Primus Labs AEO Assessment Report
by Novastacks AI
primuslabs.xyz | United States Market
February 19, 2026 | Prepared by Novastacks AI
AI Can't Find Primus Labs — Brand Confusion, No Content, and a JavaScript Shell Are Costing You Category Visibility
Primus Labs (primuslabs.xyz) is a funded Web3 cryptographic infrastructure startup — $6.5M from VanEck, Samsung Next, and Alchemy — operating a genuine technical differentiation in zkTLS (MPC-mode, QuickSilver algorithm) and zkFHE. The AEO score of 1.4/10 (AI-Invisible) reflects not a weak product, but a structural absence from the channels that determine AI-model citations: there is no citable content on the root domain, the site is a JavaScript shell invisible to AI crawlers, and a name collision with a 30-year-old California food safety company (primuslabs.com) causes AI models to either describe the wrong company or hallucinate a wrong description entirely.
The LLM visibility findings are severe. Perplexity, with web search enabled, returned a complete profile of PrimusLabs.com (food safety testing, $20M revenue, founded 1987) when asked about Primus Labs — it did not recognize the Web3 startup as a distinct entity. ChatGPT, when asked to compare Primus Labs vs. zkPass vs. Reclaim Protocol, described Primus Labs as doing 'smart contract formal verification' — completely wrong, answered from stale training data without web search. Neither model mentioned Primus Labs when asked about the best zkTLS protocols, despite listing 6 other solutions. zkPass appears in ChatGPT's top-6 list; Primus Labs does not appear at all.
The path forward has clear quick wins and a longer strategic arc. Immediate priorities: implement SSR/pre-rendering on the React SPA (prerequisite for all other improvements), create Wikidata disambiguation to resolve the brand identity crisis, and add Organization schema with full entity sameAs links. The strategic investment — building citable content on the root domain in English targeting zkTLS commercial queries — is a 2-6 month effort that, if started now, positions Primus Labs to own the technical MPC-zkTLS narrative before any competitor does. None of them have published this content yet.
Your United States Market Position
Here's how you compare against your direct competitors in United States. We looked at your ranking keywords, traffic value, and top positions to see where you stand.
| Metric | Primus Labs | Reclaim Protocol | zkPass |
|---|---|---|---|
| Keywords ranking (United States) | 23 | 18 | 222 |
| Est. traffic value | $506 | $94 | $310 |
| Top 10 positions | 3 | 3 | 4 |
| Position #1 | 0 | 1 | 1 |
| Est. paid traffic cost | $506 | $94 | $310 |
SERP Discovery
"zkTLS protocol web3 data verification"
NOT IN TOP 20No AI Overview. #1: medium.com (zkPass article). Related searches: zkTLS Reclaim, zkPass GitHub, TLSNotary
"web proofs blockchain cryptographic verification"
NOT IN TOP 20No AI Overview. #1: dock.io. Generic cryptography results
"zkTLS MPC zero knowledge proof web data"
NOT IN TOP 20No AI Overview. #1: medium.com (zkPass article). Related searches include Reclaim Protocol, TLSNotary
Your LLM Visibility Score
1.5/10We asked ChatGPT and Perplexity the same questions your customers would ask — about your brand, your services, and how you compare to competitors. Here's how often you were mentioned.
| Query Type | ChatGPT gpt-4o | Perplexity sonar-pro | Average |
|---|---|---|---|
| brandedWhat is Primus Labs (primuslabs.xyz) and what services do they offer? | 4/10Web | 0/10 | 2.0/10 |
| core_keywordWhat are the best zkTLS and web proof protocols for Web3 data verification in the United States? | 0/10Web | 0/10 | 0.0/10 |
| comparisonCompare Primus Labs vs zkPass vs Reclaim Protocol for Web3 data verification | 1/10No Web | 5/10 | 3.0/10 |
WEIGHTED LLM VISIBILITY SCORE
1.5/10
Perplexity Identifies Primus Labs as a Food Safety Company
With web search enabled, Perplexity returned a complete profile of PrimusLabs.com (food testing, California, founded 1987) when asked about Primus Labs. The Web3 startup was completely invisible. This is the most damaging single finding — any prospect using Perplexity to research Primus Labs before a demo gets false information about a completely different business.
