AI Search, Op·ti·mized for Tech Companies

3x AI-native citations in 90 days with trust signals wired into knowledge graphs, content built for authority, and schema tuned for LLMs.

Let's Chat Strategy
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“It’s the most leverage we’ve ever had from a marketing engagement.”

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“What stands out is their technical approach to AI Search.”

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“We started to feel the difference much faster than expected.”

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Visibility in AI isn’t luck – it’s engineered

Strategies purpose-built to get your company trusted, quoted, and recommended inside LLMs.

Content Built for Authority

We engineer content to align with how LLMs select, parse, and cite information. Using Lexical Patterns, Semantic Practices, and Authority Signals, we get your content inclusion-ready so it shows up in AI answers.

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Knowledge-Graph Trust Signals

We strengthen entity authority inside ChatGPT, Claude, and Gemini by encoding your brand into knowledge graphs with IDs, proofs, and evidence.

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Model-Ready Schema

Validator-clean JSON-LD that encodes products/services, people, proofs, and offers, so models can parse and reuse your answers.

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Answer-Shaped Writing

We optimize content down to the sentence level — with structured phrasing, retrieval-friendly answers, and citation-first formatting.

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The science behind
AI search optimization

We ground our approach in a deep understanding of model mechanics. Here, the science always informs the strategy.

Truth → Presence → Architecture → Markup → Distribution → Provenance → Monitoring → Actionability

Identity & Claims Governance

Brand Fact File | Canonical IDs | llms.txt Endpoint | Claims Registry | Version Control

LLMs piece answers together from disparate fragments of data. A single machine-readable source of truth anchored by verified facts, canonical IDs, and an llms.txt endpoint stops the guessing and keeps your brand accurate.

Authority & Trust
Signaling

Graph Presence | Reciprocal Linkage | Citation Diversity | Schema-Level Trust Signals

LLMs lean heavily on authoritative graph snapshots when selecting sources. Embedding into key graphs and surfacing trust signals dramatically increases citation probability.

Semantic Design & Enrichment

Embedding Coherence | Semantic Chunking | Prompt-Aligned Headings | SVO Sentences

Content will fall flat if LLMs can’t parse its structure or misinterpret entities. Semantic enrichment ensures content is self-contained, indexable, and can be accurately cited.

LLM-Optimized Structured Data

Graph Construction | Core Properties | Rich Markup | Freshness & Provenance

Schema markup provides LLMs with a machine-readable map of entities and relationships. A well-crafted @graph maximizes clarity and citation probability.

Model-Surface Monitoring

LLM Visibility Audits | Embedding Drift Detection | Citation Quality Scoring

AI Search Optimization is inherently opaque. Continuous intelligence on how, where, and whether your content appears is essential to iterate.

AI-First Content Planning

Semantic Graph Audit | Pillar & Cluster Blueprint | Saturation Matrix

LLMs grasp concepts through semantic relationships encoded in embedding space. Saturating that space with optimized content will make your brand the default authoritative source.

Supercharge your AI visibility with category-defining solutions

We’ve built the market-leading frameworks that unlock discovery across AI-Native Search. Use these strategies to make growth a foregone conclusion.

TRUST STACK™

All-in-one framework for establishing bulletproof entity authority.

We layer precise structured data, Knowledge Graph integration, identity governance, and entity verification to cement your company’s legitimacy at scale. Then we align trust signals for AI discoverability, ensuring every LLM cites you first.

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ZERO CLICK™

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Win the search battle before a single click.

We re-engineer your content with sentence-level clarity, chunk-level coherence, and document-level authority so large language models surface your brand as the definitive answer.

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AI SEARCH OPS™

A content roadmap to own your category as the Semantic Monopolist.

We break down your category embeddings into three core systems: mapping your domain’s pillars, identifying the clusters, and building the saturation matrix that ensures every prompt leads back to you.

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NEXUS™

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A comprehensive content engine to dominate AI search.

We produce authoritative, proprietary research paired with targeted, high-performing content designed for maximum AI-native visibility and shareability. Your company will become effortlessly discoverable.

