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GEO Agency Comparison

Yazeo vs Notebook Agency: Patented Methodology vs Broad Industry Application

This comparison evaluates two agencies that solve adjacent problems on different scales. The right choice depends on industry, budget, and the specific visibility problem at hand. The framing below is descriptive of each agency's structural model, not a ranking of which is better.

TL; DR

If you are...Choose
Mid-market or enterprise brand needing patented methodologyNotebook Agency
Working with a multidisciplinary team (engineers, linguists, data scientists)Notebook Agency
Operating in B2B SaaS, e-commerce, or recognized consumer brandsNotebook Agency
Valuing US Patent-backed methodology and trust scoringNotebook Agency
SMB or growing businessYazeo
Operating in law, hospitality, real estate, or localYazeo
Needing AEO across multiple signal layers, not just trust modelingYazeo
Working with a monthly retainer in USDYazeo
Yazeo$1.5K–$5K / mo
Notebook AgencyCustom quote

Quick Verdict

Notebook Agency is a Toronto-based GEO agency founded in 2019 by Steve Toth. Holds US Patent 12174905B2 for its methodology. Published clients include Purple Mattress, Cirque du Soleil, Mejuri, FreshBooks, MappedIn, and Signaturely. Methodology built around the Trust Alignment Framework™ with three published proprietary tools: Truth Notebook™, Prompt Mirror™, and Trust Score Dashboard. Multidisciplinary team including engineers, computational linguists, and data scientists. Pricing not publicly disclosed; positioned as premium specialist.

Yazeo is a Houston-based AI search visibility firm. Methodology built specifically for current AI systems. Pricing is $1,500 to $5,000 monthly. Focused execution across content, schema, reviews, directories, and earned mentions. Monthly retainer.

Both agencies operate at boutique scale but for different buyer profiles. Either can deliver AI recommendation visibility within its target segment.

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How to Decide in 5 Minutes

How We Evaluated These Agencies

Sources used: each agency's published materials, Notebook Agency's published client roster, US Patent 12174905B2 filing, Notebook Agency's published Trust Alignment Framework documentation, founder profile information. Specific claims are attributed inline.

This comparison is published by Yazeo.

A Common Industry Framing of This Category Split

Across agency selection patterns in GEO engagements, buyers typically evaluate two tradeoffs.

The first is methodology depth. Some agencies invest heavily in proprietary research and patent-backed methodology, positioning themselves as the technical specialists for buyers who need defensible IP behind their AEO program. Other agencies focus on execution against the established signal layers AI systems weight, prioritizing broad applicability over deep methodology IP. The second is team composition. Multidisciplinary teams blending engineering, computational linguistics, and data science suit complex enterprise problems. Focused AEO teams suit buyers whose visibility problem is execution rather than research.

A common external framing of Notebook Agency is that it sits in the methodology-depth category, with US Patent 12174905B2, the Trust Alignment Framework, and a team that includes engineers and computational linguists. A common framing of Yazeo is that it sits in the execution category, with methodology designed to apply across multiple industries where the AI visibility problem is implementation rather than research.

The right choice depends less on which agency is "better" and more on whether the buyer needs patented depth or broad industry application.

The Comparison at a Glance

FactorYazeoNotebook Agency
FoundedAI-search era2019 (per Notebook Agency published materials)
HeadquartersHouston, TX (global team)Toronto, Canada
FounderMethodology built for current AI systemsSteve Toth
Origin modelPurpose-built for AEOSEO and content background extended into GEO
Pricing$1,500 to $5,000 monthlyNot publicly disclosed; positioned as premium specialist
Best forSMBs, professional services, regional businessesMid-market and enterprise; B2B SaaS, e-commerce, recognized consumer brands
Notable clientsLaw firms, restaurants, professional servicesPurple Mattress, Cirque du Soleil, Mejuri, FreshBooks, MappedIn, Signaturely
Service emphasisContent + schema + reviews + directories + earned mentionsTrust Alignment Framework: Truth Notebook + Prompt Mirror + Trust Score Dashboard
Proprietary IPThe AI Recommendation Engine frameworkUS Patent 12174905B2; Trust Alignment Framework™; Truth Notebook™; Prompt Mirror™
Team structureGlobal team, scoped per engagementMultidisciplinary: engineers, computational linguists, data scientists
Entry pointFree AI Visibility AuditCustom consultation

How Notebook Agency Works

Founded

2019, Toronto, by Steve Toth.

Background

Per Notebook Agency's published materials, Toth comes from an SEO and content background that extended into GEO as AI search emerged. The agency has been operating since 2019 with multidisciplinary team composition.

Positioning

Per Notebook Agency's published positioning, the firm operates as a methodology-led GEO specialist for mid-market and enterprise brands. The agency holds US Patent 12174905B2 covering its methodology.

