How to Do Generative Engine Optimization: A Step-by-Step Practical Framework

Published on November 21, 2025 by Richard Lowenthal

GEO Framework

A Continuous Cycle for AI Search Optimization

1
Choose AI Target
2
Research Keywords
3
Prioritize Volume
4
Generate Questions
5
Test Ranking
6
Blue Ocean Strategy
7
Create Content
8
Submit to Engines
9
Build Backlinks
10
Monitor Performance

TL;DR

Generative Engine Optimization in 10 Steps:
  1. Choose your target AI
  2. Research keywords using tools with real data
  3. Prioritize high volume + low difficulty keywords
  4. Generate questions people actually ask
  5. Check if you are mentioned
  6. Find your blue ocean - differentiate, don't compete directly
  7. Create unique content with fresh dates, H1/H2, FAQ and HTML visualizations
  8. Submit to Google, Bing, Perplexity Pages
  9. Build backlinks (optional)
  10. Monitor performance

Key principle: Unique positioning + consistency beats domain authority.


Introduction

You're about to learn a competitive intelligence framework that actually works. No big budgets, no giant domain authority needed. This isn't theory. It's a step-by-step process that focuses on differentiation over direct competition and uses real data instead of guesswork.

Ready to get your content cited in AI results? Let's begin.


Step 1: Choose Your Primary AI Target

Why Prioritization Matters

Not all AI engines work the same way. Each platform has different ranking factors, user behaviors, and content preferences. While your content will likely show up in multiple AI engines, trying to win in all of them at the same time just spreads you too thin.

You need to pick one as your main focus.

The Big 5 AI Engines

ChatGPT – The household name in conversational AI, with massive user adoption. Increasingly uses SearchGPT for current information, which means it pulls from the web for recent queries.

Perplexity – Positions itself as an "answer engine" with direct citations. Known for actively diversifying sources and giving opportunities to newer content.

Gemini – Google's AI, integrated with YouTube.

Claude – Anthropic's AI assistant, growing in popularity among coders and creators.

Grok – X's (Twitter's) AI engine, with unique access to real-time social data.

Our Recommendation: Start with ChatGPT or Perplexity

For most businesses, we recommend starting with either ChatGPT or Perplexity. Here's why:

ChatGPT has the highest user adoption globally. If you're targeting a broad audience, this is your best bet. However, keep in mind that ChatGPT (especially via SearchGPT) tends to rely more on established domains with strong authority.

Perplexity is ideal if you're building authority or have a newer domain. Research shows that Perplexity actively diversifies sources, meaning you don't need a sky-high domain rating to get cited. It's more merit-based when it comes to content quality and differentiation.

Understanding the Differences

Real data shows significant differences in how these platforms prioritize content. For instance, Perplexity values different content elements than ChatGPT—from citation patterns to freshness signals. A strategy that works beautifully for Perplexity might underperform in ChatGPT, and vice versa.

For a deep dive into these differences, check out this complete guide to getting cited in Perplexity.

Remember: You'll optimize for one, but likely rank in several. The key is to have a primary focus that drives your content decisions.


Step 2: Keyword Research with Statistical Data

Why AI Can't Replace Keyword Research Tools (Yet)

Here's a tempting shortcut: asking ChatGPT or Claude to suggest keywords for your business. While AI can generate creative ideas, it cannot provide the statistical validation you need to make decisions.

AI doesn't have access to:

  • Real search volume data
  • Keyword difficulty scores
  • Trend analysis over time
  • Competitive landscape metrics
  • Related keyword opportunities with actual numbers

This is where specialized SEO tools become essential.

Tools to Use

Savannabay – Specifically designed for GEO with AI-focused metrics and Q&A set analysis.

Ahrefs – Industry-leading SEO tool with comprehensive keyword data, difficulty scores, and SERP analysis.

SEMrush – Excellent for competitive analysis and identifying keyword gaps.

Choose the tool that fits your budget, but don't skip this step. The data these tools provide is your competitive advantage.

The Research Process

Step 1: Brainstorm with AI
Start by using ChatGPT or Claude to generate keyword ideas. Provide context about your business, target audience, and pain points you solve.

