Every software buyer’s journey now begins with an LLM.
AI Search Optimization for
Tech Companies
Turn AI into your loudest amplifier and get your tech brand cited, surfaced, and selected in the results that matter.
Your Tech Expertise Deserves To Be the Answer
We’ve built the category-defining frameworks that unlock discovery in AI-Native Search. With us, your growth is a foregone conclusion.
Truth → Presence → Architecture → Markup → Distribution → Provenance → Monitoring → Actionability
Ontology & Claims Governance
Domain Ontology | Controlled Vocabulary | Claims Registry | Versioning | Collision Handling | Authoritative Storage
LLMs index claims about entities. Without a canonical map of entities, relationships, and claims—plus version control—models will invent or conflate facts.
We establish undeniable factual accuracy and authority so that AI models trust and cite you.
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.
We secure your footprint across AI surfaces, knowledge graphs, and trusted data sources.
Semantic Design & Enrichment
Embedding Coherence | Semantic Chunking | Monosemantic Definitions | Prompt-Aligned Headings
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.
We organize content with precision so both humans and LLMs can navigate it.
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.
We deploy structured data and schema to make content machine-readable and AI-ingestible.
Corpus Seeding & Distribution
Dataset Publishing | Scholarly & Open Repos | Developer & Data Hubs | Embeddings & Exports
LLM visibility also comes from off-site ingestion pipelines (academic repositories, code/data hubs etc). Seeding content into these ecosystems increases the odds of inclusion.
We strategically seed optimized content where AI models and audiences will find it first.
Provenance &
Content Authenticity
Traceability Hooks | Machine-Readable Licensing | Authorship | Authenticity for Media | Compliance
Curators and model builders prefer assets with clear rights, provenance, and audit trails. Strong, machine-readable signals reduce ingestion friction and P(recommendation).
We embed attribution and trust signals so the correct brand is recognized as the source.
Model-Surface Monitoring
LLM Visibility Audits | Embedding Drift Detection | Citation Quality Scoring | Closed-Loop Content Updates
AI Search Optimization is inherently opaque. Continuous intelligence on how, where, and whether your content appears is essential to iterate.
We track AI citations, rankings, and coverage to confidently know how visible you are.
Actionability & Agent Integrations
Traceability Hooks | Machine-Readable Licensing | Authorship | Authenticity for Media | Compliance
Agents don’t just answer—they do. Brands that expose clean, well-documented actions become the default “tool” a model recommends or calls.
We help turn real-time agent actions into continuous growth and a competitive advantage.
Set Your Demo Requests on Auto-Pilot
Maximize discoverability across ChatGPT and the entire AI Search ecosystem. If your audience is asking questions on an LLM, we’ll get you positioned as the answer.
Semantic SEO – Content for AI Crawlers
Semantic SEO aligns content with AI models' understanding of meaning and context. Turn AI comprehension into your competitive advantage and take control of the conversation.
Knowledge Graph Optimization
Knowledge Graph Optimization enhances your entity’s prominence and trustworthiness in AI-generated answers. Position yourself as the single authority LLMs consistently choose.
Entity SEO – Content for LLM Recognition
Entity SEO structures content around discrete concepts that AI models recognize and rank. We’ll make it effortless for AI to understand your content and pick it first, every single time.
Semantic Query Alignment
Semantic Query Alignment matches content to the precise intent behind the user queries entered into AI models. Become the answer your prospects see—and trust— when they ask AI for solutions.
AI Visibility – Scale Your Citation Rate
AI Visibility determines how frequently AI models cite your content in generated answers. Let’s turn every AI interaction into an inbound opportunity, before your competitors get the chance.
READY TO 10x AI-NATIVE GROWTH?
Stop Guessing and Start Optimizing for AI Search
Or → Start Turning Prompts into Pipeline!
Proprietary AI Visibility Solutions for
Agents, SaaS, and Marketplaces
Unlock the exact AI search strategies powering some of today’s fastest-growing businesses, purpose-built to drive growth directly from LLMs.
TRUST STACK™
All-in-one framework for establishing bulletproof entity authority.
We layer precise structured data, Knowledge Graph integration, claims governance, and verified authorship to cement your brand’s legitimacy at scale. Then we align trust signals for AI discoverability—ensuring every LLM cites you first.
ZERO CLICK™
Win the search battle before a single click.
We sculpt your content with pinpoint semantic accuracy, optimized for AI retrieval and tuned precisely to real-world user prompts—making your brand the irresistible choice every time a language model searches for answers.
