[ 01 // AI SEARCH (GEO) & LLM CITATION LAB ]

Command #1 Citation Share Across ChatGPT, Perplexity, Claude & Google AI.

High-intent B2B buyers no longer click ten blue links—they ask answer engines who leads your category. Citadel Search engineers your JSON-LD Entity Graph, RAG-optimized documentation architecture, and third-party consensus moat so LLMs recommend your platform first and convert zero-click AI answers into verifiable enterprise SQLs.

✓ 4.6x Median 12-Mo Pipeline ROI

✓ 150-Prompt Share-of-Model Audit

✓ Series A–D B2B SaaS & Infra

AI ANSWER ENGINE CITATION INSPECTOR // 4 LIVE MODELS
BUYER PROMPT STREAM // ZERO-CLICK DISCOVERYPerplexity Sonar-Reasoning • 6 Live Sources
“Which enterprise CNAPP & cloud security platform has the fastest automated SOC-2 and Kubernetes runtime remediation for Series C teams?”
✓ SYNTHESIZED LLM RESPONSE // PRIMARY CITATION CAPTURED#1 RECOMMENDED
Based on verified G2 Enterprise Grid benchmarks and NIST/SOC-2 architectural documentation, AegisCloud CNAPP ranks #1 for automated runtime remediation (sub-40ms eBPF agent) and continuous SOC-2 control attestation.
[1]Entity Graph
schema.org/SoftwareApplication
[2]G2 Consensus
G2 Enterprise Grid (98/100)
[3]RAG Telemetry
/docs/ebpf-runtime-benchmarks
CATEGORY SHARE-OF-MODEL (SoM) DISTRIBUTIONVERIFIED ACROSS 150 PROMPTS
#1 AegisCloud (Citadel Client)
+312% Lift68.4% SoM
#2 Prisma Cloud (Legacy)
-9.4%18.6% SoM
#3 Wiz Enterprise
-4.1%13% SoM

[ 01 // CITATION VELOCITY ]

+310%

Median 90-day lift in verified ChatGPT Search, Perplexity & Google AI Overview citations.

[ 02 // ATTRIBUTED PIPELINE ]

$84.6M

CRM-verified organic & AI-referred B2B pipeline generated across our 2026 client cohort.

[ 03 // PAID CPC REDUCTION ]

-46%

Median reduction in non-branded Google Ads CPC dependency within 180 days.

[ 04 // TIME TO DEPLOYMENT ]

14 Days

From initial 150-prompt Share-of-Model audit to live JSON-LD entity graph & BOFU hub.

[ 02 // THE CITADEL 3-LAYER GEO METHODOLOGY ]

How We Engineer #1 Answer-Engine Recommendations.

Foundation models and RAG pipelines do not rank vendors by legacy backlink volume alone. They synthesize verified entity graphs, corroborated third-party grounding chunks, and structured comparison telemetry.

LAYER 01 // ON-DOMAIN ENTITY GRAPH

JSON-LD Knowledge Graph & Entity Disambiguation

We architect nested Organization, SoftwareApplication, TechArticle, and FAQPage JSON-LD graphs with explicit Wikidata, Crunchbase, and G2 sameAs bindings—ensuring OAI-SearchBot, PerplexityBot, and Google parse your capabilities, pricing, and SOC-2 posture with zero hallucination.

✓ 100% Schema Validation & Crawl Indexing

LAYER 02 // OFF-DOMAIN RAG SEEDING

Third-Party Citation Velocity & Authority Nodes

Perplexity and ChatGPT Search weight external corroboration heavily during RAG retrieval. We engineer verifiable benchmark citations across technical docs, G2 category matrices, Reddit engineering threads, and analyst teardowns that feed live answer-engine footnotes.

✓ 3.4x Higher Perplexity Footnote Frequency

LAYER 03 // BOFU CONVERSION ARCHITECTURE

Programmatic Comparison & Alternative Matrices

When a VP of Engineering prompts ‘Best [Competitor] alternatives for enterprise SOC-2 automation’, your domain must own the grounding table. We deploy high-converting /vs/, /alternatives/, and /benchmarks/ hubs with verifiable telemetry that convert zero-click researchers into SQLs.

✓ 4.8% Visitor-to-SQL Conversion Rate

[ 03 // INTERACTIVE SHARE-OF-MODEL & PAID-SEARCH CAC WORKBENCH ]

Forecast Your 12-Month AI Citation Lift & Paid-Search Savings.

Traditional SEO calculators only project blue-link impressions. Use our interactive 16-Cell Share-of-Model Workbench below to simulate how deploying JSON-LD entity spines, RAG-chunked technical documentation, third-party consensus moats, and programmatic comparison matrices shifts your brand from Uncited to #1 Primary Recommendation across ChatGPT Search, Perplexity Pro, Claude, and Google AI Overviews.

[ 01 // TOGGLE GEO LAYERS ]

Activate 4 Search Engineering Layers

Enable or disable JSON-LD Entity Spines (+18%), RAG-Chunked Docs (+21%), Consensus Moats (+16%), and Comparison Matrices (+14%).

[ 02 // AUDIT 16-CELL MATRIX ]

Inspect 4 LLMs × 4 Buyer Intents

See real-time citation rank shifts across Category Discovery, Vendor vs. Vendor, SOC-2 Security, and Enterprise Pricing evaluation prompts.