Example prompt: "I run a virtual event platform for creative professionals. Generate 30 keyword ideas that potential customers might search for when looking for solutions we provide. Include both broad and specific terms.". While the AI will come up with many long-tail keywords, you will notice that the ones with 2-3 words are the ones which will actually show volume.

Step 2: Run Keywords Through Your Tool
Take the AI-generated list and input these keywords into Savannabay, Ahrefs, or SEMrush. You're looking for:

  • Monthly search volume
  • Keyword difficulty (0-100 scale)
  • Current ranking pages
  • Related questions
  • Search intent

Step 3: Export and Organize
Create a spreadsheet with your findings. Include columns for:

  • Keyword
  • Search volume
  • Difficulty score
  • Current top results (domains)
  • Your differentiation opportunity
  • Priority score (your own ranking system)
Savannabay Keyword Explorer screenshot showing keyword volume, difficulty, and AI Q&A generation options

Example of a Keyword Explorer from Savannabay showing volume and difficulty for each keyword

What to Look For

You're seeking statistical validation that AI cannot provide. Specifically:

  • Volume sweet spot: Keywords with enough search volume to justify your time (typically 200+ monthly searches for niche topics, 1,000+ for broader topics)
  • Difficulty reality check: Understanding what you're up against (established domains, content depth)
  • Trend direction: Is interest growing or declining?
  • Intent clarity: Are people looking for information, or ready to buy?

This data transforms guesswork into strategy. You're no longer hoping your content ranks—you're making calculated decisions based on real market data.


Step 3: Prioritization Strategy

Now you have a list of keywords with real data. The next step is cutting through the noise. Not all keywords deserve your time and effort.

The Golden Formula: High Volume + Low Difficulty

This is your North Star: Find keywords with the highest search volume and the lowest difficulty.

Sounds simple, but it requires discipline. It's tempting to chase high-volume keywords even when they're impossibly difficult. Resist this urge.

For Low Domain Rating Sites: Stay Below Difficulty 20

If your website has a DR below 40 (check this in Ahrefs), you should stick with keywords that have a difficulty score below 20.

Yes, this is conservative. But it's realistic.

Here's why: high-difficulty keywords are dominated by sites that have been building authority for years. They have thousands of backlinks, massive content libraries, and brand recognition. You're not going to outrank them by writing a "better" article.

The Key Insight: Being Different Beats Being Better

This is where most GEO strategies fall apart. People think: "I'll just make my article more comprehensive than the top result." which is honestly very difficult to succeed.

Think about it like opening a restaurant. You could try to compete with McDonald's by making better burgers. Good luck with that. Or you could become the only place in town that does authentic Korean BBQ tacos. Suddenly, you're not competing with McDonald's at all.

Domain authority matters less when you're not competing directly. Instead of trying to rank for "best project management software" (difficulty: 78), you find a specific angle that existing content doesn't cover well.

This is the blue ocean approach, and we'll dive deep into it in Step 6. For now, understand that your prioritization should think about your differentiation opportunity, not just volume and difficulty.

How to Score Your Keywords

Create a simple scoring system:

Priority Score = (Volume / 100) × (100 minus Difficulty) × Differentiation Potential

Where Differentiation Potential is your gut feeling from 1 to 10 of how unique your angle could be.

Example:

Keyword: "scalp psoriasis home"

Pro Tip: Keep Keywords Short

Keywords are usually very short. In fact, 60% of high-volume keywords contain 3 words or fewer. When you're doing keyword research, stick to 2 to 4 words max. Any longer and the search volume drops off. You'll expand these short keywords into full questions in Step 4.

Volume: 2,400
Difficulty: 15
Differentiation Potential: 8 (you have personal experience plus dermatologist expertise)

Priority Score: (2400/100) × (100 minus 15) × 8 = 24 × 85 × 8 = 16,320

Your Action Step

Sort your keyword list by priority score. Your top 10 to 20 keywords are where you should focus your content creation efforts over the next quarter.

Don't try to tackle everything at once. Consistency beats volume. It's better to publish one highly differentiated article per month than five mediocre ones.

