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A Systematic Approach to Search Visibility

Search Systems Engineering isn’t a collection of tactics—it’s a repeatable methodology for building visibility across every platform where customers discover businesses. Here’s how it works.

The 4-Step Framework

Discover → Check → Publish → Test

Our methodology treats AI visibility as experiment-driven optimization—not guesswork. Each step builds on the previous one, creating a system that improves continuously.

Discovery and search strategy

STEP 1: DISCOVER

Convert Keywords to Conversational Queries

Traditional SEO focuses on keywords like “plumber Dallas” or “CRM software.” But AI
platforms respond to questions: “Who’s the best plumber near me?” or “What CRM is best
for a 10-person sales team?”
In the Discover phase, we research how your customers actually ask questions—the
conversational queries they type into ChatGPT, speak to voice assistants, and search on
Google.

What happens in Discover:

  • check_smallKeyword
    research translated into conversational query mapping
  • check_smallCompetitor
    analysis: What queries do competitors appear for?
  • check_smallIntent
    categorization: Informational, commercial, transactional, navigational
  • check_smallQuery
    fan-out analysis: What sub-queries do AI platforms generate?
  • check_smallPrompt
    library creation: 20-80 queries tailored to your business
Content and system setup

STEP 2: CHECK


Establish Your AI Visibility Baseline

Before optimizing, we need to know where you stand. The Check phase tests how AI
platforms currently respond to queries relevant to your business.
We test across multiple platforms because each responds differently. A business might be
invisible on ChatGPT but mentioned on Perplexity—or vice versa.

What happens in Check:

  • check_smallBaseline
    testing across ChatGPT, Gemini, Perplexity, and Copilot
  • check_smallAI
    visibility scoring for each query (1-5 scale)
  • check_smallCompetitor
    visibility comparison
  • check_smallGap
    identification: Where are you missing vs. where do you appear?
  • check_smallTraditional
    SEO audit: Rankings, technical health, content analysis
Optimization and scaling

STEP 3: PUBLISH


Create AI-Optimized Content and Technical Foundations

With baseline data in hand, we build. The Publish phase creates and optimizes the
content, technical infrastructure, and authority signals that AI platforms use to
understand and recommend your business.
This isn’t about gaming AI systems—it’s about making your business genuinely easy for AI
to understand, verify, and recommend.

What happens in Publish:

  • check_smallContent
    creation: FAQ sections, blog posts, service pages optimized for AI
    extraction
  • check_smallSchema
    markup implementation: Local Business, FAQ Page, Product, How it works
  • check_smallTechnical
    optimization: llms.txt, AI crawler access, site performance
  • check_smallCitation
    building: Directory listings with consistent NAP
  • check_smallThird-party
    presence: Review platforms, industry directories, social profiles
  • check_smallGoogle
    Business Profile optimization (for Local track)
Performance tracking and improvement

STEP 4: TEST


Measure, Learn, Refine

AI visibility isn’t static. Platforms change, competitors optimize, and user behavior
evolves. The Test phase creates a feedback loop that drives continuous improvement.
We re-test visibility monthly (or bi-weekly for Scale tiers), compare against baseline,
and adjust strategy based on what’s working.

What happens in Test:

  • check_smallRegular
    AI visibility re-testing against baseline
  • check_smallPerformance
    analysis: What improved? What didn’t?
  • check_smallContent
    optimization based on AI feedback
  • check_smallStrategy
    refinement: Double down on what works, pivot from what doesn’t
  • check_smallCompetitive
    monitoring: Track changes in competitor visibility

What to Expect: The First 6 Months

Every engagement follows a structured timeline that balances quick wins with sustainable, long-term visibility building.

foundation

Month 1: Foundation Setup

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    Onboarding call and access setup
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    Initial audits: Website, technical SEO, competitive analysis
  • check
    AI visibility baseline testing across all platforms
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    Keyword and conversational query research
  • check
    Schema markup implementation
  • check
    AI Technical setup: llms.txt, crawler configuration
  • check
    Reporting dashboard configuration
  • check
    Strategy call to review findings and priorities
article

Month 2: Content & Authority Building

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    Content production begins: FAQ sections, blog posts, page optimization
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    Citation submissions (Local track)
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    Google Business Profile optimization (Local track)
  • check
    Third-party profile setup (National/SaaS track)
  • check
    First AI visibility check vs. baseline
  • check
    Strategy call to review progress
trending_up

Month 3: Optimization & Expansion

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    Full AI visibility re-test and comparison to baseline
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    Content optimization based on AI feedback
  • check
    Expanded content coverage for priority queries
  • check
    Review acquisition support
  • check
    First performance report delivered
  • check
    Strategy refinement based on data
stacked_line_chart

Months 4-6: Scale & Compound

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    Ongoing content production per tier specifications
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    Regular AI visibility testing (monthly or bi-weekly)
  • check
    Authority building through third-party mentions
  • check
    Technical optimization refinements
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    Quarterly Business Review (QBR) at month 6
After month 6, the system enters maintenance and expansion mode—protecting gained visibility while identifying new opportunities.