AI SEARCH OPS™
A precision-built system that transforms raw prompts into intent clusters.
We collect relevant queries, group them into intent clusters, rank each by business impact, and deliver a target content blueprint—ensuring that you only create content proven to drive leads from AI-native platforms.
NEXUS™
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. By combining structured data and interactive toolkits, your content becomes effortlessly discoverable.
SIGNAL™
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.
💜 by Growth Teams Across Tech
Whether you’re just starting out, or operating daily in high-competition markets, Growth Marshal is the agency of choice when it comes to turning AI search into sales.
Alex Melnyk
Co-founder & CEO at Modality
“Growth Marshal turned AI search into a core component of our user acquisition strategy. It has been a lot more cost effective compared to paid search.”
Luke Carter
Co-founder at BraveBrand
“We needed expertise around showing up in ChatGPT and Growth Marshal just hit the ground running and never stopped. They're an ideal choice for businesses preparing for mass AI adoption.”
Michele Marchand
Founder at The Better Scalp Company
“Kurt has a deep understanding of how LLMs work and presented a clear plan to capture traffic from ChatGPT. He absolutely delivered.”
160%
AI-sourced traffic increase over
5 months.
49%
Increase in product
sales.
Troy Buckholdt
CEO at CourseCareers
“What stands out is Growth Marshal’s technical approach to AI search. They’ve got this down to a science and have been a rock-solid partner.”
112%
LLM-driven traffic increase within 4 months.
79%
Growth in user sign-ups over 120 days.
Stephanie Ciccarelli
CMO at Lake
“Kurt rewired the way AI sees us. It’s the most leverage we’ve ever had from a marketing engagement. And it all happened in three weeks!”
#1
AI Visibility ranking, overtaking Airbnb.
15x
U.S. AI answer-citation share.
Dev Chatterjee
Founder at Inbound Medic
“My collaboration with Growth Marshal has been excellent. It didn’t take long for new, high-intent leads to start showing up on a steady basis.”
91%
Increase in traffic
over 6 months.
63%
Jump in new accounts over the first 6 months.
Marthe Naudts
Head of Growth at Espresso AI
“Growth Marshal has been communicative and incredibly helpful. We’re impressed with the amount of mentorship and feel guided and supported every step of the way.”
Dawn Foster
COO at Urban Carry
“It’s not just the great results he delivers but also Kurt’s approach to working with our whole team on AI marketing. The engagement has surpassed expectations.”
Our Simple Process,
Your Outsized Success
We're a results-driven agency, built for speed and trusted to deliver what matters most: sustainable growth.
1. Subscribe
All Growth Marshal subscriptions come with complete flexibility (pause/cancel at any time).
2. Kickoff
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
We’ll present our complete AI-first strategy and get your sign-off. You’ll maintain complete visibility and a checklist of deliverables.
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.
Why Work With Growth Marshal
Clients partner with us because we're way ahead of the pack, operating at the very frontier of AI Search—developing, testing, and perfecting new strategies that are designed to deliver an unfair advantage.
AI-Native Search Expertise
We don’t optimize for clicks on Google—we engineer your business into the very fabric of LLM retrieval. From knowledge graph tuning to zero-click authority, we make sure AI cites you, not your competitors.
Results-First
Revenue is all that matters, so we track the AI search metrics that measurably create it—citations, inclusion, traffic, and conversions. We instrument the full path from model answer to closed-won, and optimize every lever in between.
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.
Full-Spectrum Service Suite
From prompt surface engineering to hallucination monitoring, we cover the entire AI Search lifecycle. No handoffs between siloed groups—just one integrated team driving your discovery and citation.
High-Octane Partnership
We speak the language of business fluently: sharp insights, zero fluff, and a relentless drive to turn your company into a lead-generation machine. Expect candid feedback and messaging that cuts through the noise.
Learn the Tactics for Conquering
AI Search Results
Check out our Learning Hub, AI Search Lab, and Market Insights to pick up field-tested techniques that will get your business cited by large language models.
Kurt Fischman
Answer Shapes: How LLMs Prefer to Read
Answer Shapes—the atomic units of information machines can parse and lift without mangling meaning…
Kurt Fischman
What is an AI Search Optimization Agency?
An AI Search Optimization agency is not a rebranded SEO shop with ChatGPT stickers slapped on…
FAQs
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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.
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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.
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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).
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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.
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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.
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Built for Agents, SaaS, and Marketplaces; get started via a simple process: Subscribe → Kickoff → Roadmap → Approval → Execution → Reporting.