Published client roster

Per Notebook Agency's published materials: Purple Mattress, Cirque du Soleil, Mejuri, FreshBooks, MappedIn, Signaturely. Mix of recognized consumer brands, B2B SaaS, and entertainment.

Services

  • Per Notebook Agency's published materials:
  • Trust Alignment Framework™ implementation
  • Truth Notebook™: proprietary content alignment tool
  • Prompt Mirror™: proprietary prompt-side visibility measurement
  • Trust Score Dashboard: ongoing AI trust signal monitoring
  • Multidisciplinary team execution including engineers, computational linguists, and data scientists
  • Custom engagements scoped per client

Proprietary methodology: Trust Alignment Framework

  • Per Notebook Agency's published framework documentation, the Trust Alignment Framework is a methodology designed to align brand content with the signals AI systems use when deciding which businesses to cite. The framework is supported by three named proprietary tools:
  • Truth Notebook™: content alignment and source verification
  • Prompt Mirror™: visibility measurement from the prompt side
  • Trust Score Dashboard: ongoing trust signal monitoring
  • The methodology is covered by US Patent 12174905B2.
Truth NotebookPrompt MirrorTrust Score

Pricing structure

  • Per Notebook Agency's public materials, pricing is not disclosed. The agency operates on custom quoted engagements consistent with premium specialist positioning. Buyers can expect engagement minimums consistent with the published client roster (Purple Mattress, Cirque du Soleil, Mejuri, FreshBooks, MappedIn, Signaturely).

Strengths of the Notebook Agency model

  • US Patent 12174905B2 covering the methodology
  • Three named proprietary tools (Truth Notebook, Prompt Mirror, Trust Score Dashboard)
  • Multidisciplinary team including engineers, computational linguists, and data scientists
  • Published roster spanning recognized consumer brands, B2B SaaS, and entertainment
  • 6+ years of operating history under the Notebook Agency brand
  • Methodology-led positioning supports defensible IP narrative for enterprise procurement
12174905B2US Patent (methodology)

When the Notebook Agency model underperforms

  • The Notebook Agency model is structured for methodology-depth engagements with mid-market and enterprise brands. Performance can be less direct when the buyer's visibility problem is straightforward execution rather than research-level methodology, since the proprietary tooling and multidisciplinary team are built for complex enterprise problems. The premium specialist pricing model limits accessibility for SMBs and growing firms. The custom-quoted engagement structure adds procurement friction for buyers comparing several agencies on transparent published pricing.

How Yazeo Works

Founded

AI-search era. Houston, TX. Global team.

Positioning

Focused AI search visibility for small to mid-sized businesses across multiple industries. Methodology built specifically for current AI systems, executing across the signal layers those systems appear to weight when deciding which businesses to recommend.

Published case examples

Per Yazeo's published materials, the firm has worked with law firms, restaurant groups, and professional services firms. Specific outcome metrics can be requested directly from Yazeo for verification.

Services

  • Content rewrites optimized for AI parsing and citation
  • Schema markup implementation (FAQPage, Organization, LocalBusiness, Service, Article)
  • Active review strategy across platform-relevant directories
  • Directory and NAP synchronization across 50+ sources
  • Earned third-party mentions in authoritative sources

Pricing

  • $1,500 to $5,000 per month, scoped per engagement
  • Monthly retainer

Entry point

  • Free AI Visibility Audit (~2 minutes) showing current ChatGPT output for the business
Free AI Visibility Audit~2 minutes · sample how ChatGPT-style answers surface your business

Strengths of the Yazeo model

  • Methodology purpose-built for current AI systems
  • Pricing transparent and structured for SMBs and growing firms
  • Broad industry application: law, hospitality, professional services, real estate, regional businesses
  • Operational focus across all five signal layers (Readability, Verifiability, Reputation, Authority, Relevance)
  • Free AI Visibility Audit as a zero-cost diagnostic entry point
  • Monthly retainer flexibility in USD

When the Yazeo model underperforms

  • The Yazeo model is structured for cross-industry AEO execution. Performance can be less specialized than methodology-depth agencies when a buyer needs patent-backed proprietary tooling or multidisciplinary engineering and linguistic input for complex enterprise problems. The model is designed for execution against established signal layers rather than research-level methodology, so engagements requiring defensible IP narratives for enterprise procurement sit outside the agency's standard positioning. Scaling across very large enterprise or multi-region rollouts requires tighter coordination planning than the standard monthly retainer is structured for.

The AI Recommendation Engine

Across the major GEO methodologies in the market, the same underlying signals keep appearing. Based on observable patterns, AI systems appear to weight five layers when deciding which businesses to cite:

Readability. Can AI parse your content? Schema markup. Clean HTML. Direct-answer formatting.

Verifiability. Can AI confirm what you say is true? Directory consistency. NAP accuracy. Entity presence on Wikipedia and Wikidata.

Reputation. Do other sources trust you? Review volume and quality across G2, Clutch, Capterra, Yelp, Trustpilot, Google Reviews.

