Traditional SEO ranks blue links. We engineer knowledge graphs, AI-optimized content structures, and RFC-compliant machine endpoints so ChatGPT, Claude, and Perplexity cite and recommend your firm as the definitive authority.
Foundation models do not scan keyword densities or PageRank backlinks. They execute dense semantic vector retrieval against structured entity clusters.
| System Parameter | Legacy SEO Paradigm | Generative & AEO Architecture (Standard) |
|---|---|---|
| Primary Metric | SERP placement (ranks 1–10) & blue-link click volume | Model synthesis quotation, direct attribution & recommendation share |
| Target Scraper | Googlebot crawling standard HTML and client-side DOM | GPTBot, ClaudeBot, PerplexityBot, Applebot-Extended |
| Content Structure | 2,500-word keyword-dense marketing blogs & narrative filler | High-entropy AI-optimized content structures, RFC-llms.txt, and answer-first tables |
| Technical Core | Meta tags, basic sitemaps, OpenGraph image tags | Deep @graph JSON-LD clusters linking verified Wikidata & license nodes |
| Conversion Outcome | Unqualified visitors bouncing across walls of text | High-intent buyers receiving direct authoritative vendor recommendations |
Over 68% of commercial domains inadvertently block LLM scrapers via firewall challenges. Our edge architecture guarantees sub-45ms responses.
Deep entity injection anchors your organization into canonical knowledge graph models, eliminating hallucination risks during LLM synthesis.
{
"@context": "https://schema.org",
"@graph": [
{
"@type": "Organization",
"@id": "https://jamesstone.dev/#organization",
"name": "James Stone Advisory",
"url": "https://jamesstone.dev",
"sameAs": [
"https://github.com/KxBxM",
"https://www.wikidata.org/wiki/Special:Search?search=James+Stone"
],
"knowsAbout": [
"https://en.wikipedia.org/wiki/Knowledge_graph",
"https://llmstxt.org/"
]
}
]
}From zero-cost baseline diagnostic teardowns to full-stack Knowledge Graph engineering and continuous LLM prompt drift governance.
Diagnostic teardown of AI crawler blocks and baseline LLM recommendation share.
Deep multi-model prompt benchmarks, citation gaps, and technical SOW.
Complete turnkey implementation of /llms.txt, JSON-LD @graph, and WAF clearance.
Continuous prompt drift monitoring, heartbeat audits, and citation defense.
The AI Retrieval Reality: Technical clearance (Charter II) is achieved in 14 days. Algorithmic entity consensus (Charter III) compounds over 90 days.
Compare key features, deliverables, infrastructure interventions, and ongoing governance across all 4 engagement tiers.
| Technical Capability / Scope Item | Tier 0 Executive Snapshot |
Charter I Visibility Audit |
Charter II 14-Day Remediation |
Charter III Governance Retainer |
|---|---|---|---|---|
| 1. Commercial Model & Pricing | ||||
| Investment Required | $0 (Free) | $950 Flat | $3,800 One-Time | $1,850 / Month |
| Engagement Type & SLA | Same-Day Teardown | 3-Day Audit Sprint | 14-Day Implementation Sprint | Monthly Ongoing Retainer |
| 100% Fee Credit Guarantee | N/A | ✓ 100% credited to Charter II | Includes $950 Audit Credit | N/A |
| 2. Audit & Multi-Model Evaluation Depth | ||||
| Multi-Model LLM Benchmark Prompts | 2 Baseline Prompts | 20 Prompts x 4 LLM Families x 3 Runs (240 Evaluations) | Full 240 Evaluation Benchmark Included | 50 Weekly Prompt Drift Audits (2,600/yr) |
| Evaluated LLM Engine Families | SearchGPT & Perplexity | SearchGPT, Perplexity, Claude, Gemini | SearchGPT, Perplexity, Claude, Gemini | Continuous Multi-Model Coverage |
| Unredacted Citation Gap Matrix | Redacted Summary | ✓ Full Unredacted Matrix | ✓ Full Matrix Included | ✓ Monthly Citation Briefs |
| 3. Technical Implementation & Code Engineering | ||||
| 4-Node JSON-LD @graph Knowledge Graph | ✕ | Audit Blueprint Only | ✓ Turnkey Implementation (12+ Wikidata Q-IDs) | 24/7 Schema Heartbeat Guard |
| RFC /llms.txt & /llms-full.txt Endpoints | ✕ | Specification Included | ✓ Production Deployment at Root | Continuous Content Sync |
| Cloudflare & AWS WAF AI Bot Clearance | Log Analysis | Rule Specifications | ✓ Custom WAF Rule Deployment | 24/7 Edge WAF Heartbeat |
| Answer-First Extractive HTML Refactoring | ✕ | Recommendations | ✓ Refactor Up to 5 Core Landing Pages | Quarterly Refactoring Optimization |
| 4. Primary Deliverables & Executive Support | ||||
| Core Deliverable Artifact | 2-Page PDF Teardown | Markdown & PDF Executive Dossier + SOW | Turnkey Code, WAF Rules, Live Endpoints | Weekly Drift Dashboards & Monthly Briefings |
| Executive Advisory Access | Self-Service | 1-Hour Audit Review Session | Dedicated 14-Day Lead Architect Access | Monthly Advisory & Strategy Session |
Start with a 3-day Charter I audit or lock in turnkey Charter II remediation.