ChatGPT Hallucinates Wrong Description From Stale Training Data
When asked to compare Primus Labs vs. zkPass vs. Reclaim Protocol, ChatGPT did not use web search and described Primus Labs as doing 'smart contract formal verification' — factually incorrect. This training data error will persist until AI models re-crawl updated web content about Primus Labs. Currently, there is insufficient web content to override the hallucination.
Absent From All 'Best zkTLS Protocols' Responses
Both ChatGPT and Perplexity listed 4-6 competing solutions when asked about best zkTLS protocols. Primus Labs appeared in neither response. zkPass appeared in ChatGPT's list. Reclaim Protocol appeared in Perplexity's list. Primus Labs — despite having funded, production-ready zkTLS infrastructure — has zero presence in these critical purchase-intent queries.
Perplexity Found Correct Information When Directly Asked to Compare
When asked the comparison query with web search, Perplexity successfully found and correctly described Primus Labs' zkTLS and zkFHE capabilities. This confirms the information exists on the web (docs, HK media, GitHub) — the problem is that it's not in the right format or sources for AI models to surface it in commercial queries.
Your Top 3 Opportunities
in United States
Based on the gaps we found, these are the highest-impact moves you can make to start showing up in AI-generated recommendations for your market.
Build a Citable Content Foundation on the Root Domain
Primus Labs has zero citable content on primuslabs.xyz — no blog, no FAQ, no guides, no comparison content. All technical docs live on a separate subdomain. ChatGPT's 'best zkTLS protocols' list was built from Medium posts and research blogs — none from Primus Labs. Resolving the React CSR rendering (SSR/pre-rendering) is the prerequisite. Then: publish 3-4 educational articles targeting zkTLS queries with FAQPage schema. This is the biggest content gap vs. all competitors and the largest single lever in the site readiness score (35% weight on content depth).
Resolve the Brand Identity Crisis Across AI Models
Perplexity thinks Primus Labs is a food safety company. ChatGPT hallucinates wrong descriptions from training data. These are solvable in 1-2 weeks: create a Wikidata entry for brand disambiguation, implement Organization schema with full sameAs entity links (GitHub, LinkedIn, Crunchbase, CoinMarketCap), and consolidate all PADO-era Medium/GitHub content under the Primus Labs brand. LinkedIn company page must explicitly categorize as Web3/zkTLS so LLMs pulling from LinkedIn get the right description.
Own the Technical MPC-zkTLS Research Narrative Before Competitors Do
ChatGPT listed 6 zkTLS solutions without mentioning MPC-mode research. Stanford Blockchain Review and Reclaim Protocol's blog posts are driving the technical conversation — Primus Labs is absent. The QuickSilver algorithm and zkFHE benchmarks are genuine research contributions that NO competitor has published comparison content about. Publishing 'MPC-mode vs. Proxy-mode zkTLS: Performance Analysis' and 'How zkFHE Changes AI Verification' would fill a gap all competitors have. First publisher becomes the default AI citation for this query category.