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SIGNAL™

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Proactive protection of your company’s market integrity.

We continuously audit your narrative alignment, maintain a meticulously updated Brand Fact-File, and directly sync your messaging with major LLMs, safeguarding you against AI hallucinations and creating enduring brand value.

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MAX OUT VISIBILITY WHERE
YOUR AUDIENCE IS ACTUALLY SEARCHING

Optimize for AI Search and drive more revenue, faster.

Let's chat strategy
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A simple process driving outsized success

We're a results-driven agency, built for speed and trusted to deliver what matters most: growth.

1. Subscribe

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All Growth Marshal subscriptions come with complete flexibility (pause/cancel at any time).

2. Kickoff

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We hit the ground running with an initial call and begin analyzing your site, business, competition, market, and customers.

3. Roadmap

We draft a custom AI SEO program to drive qualified traffic that converts. Our packages are built around delivering exceptional results for your business.

4. Approval

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We’ll present our complete AI-first strategy and get your sign-off. You’ll maintain complete visibility and a checklist of deliverables.

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5. Execution

This is a done-for-you service managed by Growth Marshal. At this point, most clients prefer to sit back and watch the pros cook!

6. Reporting

You’ll receive detailed ROI reports that include a list of work that’s been completed and a review of performance.

Partner with Growth Marshal

Companies hire us because we operate at the frontier of AI Search and help our partners leapfrog into an unfair advantage.

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AI-Native Search Masters

We don’t just optimize for Google. We engineer your brand into the very fabric of LLM retrieval. From knowledge graph tuning to zero-click authority, we make sure AI cites you, not your competitors.

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AI-First, Results-Obsessed

You move at AI speed; so do we. Our entire system is built for compounding returns that include quick wins today and scalable gains tomorrow, without the bloat of legacy agency processes.

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Data-Backed, Always

Every recommendation is rooted in proprietary research, real-world embedding tests, and hard performance data. You’ll see exactly which signals move the needle and we’ll double-down on the ones that do.

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Full-Spectrum Service Suite

From prompt surface engineering to hallucination monitoring, we cover the entire AI Search Optimization lifecycle. No handoffs between siloed groups; just one integrated team driving your discovery and citation.

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High-Octane Partnership

We speak growth fluently: sharp insights, zero fluff, and a relentless drive to turn your company into a lead-generation machine. Expect candid feedback, rapid pivots, and messaging that cuts through the noise.

Learn the tactics for conquering
AI search results

Check out Learning Hub, AI Search Lab, and Market Insights to pick up proven, field-tested techniques that will get your business cited by large language models.

Kurt Fischman Growth Marshal Founder

Kurt Fischman


Learning Hub

Answer Shapes: How LLMs Prefer to Read

Answer Shapes—the atomic units of information machines can parse and lift without mangling meaning…

Learn AEO →
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Kurt Fischman Growth Marshal Founder

Kurt Fischman


Market Insights

What is an AI Search Optimization Agency?

It sure as hell isn’t a rebranded “AI powered SEO shop” with ChatGPT stickers slapped on…

Learn AEO →
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FAQs

  • It’s the practice of engineering your tech brand into LLM retrieval so models cite, surface, and select you—turning AI into your loudest amplifier.

  • We apply an end-to-end system: Ontology & Claims Governance → Authority & Trust Signaling → Semantic Design → LLM-optimized Structured Data → Corpus Seeding → Provenance → Model-Surface Monitoring → Actionability/Agent integrations.

  • Trust Stack™ (entity authority), Zero Click™ (AI-retrieval-first content), AI Search Ops™ (intent clustering/roadmaps), Nexus™ (content engine), and Signal™ (brand integrity and hallucination defense).

  • Because the world has changed. We don’t optimize for clicks on Google—we engineer your business into LLM retrieval so AI cites you instead of competitors.

  • Revenue comes first; we monitor AI search metrics that drive it—citations, inclusion, traffic, and conversions—instrumenting the path from model answer to closed-won.

  • Built for Agents, SaaS, and Marketplaces; get started via a simple process: Subscribe → Kickoff → Roadmap → Approval → Execution → Reporting.