Keyword Prioritization Matrix

Keyword Prioritization Matrix

Focus on High Volume + Low Difficulty (Green Zone)

Search Volume (Monthly)
Keyword Difficulty (0-100)
10K+
5K
1K
0
0
25
50
75
100
High Volume
High Difficulty
Long-term goals
✓ PRIORITY
High Volume
Low Difficulty
Low Volume
Low Difficulty
Quick wins
AVOID
Low Volume
High Difficulty
scalp psoriasis home
Volume: 2,400 | Difficulty: 15
Xanadu color creative
Volume: 1,200 | Difficulty: 8
pivot tech 40
Volume: 3,100 | Difficulty: 19
best CRM software
Volume: 12,000 | Difficulty: 78
project management tools
Volume: 8,500 | Difficulty: 65
virtual event icebreakers
Volume: 580 | Difficulty: 12
enterprise project management
Volume: 180 | Difficulty: 85
AI marketing automation
Volume: 420 | Difficulty: 72
Priority Targets - High volume, Low difficulty
Secondary - Consider based on strategy
Avoid - Poor ROI

Step 4: Generate Relevant Questions

Keywords are just the starting point. AI engines respond to questions (natural, conversational queries that real people ask).

This step transforms your short keywords into the actual questions your target audience is typing into ChatGPT or Perplexity. Remember, your keywords from Step 3 are typically 2 to 3 words. Now you're expanding them into full, specific questions.

Think Like Your Target Customer

Put yourself in your customer's shoes. What are they struggling with? What specific problem keeps them up at night? What constraints do they have that make generic advice useless?

This problem-driven approach is what separates powerful questions from generic ones.

Three Ways to Find Questions

Method 1: Use AI for Question Variations

Take your prioritized keyword and ask ChatGPT to generate question variations.

Example prompt: "Generate 20 specific questions that someone might ask about [your keyword]. Make them conversational and include different angles: how-to, comparison, troubleshooting, and recommendations."

Method 2: Mine "People Also Ask" Sections

Search your keyword on Google and look at the "People Also Ask" boxes. These are real questions from real users (goldmine material).

Method 3: Use Answer The Public or AlsoAsked

These tools visualize the question landscape around any keyword, showing you the most common question patterns (what, why, how, when, where).

The Power of Specificity Plus Year Targeting

Here's where most content creators go wrong: they stick with broad, generic questions. But AI engines (especially ChatGPT with SearchGPT) favor specific, current content.

Let's look at real examples:

Question Optimization Examples

Transforming Generic Questions into Specific, Year-Targeted Queries

Category Generic Question Optimized Question Why It Works
Health /
Personal Care
How to treat psoriasis?
How to treat mild scalp psoriasis at home in 2025 for people who don't respond well to steroids?
Severity: Mild Location: Scalp Setting: Home Year: 2025 Constraint: Non-responsive to steroids
Targets specific condition severity, location, treatment preference, and addresses a common pain point
Career
Transition
How to change careers?
How to pivot into tech after 40 years old in 2025 with no coding background?
Target: Tech Age: 40+ Year: 2025 Starting point: No coding
Addresses specific demographic concerns (age), industry, timeline, and starting skill level
Location /
Safety
Safe neighborhoods in Manhattan
What are the safest neighborhoods for single women in Manhattan in 2025?
Demographic: Single women Location: Manhattan Year: 2025 Priority: Safety
Specifies demographic and safety priority, with current data expectations
Business /
Tools
Best CRM software
What's the best CRM software for real estate teams under 10 people in 2025?
Industry: Real estate Team size: Under 10 Year: 2025
Defines specific industry, team constraints, and ensures current recommendations
Education /
Training
Learn data science online
What are the best free data science courses for complete beginners in 2025 with job placement support?
Budget: Free Level: Complete beginners Year: 2025 Outcome: Job placement
Clarifies budget constraints, skill level, timeline, and desired outcome
Finance /
Personal
How to invest money?
How should a 30-year-old with $50K invest in 2025 for retirement with moderate risk tolerance?
Age: 30 Amount: $50K Year: 2025 Goal: Retirement Risk: Moderate
Provides context on age, amount, timeline, goal, and risk preferences
Technology /
Solutions
Video conferencing tools
What are the best video conferencing tools for creative workshops with 50+ participants in 2025?
Use case: Creative workshops Scale: 50+ participants Year: 2025
Targets specific use case and scale requirements with current options

