// AEO ASSESSMENT

NOVASTACKS AEO Assessment Report
by Novastacks AI

www.novastacks-ai.com | United States Market

February 14, 2026 | Prepared by Novastacks AI

5.8 /10
Good
Compared against: Graphite AEO Agency NOVASTACKS
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// 01 EXECUTIVE SUMMARY

Strong AI Authority, Zero Organic Discovery

Novastacks demonstrates exceptional LLM visibility (8.8/10) — when users ask about the company or compare it to competitors, both ChatGPT and Perplexity accurately cite and describe Novastacks with detailed service information. This is remarkable for a domain with zero organic search visibility.

However, the site's technical readiness is critically deficient (1.5/10). With zero ranking keywords, minimal schema markup, and no SEO foundation, Novastacks is invisible in traditional search — meaning prospects can't discover the brand unless they already know the name. The site excels at converting awareness into citations but has no mechanism to generate that awareness organically.

Site Readiness 1.5/10
LLM Visibility 8.8/10
Overall 5.8/10
// 02 COMPETITIVE LANDSCAPE

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 NOVASTACKS AEO Agency Graphite
Keywords ranking (United States)05306
Est. traffic value$0$55$8,617
Top 10 positions0051
Position #1008
Est. paid traffic cost$0$4$1,331

SERP Discovery

"AI marketing systems"

NOT IN TOP 20

AI Overview triggered

"AEO agency"

NOT IN TOP 20

Graphite #1, AEO Agency #2

"answer engine optimization services"

NOT IN TOP 20

AI Overview triggered

// 03 AI VISIBILITY

Your LLM Visibility Score

8.8/10

We 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 Novastacks and what services do they offer?10/10Web10/1010.0/10
core_keywordWhat are the best AEO agencies in the United States?0/10No Web0/100.0/10
comparisonCompare Novastacks vs Graphite vs AEO Agency for answer engine optimization services10/10Web8/109.0/10

WEIGHTED LLM VISIBILITY SCORE

8.8/10

POSITIVE

100% Branded Citation Rate

Both ChatGPT and Perplexity accurately cite Novastacks when asked directly about the company, with detailed service descriptions and pricing.

CRITICAL

Zero Core Keyword Visibility

Novastacks does not appear when users ask about 'best AEO agencies' — ChatGPT misinterpreted the acronym, Perplexity listed 5 competitors.

POSITIVE

Strong Comparison Performance

When explicitly named in comparison queries, ChatGPT provided detailed side-by-side analysis with Novastacks positioned favorably.

WARNING

No Organic Discovery Path

Exceptional AI citation authority is wasted without search visibility — prospects can't find Novastacks unless they already know the name.

// 04 TOP OPPORTUNITIES

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.

1

Build Content Foundation

With ~20-25 pages and zero blog content, Novastacks has no mechanism for organic discovery. Competitors with even minimal content (Graphite: 306 keywords, AEO Agency: 5 keywords) generate traffic. Without FAQs, guides, or educational content, the site can't be discovered by prospects searching for solutions. Launch a content calendar with 2 posts/week targeting long-tail AEO keywords, each with FAQ sections and proper schema markup.

Content Biggest Gap
2

Add FAQ Schema + Q&A Content

The site lacks FAQPage schema and structured Q&A content — the highest-ROI AEO tactic. Adding FAQ schema to 5-10 priority pages (services, methodology, case studies) with properly formatted Q&A pairs could generate AI citations within 2-4 weeks. This is a quick win that demonstrates immediate value.

Schema Quickest Win
3

Establish SEO Foundation

Zero ranking keywords means zero organic discoverability. Even ranking for 10-20 long-tail keywords ('AEO for SaaS', 'AI marketing automation agency', 'answer engine optimization services') would drive inbound traffic and improve domain authority, which compounds with AEO efforts. Build backlinks through guest posts, podcast appearances, and directory listings.

SEO Strategic Differentiator
// FULL REPORT

What's in the Full Report

What you've seen

  • Overall AEO Score (5.8/10)
  • Competitive positioning vs Graphite & AEO Agency
  • 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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Book a 30-minute call with us. We'll walk through your assessment, answer your questions, and map out exactly what it takes to get you cited by ChatGPT and Perplexity.

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30 min | Free | No commitment

This Section Is Locked

We break down exactly where your site falls short — and what to fix first. This is the part where we turn findings into a concrete action plan for you.

Who we are

Novastacks AI helps growth-stage companies become the brand AI recommends. We combine AEO/SEO strategy, technical foundations, agentic content systems, and offsite citation workflows so you lead in AI search.

Talk to Our Team to Unlock

30 min | Free | No commitment

// 05 SITE READINESS BREAKDOWN

Site Readiness Score

1.5/10

Technical

1/10
  • Likely SSR (Railway/Docker deployment)
  • Zero organic keywords = crawlability or indexing issues
  • robots.txt AI bot permissions not verified
  • No inbound links or domain authority

Content

0/10

    Schema Markup

    3/10
    • Organization schema present with founder info
    • Missing FAQPage schema
    • Missing HowTo schema
    • Missing Product/SoftwareApplication schema
    • Missing Article/BlogPosting schema

    Authority

    0/10

      This Section Is Locked

      See exactly what ChatGPT and Perplexity say about your brand — the full transcripts, with the parts that matter highlighted.

