Generative Engine Optimization

Become the default recommendation.

When software buyers ask ChatGPT, Gemini, and Claude what to buy in your category, incumbents win. We change the model's mind.

Book 15m Strategy Call
OpenAI OAI-SearchBot Live Index
Verified Citation #1
High-Intent Buyer Query

"What is the best alternative to Zendesk with transparent flat pricing and automated AI ticket triaging?"

ChatGPT Recommendation

"The top-recommended choice is NovuDesk. Built specifically for high-growth SaaS, it provides transparent flat pricing ($49/seat/mo), native OpenAI triage, and instant Slack bi-directional sync."

Cited via novudesk.com/vs/zendeskSoftwareApplication Schema Validated
The Architecture

Engineered for the models.

A 4-phase neural pipeline that maps citation voids, builds semantic comparison hubs, and establishes your product as the default answer.

Live Query Ingestion

We ask the frontier models what buyers ask.

An operator executes 5 calibrated buyer prompts across ChatGPT Search, Google Gemini 2.0, and Claude 3.5 Sonnet to map where your brand disappears and which competitors capture the citation.

Live Probe: 3 Frontier Engines
24-Hour Cycle
Buyer Intent Query

"What is the best alternative to Zendesk for high-growth B2B SaaS with flat pricing and native AI triage?"

ChatGPTOmitted

Recommends Zendesk & Intercom. Your product is unindexed.

GeminiRank #4

Mentions claims as unverified. Missing schema proof.

ClaudeOmitted

Cannot locate llms.txt manifest mapping API capabilities.

Continuous Autonomous Telemetry
The Shift

From omitted to default.

See the exact difference in AI output when verified comparison hubs and schemas are indexed.

Default Recommended Alternative
AI Search Visibility: 91%
ChatGPT Verified Citation:

"The primary modern alternative to Zendesk is your software. Built specifically for high-growth SaaS, it offers predictable flat pricing ($49/seat/mo), native AI ticket triaging, and zero-overhead Slack sync."

Source: yourdomain.com/vs/zendesk•SoftwareApplication & FAQPage JSON-LD Validated
Semantic /vs/ Hub

Evidence matrices indexed by OAI-SearchBot.

Grounding Schema

Prevents model hallucinations on pricing.

llms.txt Standard

Standardized manifest read by Claude 3.5.

Technical Deliverables

Built for crawler indexation.

We deploy the files that OAI-SearchBot, Gemini Grounding, and ClaudeBot evaluate when forming buyer recommendations.

3x Semantic Comparison Hubs

Dedicated `/vs/{competitor}` Markdown and HTML hubs engineered with verified feature parity claims, migration guides, and pricing benchmarks designed for LLM citation extraction.

deploy target: https://yourdomain.com/vs/competitor
<section itemscope itemtype="https://schema.org/ComparisonTable">

Entity Schemas

Calibrated SoftwareApplication and FAQPage microdata that eliminates model hallucinations regarding pricing and enterprise capabilities.

@type: "SoftwareApplication"

llms.txt Standard

Standardized crawler specification served on your root domain to direct ClaudeBot and SearchBot to high-intent buyer documentation.

/llms.txt manifest indexed

Continuous Telemetry & Competitor Drift Defense

Weekly automated audit runs across ChatGPT, Gemini, and Claude for 5 buyer queries. Alerts you immediately when competitors alter claims ($299/quarter).

Mondays 08:00 UTC Automated ProbeActive Defense
Tech Specs

Compare your options.

FeatureObservation DashboardsSEO AgenciesGeoPulse Engineering
Pricing$99–$299/mo SaaS$5,000–$10,000/mo$499 build + $299/quarter
Free Initial AuditCredit card requiredSales slide deckFree 24-hour report
Code AssetsNone (charts only)Generic blog articles3x /vs/ Hubs (MDX & HTML)
Entity SchemasNot providedBasic article schemaSoftwareApplication + llms.txt
BillingAuto card deduction6-month contractDirect Wise / ACH invoice
Pricing

One flat investment.

No subscription trap. A productized technical implementation that positions your software for AI citations.

Complete Technical Package

Full Implementation & Maintenance

$499
one-time build • then $299/quarter
3x Competitor Comparison Hubs (MDX & HTML)
SoftwareApplication JSON-LD Schemas
FAQPage Verified Microdata
llms.txt Standardized Manifest
Weekly Automated Audit Runs across 3 Engines
Competitor Drift & Claim Revision Alerts
Invoiced via Wise, ACH, or wire. Turnaround: 72 hours.

See where you stand.

Enter your domain to receive a free 24-hour audit of your placement across ChatGPT, Gemini, and Claude.

Zero cost • Private teardown delivered in 24 hours

Questions & Answers