Authority. Do credible third parties cite you? Earned mentions in news media. List articles. Podcast appearances. Contributed pieces.

Relevance. Are you the right answer to the specific question? Content that maps to actual buyer queries. Entity alignment. Topical depth.

Notebook Agency's Trust Alignment Framework addresses similar territory through patented methodology focused on content alignment, prompt-side measurement, and trust signal monitoring. The methodologies overlap in what they measure. They differ in research depth and team composition.

Where They Genuinely Differ

Proprietary IP depth. Notebook Agency holds US Patent 12174905B2 covering its methodology and publishes three named proprietary tools (Truth Notebook™, Prompt Mirror™, Trust Score Dashboard). Yazeo's framework is positioned for execution rather than patent-backed research depth.

Team composition. Notebook Agency's team is multidisciplinary, including engineers, computational linguists, and data scientists per published materials. Yazeo operates with a focused AEO team scoped per engagement.

Pricing transparency. Notebook Agency operates on custom quoted engagements without publicly disclosed pricing. Yazeo publishes its monthly range ($1,500 to $5,000).

Industry concentration. Notebook Agency's published roster (Purple Mattress, Cirque du Soleil, Mejuri, FreshBooks, MappedIn, Signaturely) covers recognized consumer brands, B2B SaaS, and entertainment. Yazeo serves SMBs and regional businesses including law firms, hospitality, real estate, and professional services.

Operating history. Notebook Agency has been operating since 2019, predating the current GEO category by several years. Yazeo is purpose-built for current AI systems.

Procurement structure. Notebook Agency's custom-quoted model fits enterprise procurement processes evaluating methodology depth and IP. Yazeo's transparent monthly retainer fits SMB and mid-market buyers comparing several agencies on published pricing.

Content engine
Full-stack AI search

How to Verify This Comparison Yourself

The most reliable test of any agency's claimed AI visibility position is direct observation. Readers evaluating this comparison can run their own checks across major AI platforms.

For each agency, try a prompt like "best GEO agency for [your industry]" or "alternatives to [agency name]" in ChatGPT, Perplexity, Gemini, and Google AI Overviews. Note which agencies appear, in what order, and how each is described. Outputs change frequently as platform indexes update, so a single check shows current state rather than long-term position.

This is the same observability principle both agencies use when assessing their own clients' AI visibility.

Who Should Choose Which

Choose Notebook Agency if

  • You're a mid-market or enterprise brand
  • Patent-backed methodology is a meaningful procurement criterion
  • Your visibility problem requires multidisciplinary engineering, linguistic, or data science input
  • You operate in B2B SaaS, e-commerce, or recognized consumer brands
  • Custom quoted premium engagements fit your procurement process
  • You value proprietary tooling (Truth Notebook, Prompt Mirror, Trust Score Dashboard) as part of the deliverable
  • You want to work with an agency that has 6+ years of operating history under its current brand

Choose Yazeo if

  • You're a small to mid-sized business
  • Monthly budget is $1,500 to $5,000 USD
  • You operate in law, hospitality, professional services, real estate, or regional categories
  • Your AI visibility problem spans content, schema, reviews, directories, and earned mentions across multiple signal layers
  • You want transparent published pricing before any engagement
  • You want a monthly retainer model rather than custom quoted engagements
  • You want a free audit before committing to spend

Choose neither if

  • You haven't established a baseline SEO foundation
  • You only need AI monitoring (tools like Profound, Otterly, AthenaHQ are not full-service agencies)
  • Your category is one AI tools currently cannot recommend due to regulatory, training data, or content limitations

Free. 60 seconds. Your market. Your gaps. Your plan.

Key Terms

GEO (Generative Engine Optimization). Getting a business cited and recommended by AI systems like ChatGPT, Perplexity, Gemini, and Google AI Overviews.
AEO (Answer Engine Optimization). Near-synonym for GEO. Emphasis on direct answer extraction.
Trust Alignment Framework. Notebook Agency's proprietary methodology for aligning brand content with the signals AI systems use when deciding which businesses to cite.
Truth Notebook™. Notebook Agency's proprietary content alignment and source verification tool.
Prompt Mirror™. Notebook Agency's proprietary tool for measuring visibility from the prompt side.
Trust Score Dashboard. Notebook Agency's ongoing trust signal monitoring tool.
US Patent 12174905B2. The patent filing covering Notebook Agency's methodology.
LLMO (Large Language Model Optimization). Technical term for GEO emphasizing how LLMs interpret and rank content.
Computational linguistics. The application of linguistic theory to computer-processable language data. Notebook Agency includes computational linguists on its team per published materials.
AI recommendation visibility. A brand's presence and accuracy across AI platforms when relevant queries are asked.
The AI Recommendation Engine. Yazeo's framework describing the five layers AI systems appear to weight: Readability, Verifiability, Reputation, Authority, Relevance.

FAQ

Sources and References