Your Role in the Process

Our pricing model keeps costs accessible by dividing responsibilities strategically. We handle strategy, execution, and optimization. You provide access, information, and approvals.

settings

One-Time Setup (During Onboarding)

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    Google Business Profile access (owner or manager level)
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    Website CMS access or developer contact
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    20+ business photos (exterior, interior, team, work samples)
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    Complete service/product descriptions
  • check
    Service area details and hours of operation
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    3 customer testimonials with attribution
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    Staff bios and headshots (key team members)
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    Certifications and licenses documentation
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    Competitor list (top 5-10)
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Ongoing (Monthly)

Submit new business photos
Monthly

15-30 min

Approve content before publishing
Weekly

10-15 min

Approve review responses
As needed

5 min each

Provide case study inputs
Quarterly

30 min

Report product/service updates
As needed

10 min

Attend strategy call
Per tier

30-45 min

Total time commitment: Most clients spend 2-4 hours per month on their Search Systems engagement.

Our Deliverables

Every engagement includes strategic oversight, technical execution, content production, and performance tracking.

track_changes

Strategy & Oversight

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    Dedicated strategist for your account
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    Regular strategy calls (monthly or bi-weekly based on tier)
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    Quarterly Business Reviews with executive summary
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    Strategic recommendations and priority guidance
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    Escalation handling and issue resolution
smart_toy

AI Visibility

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    Baseline AI visibility testing from day one
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    Ongoing AI visibility monitoring (20-80+ prompts based on tier)
  • check
    Platform coverage: ChatGPT, Gemini, Perplexity, Copilot
  • check
    AI visibility reports with scoring and trends
  • check
    Competitive AI visibility tracking
edit_note

Content Production

  • check
    Blog posts (2-5/month based on tier)
  • check
    FAQ content and page optimization
  • check
    Google Posts (Local track: 4-8/month)
  • check
    Case studies (quarterly)
  • check
    Service/product page optimization
settings

Technical SEO

  • check
    Schema markup implementation and maintenance
  • check
    Technical audits and issue resolution
  • check
    AI Technical setup: llms.txt, crawler configuration, Index Now
  • check
    Site health monitoring
  • check
    Performance optimization recommendations
location_on

Local Visibility (Local Track)

  • check
    Google Business Profile optimization
  • check
    Citation building and management (15-25+ directories)
  • check
    NAP consistency monitoring
  • check
    Review management support
analytics

Reporting & Analytics

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    Dashboard access with real-time metrics
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    Monthly or bi-weekly performance reports
  • check
    AI visibility trend tracking
  • check
    Traditional SEO metrics (rankings, traffic, conversions)

A System, Not Tactics

Most SEO agencies sell tactics: “We’ll get you backlinks” or “We’ll optimize your keywords.” Tactics can work, but they’re fragile. Algorithm changes break them. Competitors copy them. Results fade. Search Systems Engineering is different. It’s a system—a repeatable process that adapts to change, compounds over time, and builds durable competitive advantage.

science

Experiment-Driven, Not Assumption-Based

We don’t assume we know what will work. We test, measure, and adjust. AI platforms are unpredictable—what works for one business may not work for another. The Test phase ensures we’re always learning and optimizing based on real data.

psychology

AI-First, Not AI-Added

Many agencies treat AI optimization as an afterthought—a checkbox to add after traditional SEO. We build AI visibility into the foundation from day one. Every piece of content, every technical decision, every strategy choice considers both traditional and AI discovery.

settings_suggest

Process Over Personalities

Our methodology is documented, repeatable, and trainable. Your success doesn’t depend on one brilliant person having a good day—it depends on a proven system executed consistently.

visibility

Transparency Throughout

You see everything: the baseline data, the AI visibility scores, the content we create, the results we achieve. No black boxes, no mysterious “proprietary methods.” You understand exactly what we’re doing and why.

Frequently Asked Questions

Frequently Asked Questions

AI visibility can shift within weeks as we optimize content structure and authority signals. Traditional SEO improvements typically take 3-6 months. We focus on building durable visibility that compounds over time rather than chasing short-term wins. You'll see measurable progress in AI visibility scores within the first 60-90 days.

Most SEO agencies focus exclusively on Google rankings. We optimize for Google AND AI platforms (ChatGPT, Gemini, Perplexity) AND voice search—all in one coordinated system. We also test AI visibility systematically, which most agencies don't do at all.

Not necessarily. Some clients keep their existing agency for specific functions (like paid media) while we handle search visibility. Others consolidate with us for simplicity. We're happy to coordinate with existing partners or take over entirely—whatever makes sense for your situation.

Most clients spend 2-4 hours per month on their Search Systems engagement. This includes providing photos and updates, approving content, and attending strategy calls. We handle the heavy lifting of strategy, execution, and optimization.

They will—constantly. That's why our Test phase creates a continuous feedback loop. We monitor changes, re-test visibility, and adjust strategy accordingly. The system is designed to adapt, not break when platforms evolve.

During your free AI Visibility Assessment, we'll show you real examples of how businesses move from "not mentioned" to "recommended" on AI platforms. We'll also test your current visibility so you can see exactly where you stand.

Engagements continue month-to-month after the initial commitment period. Most clients stay long-term because AI visibility requires ongoing attention—platforms change, competitors optimize, and new opportunities emerge. You can adjust your tier, add or remove modules, or cancel with appropriate notice.

Ready to See the System in Action?

Start with a free AI Visibility Assessment. We'll test how AI platforms currently respond to queries in your industry and market—and show you exactly where the opportunities are.