      What we do

      We run 12+ LLM queries per audit, analyze citation patterns, and map exactly which sources AI engines trust in your market. Then we build the strategy to get you cited.

      Talk to Our Team to Unlock

      30 min | Free | No commitment

      // 06 LLM RESPONSE DETAILS

      Full LLM Response Details

      branded

      "What is Novastacks and what services do they offer?"

      ChatGPT gpt-4o10/10

      Mentioned as one of 5 similar entities with detailed description of AI marketing systems, services (AEO, Content, Analytics, Performance), and 4-phase engagement model.

      Perplexity sonar-pro10/10

      Described as custom AI marketing systems provider with agentic workflows, 12 AI agents, and full engagement model.

      core_keyword

      "What are the best AEO agencies in the United States?"

      ChatGPT gpt-4o0/10

      Misinterpreted AEO as 'Authorized Economic Operator' (customs), listed Deloitte/KPMG instead of marketing agencies.

      Perplexity sonar-pro0/10

      Listed First Page Sage, WebFX, Victorious, Animalz, iPullRank — Novastacks not mentioned.

      comparison

      "Compare Novastacks vs Graphite vs AEO Agency for answer engine optimization services"

      ChatGPT gpt-4o10/10

      Comprehensive comparison table with Novastacks featured prominently; cited pricing ($5K-$50K), 4-phase Answer Architecture, case study (+178% traffic, 43 citations), positioned as 'rapid tactical execution'.

      Perplexity sonar-pro8/10

      Detailed Novastacks info with 4-phase approach, $5K pilot, B2B SaaS results, but stated 'results don't contain details about Graphite or AEO Agency' despite being asked to compare.

      This Section Is Locked

      Your competitors are ahead — this section shows you exactly where and by how much. We benchmark every dimension so you know what to prioritize.

      Our approach

      We don't just identify gaps — we build the systems to close them. AEO strategy, technical implementation, and content production, all under one roof.

      Talk to Our Team to Unlock

      30 min | Free | No commitment

      // 07 GAP ANALYSIS

      Gap Analysis

      Side-by-side comparison: NOVASTACKS vs Graphite (leading competitor in United States).

      Ranking Keywords
      Competitor306 (Graphite)
      You0
      Top 10 Keywords
      Competitor51 (Graphite)
      You0
      Monthly Traffic Value
      Competitor$8,617 (Graphite)
      You$0
      Schema Types
      Competitor6 (AEO Agency)
      You1
      Blog Content
      CompetitorActive blog (competitors)
      You0 posts
      LLM Branded Citations
      Competitor~50% (competitors)
      You100%

      This Section Is Locked

      Your action roadmap with timelines and priorities — the exact playbook we'd execute to get you cited by AI.

      How we work

      We operate as your fractional growth team — AEO strategy, technical SEO, content production, and AI visibility monitoring. No retainer lock-in, results-driven.

      Talk to Our Team to Unlock

      30 min | Free | No commitment

      // 08 RECOMMENDED ACTIONS

      Recommended Actions

      ImmediateWeek 1-2
      01

      Add FAQ Schema

      Implement FAQPage schema on /aeo, /methodology, /fractional-cmo with 5-10 Q&A pairs each

      02

      Create Blog Section

      Launch /blog/ with first 3 posts: 'What is AEO', 'AEO vs SEO', 'How to get cited by ChatGPT'

      03

      Verify AI Crawler Access

      Check robots.txt allows GPTBot, ClaudeBot, PerplexityBot

      Short-termMonth 1-2
      04

      Content Calendar

      2 posts/week targeting long-tail AEO keywords with FAQ sections

      05

      Product Schema

      Add Product/SoftwareApplication schema for each service offering

      06

      Build Backlinks

      Guest posts on marketing blogs, podcast appearances, directory listings

      07

      Comparison Content

      Create 'Novastacks vs [competitor]' pages with structured comparison tables

      Medium-termMonth 3-6
      08

      Expand Content Depth

      Ultimate guides, case study library, methodology documentation

      09

      Platform Presence

      Answer AEO questions on Reddit, Quora; create YouTube content

      10

      Track & Iterate

      Monitor AI citations weekly using WorkDuo; optimize based on data

      This Section Is Locked

      See exactly how we built this assessment — our methodology, data sources, and scoring framework.

      Why us

      We built the only AEO assessment that tests real LLM queries, maps citation sources, and benchmarks against your actual competitors — not generic industry data.

      Talk to Our Team to Unlock

      30 min | Free | No commitment

      // 09 METHODOLOGY

      Methodology

      Audit Parameters

      Skill VersionAEO Audit v2.0
      Target MarketUnited States
      Competitors AnalyzedAEO Agency, Graphite
      LLM EnginesChatGPT (GPT-4o), Perplexity (Sonar Pro)
      Assessment DateFebruary 14, 2026
      Scoring ModelSite 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 14, 2026 | novastacks-ai.com

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