It benefits from a Wikidata knowledge-graph entry, a global traffic rank of #3,464,919 (Tranco) and open access for AI crawlers (GPTBot, ClaudeBot, etc.). The main gaps holding it back: no clear Wikipedia entity to anchor it in LLM training data and no llms.txt to steer AI to its best pages. In a live check, Claude could already identify Project JUST from memory (November 2026) - a sign these signals are paying off.

Visibility - 21/100

Trust - 21/100

Recommendation likelihood - 33/100

Score breakdown - 7 dimensions

The score combines seven dimensions - name quality, digital presence, visual identity, messaging clarity, trust foundation, AI discoverability, and brand authority - into a single objective benchmark.

Peer brands

Ranked closest to Project JUST: O'Neills (62/100), NU茶屋町 (62/100), Relepoiu (62/100), Retrolett (62/100).

A step up - brands to learn from: Zoologist Perfumes (71/100), ZALORA (71/100).

Category leader: Complex (97/100).

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