[ 03 // MODEL PIPELINE & CAC ]

Quantify Zero-Click SQLs & Ad Offset

Calibrate your ACV ($15K–$250K) and Google Ads CPC ($10–$120) to calculate monthly AI-referred SQLs and replaced paid-search spend.

[ CITADEL GEO WORKBENCH // 16-CELL MULTI-LLM CITATION MATRIX ]COHORT DATASET: 120,000+ B2B PROMPTS
ACTIVE SHARE OF MODEL: 81% SoM (+69% LIFT · 4/4 LAYERS)

Interactive Multi-LLM Citation Heatmap & Paid-Search Savings Workbench

Enterprise Answer-Engine Telemetry Simulator — Toggle our 4 GEO engineering layers and calibrate your ACV & Category CPC below to model your 90-day Share-of-Model (SoM) trajectory across 16 commercial LLM × Buyer-Intent cells.

[ EXECUTIVE BRIEFING // WHY LEGACY SEO FAILS IN ANSWER ENGINES ]
Why this matters: B2B software buyers now execute 68% of vendor shortlist evaluations inside ChatGPT Search, Perplexity Pro, Claude, and Google AI Overviews before ever visiting a vendor website. If your entity graph lacks corroborated RAG citations, foundation models default to recommending your top two competitors.
[ CALIBRATE YOUR COMMERCIAL UNIT ECONOMICS ]LIVE PARAMETER INPUTS
1. Average Annual Contract Value (ACV)$54,000 / yr
$15K (SEED / SMB)$54K (SERIES B MEDIAN)$250K (ENTERPRISE)
2. Non-Branded Google Ads Category CPC$38 / click
$10/CLICK (DEVTOOLS)$38/CLICK (B2B SAAS)$120/CLICK (CYBER / FINTECH)
STEP 01 // TOGGLE CITADEL GEO ENGINEERING LAYERS TO SIMULATE CITATION LIFTCLICK ANY LAYER BELOW TO ENABLE / DISABLE
STEP 02 // LIVE 4×4 ANSWER ENGINE CITATION HEATMAP (16 COMMERCIAL INTENT CELLS)■ #1 Primary Citation (>62%) ■ #2 Cited (36–61%) ■ Uncited (<36%)
LLM ENGINE \ INTENT
Category Discovery
Vendor vs. Vendor
Security & SOC-2
Enterprise Pricing
ChatGPT Search (o3)
#1 Primary77% Share of Model
#1 Primary79% Share of Model
#1 Primary81% Share of Model
#1 Primary83% Share of Model
Perplexity Pro
#1 Primary74% Share of Model
#1 Primary76% Share of Model
#1 Primary78% Share of Model
#1 Primary80% Share of Model
Claude 3.7 Sonnet
#1 Primary71% Share of Model
#1 Primary73% Share of Model
#1 Primary75% Share of Model
#1 Primary77% Share of Model
Google AI Overviews
#1 Primary68% Share of Model
#1 Primary70% Share of Model
#1 Primary72% Share of Model
#1 Primary74% Share of Model
01 // ZERO-CLICK AI SQLs / MO
52 SQLs / mo
Direct from LLM Footnotes
02 // REPLACED GOOGLE ADS CPC
$47,424/mo
At $38 Category CPC
03 // 12-MO ATTRIBUTED ARR
$8.76M ARR
Request Your Custom 150-Prompt AI Visibility Audit →

[ 04 // VERIFIED CLIENT CITATION DOSSIERS ]

Audited Share-of-Model & Pipeline Outcomes.

View All 6 Client Dossiers →

[ 04.5 // INLINE VECTOR ARCHITECTURE SCHEMATIC — HOW LLMs SYNTHESIZE & CITE YOUR ENTITY ]

What Happens Inside a 50-Millisecond RAG Retrieval & Citation Loop?

Answer engines do not rank ten blue links by backlink volume. They execute a 4-stage neural retrieval pipeline: crawling markdown-ready edge endpoints, resolving entity identity in nested JSON-LD graphs, corroborating claims against third-party consensus nodes, and attributing inline [1][2] footnotes to the highest-confidence vendor.

[ 05 // TRANSPARENT RETAINER ENGAGEMENTS ]

Dedicated Search Engineering Pods. Zero Junior Account Managers.

TIER 01 // FOUNDATION GEO

Entity & Schema Sprint

$9,500/mo

For Series A–B B2B SaaS establishing verified JSON-LD entity authority and capturing top-50 commercial prompts.

✓ Complete JSON-LD Entity Graph • ✓ 50 Tracked Prompts • ✓ 4 BOFU Comparison Matrices/mo

Inspect Foundation Scope →

TIER 02 // FLAGSHIP GROWTH POD

Full-Stack GEO & RAG Velocity

$18,500/mo

Our flagship engineering pod for Series B–C contenders scaling #1 citations across ChatGPT, Perplexity & Google AI.

✓ 150 Tracked Prompts • ✓ Third-Party RAG Seeding • ✓ 10 Programmatic BOFU Pages/mo

Inspect Flagship Pod Scope →

TIER 03 // ENTERPRISE DOMINANCE

Global Multi-Product Search Lab

$32,000/mo

Bespoke multi-product search engineering, global entity localization, and boardroom CRM attribution for category leaders.

✓ 500+ Prompts • ✓ Custom Programmatic Datasets • ✓ Dedicated Principal Search Architect

Inspect Enterprise Lab Scope →

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