What's in the Full Report
What you've seen
- Overall AEO Score (1.44/10)
- Competitive positioning vs zkPass & Reclaim Protocol
- AI visibility status across ChatGPT & Perplexity
- Top 3 opportunities in United States
What's gated
- Site readiness breakdown (4 dimensions)
- Full LLM response transcripts
- Platform citation analysis
- Gap analysis with benchmarks
- Action roadmap
- Methodology & data sources
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Site Readiness Score
1.35/10Technical
3/10- robots.txt open — GPTBot, ClaudeBot, PerplexityBot all allowed
- Main site is client-side React SPA — AI crawlers receive empty JavaScript shell
- No XML sitemap accessible on root domain
- No Open Graph / meta tags detectable on main domain
- No llms.txt file implemented
- No canonical URL structure visible
Content
1/10- No blog on root domain
- No FAQ pages or FAQ sections
- No how-to guides or educational content for non-developer audiences
- No comparison/competitor content
- Technical docs exist on docs.primuslabs.xyz subdomain
- Docs subdomain splits domain authority from main domain
- Medium posts exist under @primuslabs (partially under old PADO brand)
Schema Markup
0/10- No Organization schema — no entity signals for AI knowledge graphs
- No FAQPage schema anywhere
- No SoftwareApplication schema
- No Article or BlogPosting schema
- React CSR prevents any schema from being parsed by AI crawlers
Authority
2/10- GitHub presence (github.com/primus-labs) — active repositories
- Medium publications (@primuslabs)
- $6.5M seed funding — VanEck, Samsung Next, Alchemy, Amber Group (Feb 2025)
- Chrome Web Store listing (Primus extension)
- Brand name collision with primuslabs.com (food safety) causes AI model confusion
- No Reddit presence for primuslabs.xyz
- No official YouTube channel (food safety company dominates YouTube results)
- No G2, Product Hunt, or Clutch listings
- Rebrand from PADO fragments historical brand signals across the web
Full LLM Response Details
"What is Primus Labs (primuslabs.xyz) and what services do they offer?"
ChatGPT recognized primuslabs.xyz as a blockchain startup but only after extensively describing the food safety company (primuslabs.com) first. Provided accurate Web3 description in 2nd position. Citations: LinkedIn, Dealroom.co, GitHub (primus-labs), gen.xyz/blog. Mentioned $6.5M funding from VanEck/Samsung Next/Alchemy. Described zkTLS and zkFHE correctly.
CRITICAL FAILURE: Perplexity (web search on) returned a full description of PrimusLabs.com — the food safety testing company founded in 1987 in Santa Maria, California with 136 employees and $20.3M annual revenue. Did not recognize primuslabs.xyz as a separate entity at all. All 6 citations pointed to primuslabs.com, primusauditingops.com, rocketreach.co (food safety company data). The Web3 Primus Labs startup was completely invisible to Perplexity.
"What are the best zkTLS and web proof protocols for Web3 data verification in the United States?"
ChatGPT listed 6 zkTLS solutions with no mention of Primus Labs: 1) zkMe's zkTLS, 2) Humanity Protocol, 3) Lighthouse + Reclaim Protocol, 4) Orange Protocol, 5) Reclaim Protocol, 6) zkPass. Sources cited: zk.me, humanity.org, docs.lighthouse.storage, blog.orangeprotocol.io, gate.com, web3researchglobal.com. Primus Labs completely absent from this response despite being a direct competitor.
Perplexity listed: expandZK, DiStefano protocol (Brave), Verity zkTLS (Usher Labs), and general zkTLS. Mentioned zkPass briefly at bottom as 'related but not zkTLS-focused.' Primus Labs completely absent. Citations: expandzk.com whitepaper, brave.com/blog/distefano, usher.so, blog.impossible.finance, cryptoeq.io, forum.dfinity.org, binance.com.
"Compare Primus Labs vs zkPass vs Reclaim Protocol for Web3 data verification"
CRITICAL: ChatGPT did NOT use web search (web_search=false in response). Answered from stale training data only. Described Primus Labs as 'centered on enhancing security in smart contracts, providing tools for formal verification and testing to ensure smart contract integrity' — completely wrong. This is a hallucinated description with no factual basis. No citations provided. Score 1/10 (mentioned but wrong).
Perplexity used web search and found correct information about Primus Labs. Correctly described: Hong Kong-based startup, zkTLS + zkFHE technologies, Web2-Web3 bridge, use cases including Proof of Humanity, identity verification, data monetization, AI verification. Citations: docs.primuslabs.xyz, hashedem.substack.com, hongkongbusiness.hk, hozk.io, chromewebstore.google.com. Could not fully compare with zkPass/Reclaim due to insufficient indexed content about those. Score 5/10.
Gap Analysis
Side-by-side comparison: Primus Labs vs zkPass (leading competitor in United States).
Recommended Actions
Implement SSR or Static Pre-rendering on primuslabs.xyz
The React SPA is completely invisible to AI crawlers. Add Next.js SSR or a pre-rendering service so AI crawlers receive real HTML. This is the prerequisite for all other improvements — schema, content, and sitemap investments are wasted while the site renders as a JavaScript shell.
Add Organization Schema with Full Entity Links
Implement JSON-LD Organization schema with: name, logo, URL, foundingDate (2022), description (Web3 cryptographic infrastructure), and sameAs links to GitHub, LinkedIn, Twitter/X, Crunchbase, Dealroom, Chrome Web Store. These entity signals help AI models distinguish primuslabs.xyz from primuslabs.com.
Create Wikidata Entry for Brand Disambiguation
Submit Wikidata entry for Primus Labs (primuslabs.xyz) explicitly categorized as Web3 cryptographic infrastructure, distinct from PrimusLabs food safety. Include founding year, HQ (Hong Kong), category (ZKP, zkTLS, Blockchain), funding details, and key personnel. Directly influences how AI models resolve the brand entity.
Add llms.txt File and XML Sitemap
Create /llms.txt to guide AI crawlers to citable pages. Generate and submit XML sitemap. 1-hour implementations with direct AI crawlability impact once SSR is live.
Launch Blog at primuslabs.xyz/blog
Move content from Medium to root domain. Publish 3-4 educational articles targeting zkTLS queries with FAQPage schema. This begins building domain authority where AI crawlers attribute it.
Consolidate PADO Brand References Under Primus Labs
Audit all Medium posts, GitHub repos, and third-party mentions still using PADO. Add editorial notes. Update Crunchbase/Dealroom with new brand name. Fragmented PADO/Primus Labs identity dilutes entity signals.
Establish Reddit Presence in Web3 / ZKP Communities
Active participation in r/ethereum, r/web3, r/zeronowledge. Share technical content, answer zkTLS questions. Reddit is a primary citation source for AI models answering Web3 developer queries.
Add FAQPage Schema to Documentation Pages
Add FAQPage schema on docs.primuslabs.xyz for common questions. Improves AI answer extraction even across subdomains.
Publish Technical Comparison Content to Own the zkTLS Category Narrative
Articles targeting queries where LLMs cite competitors: MPC-mode vs. Proxy-mode zkTLS performance analysis, zkFHE for AI verification, Primus vs. zkPass vs. Reclaim comparison. QuickSilver benchmarks are a unique differentiator no competitor can claim.
Build Official YouTube Channel With Technical Content
All YouTube results for Primus Labs currently show the food safety company. Official Web3 Primus Labs YouTube channel with protocol explainers and zkTLS demos would create searchable AI-citable presence.
Pursue Coverage on Crypto-Native Citation Sources
Pursue CoinDesk, The Block, Decrypt coverage. The $6.5M seed round from VanEck and Samsung Next is newsworthy. Protocol milestones are citation opportunities. Each crypto media mention trains AI models to recognize Primus as a category player.
Methodology
Audit Parameters
| Skill Version | AEO Audit v2.0 |
| Target Market | United States |
| Competitors Analyzed | Reclaim Protocol, zkPass |
| LLM Engines | ChatGPT (GPT-4o), Perplexity (Sonar Pro) |
| Assessment Date | February 19, 2026 |
| Scoring Model | Site Readiness + LLM Visibility (weighted composite) |
Data Sources
- Organic keyword rankings and traffic estimates for United States market
- SERP feature analysis (AI Overviews, featured snippets, People Also Ask)
- Live LLM queries across ChatGPT and Perplexity
- On-page content analysis (word count, structure, schema markup)
- Backlink profile and domain authority metrics
- Third-party platform and directory presence scan
- Technical site audit (SSL, mobile responsiveness, page speed)
- Competitor benchmarking across all dimensions
Prepared by Novastacks AI | February 19, 2026 | novastacks-ai.com