? Why Year-Specific Questions Trigger Better Results

  • Activates SearchGPT: Year indicators (e.g., "2025") often trigger ChatGPT to use SearchGPT, pulling fresh web content rather than relying solely on training data
  • Signals Freshness Intent: Users adding the year want current information, not outdated content from 2022-2023
  • Reduces Competition: Hyper-specific queries have fewer competing articles, increasing your chances of being the primary citation
  • Matches Natural AI Queries: People naturally include constraints and context when asking AI, unlike traditional search keywords
  • Higher Conversion Intent: Specific questions indicate users are further along in their decision process

? Key Elements to Include in Optimized Questions

  • Specificity: Include demographic, location, industry, or use case details
  • Constraints: Budget limits, time frames, skill levels, team size
  • Current Year: Add "2025" or "in 2025" to signal need for fresh data
  • Pain Points: Address common obstacles ("for people who don't respond to X")
  • Desired Outcome: Clarify what success looks like ("with job placement support")

Step 5: Test If You're Already Ranking

Before you invest time creating new content, you need to know: are you already ranking for this question? If you are, celebrate and move to a different keyword. If you're not, you've found a genuine opportunity.

But here's the catch: you can't just open ChatGPT and ask the question from your regular account.

The Bias Problem

Your ChatGPT account has memory. It has custom instructions. It knows who you are, what you do, and what you've talked about before. This creates bias.

If you ask, "What's the best virtual event platform for creative professionals?" from an account where you've previously mentioned you run a virtual event platform, ChatGPT might reference your company—not because it's ranking in unbiased results, but because of conversation history.

This gives you false confidence.

Solutions for Unbiased Testing

For ChatGPT: Use Temporary Chat Mode

This is the simplest, most reliable method for ChatGPT:

  1. Open ChatGPT
  2. Click the model dropdown (where it shows "ChatGPT 4" or similar)
  3. Enable "Temporary Chat"
  4. Look for confirmation message that memory is off
  5. Ask your question
  6. Analyze the results

Temporary Chat mode ensures:

  • No access to previous conversations
  • No memory influence
  • No custom instructions applied
  • A true "blank slate" response

This is as close as you can get to seeing what a brand-new user would see.

Alternative Methods

Ask a Colleague to Test
Have someone who's never discussed your business with AI ask the question from their account. This is manual but effective.

Use OpenAI Playground
The Playground has no memory or custom instructions. It's designed for testing and gives you a clean environment. However, it requires an API account.

Use Monitoring Tools
Several tools can track your AI rankings automatically:

Savannabay – Specializes in GEO metrics across multiple engines. Tracks:

  • Mentions by different AI providers
  • Market share analysis
  • Connects with ChatGPT and Claude for getting intelligence and reports.

Profound – Monitors your brand and content mentions across AI platforms with detailed analytics.

Relens.ai – Focuses on AI search visibility and provides data on who's getting cited.

BabyLove Growth – Tracks AI citations and provides insights into optimization opportunities.

Rankability – Offers AI ranking tracking with historical data and trend analysis.

These tools query AI engines regularly and track which sources get cited, giving you objective data without manual testing.

What to Look For

When you get results from your unbiased test, analyze:

Are you cited at all?

  • Yes → Document your position and the context of the citation
  • No → You've confirmed an opportunity

What position are you in?

  • First citation → Strong position, but can you improve the context?
  • Middle citations → Good, but work toward primary citation
  • Last citation → You're barely making the cut

What competitors appear?

  • Who else is cited?
  • What domains are they?
  • What's their domain authority?
  • What angle do their articles take?

What's the quality of the answer?

  • Comprehensive or superficial?
  • Recent or outdated?
  • Accurate or missing key information?

Step 6: Differentiation Strategy (The Blue Ocean Approach)

This is where most GEO strategies succeed or fail.

You've found a keyword with good volume and manageable difficulty. You've crafted a specific question. You've confirmed you're not already ranking. Now comes the critical decision: how will you approach the content?

The Mistake Everyone Makes: Direct Competition

Here's what doesn't work: looking at the top-cited articles and thinking, "I'll just make mine more comprehensive using AI".

Why doesn't this work?

Because you're competing directly with domains that have:

  • Years of established authority
  • Thousands of backlinks
  • Massive content libraries
  • Brand recognition

When you try to beat them at their own game, it's really hard to win. Your more comprehensive article on a DR 20 domain won't outrank their solid article on a DR 85 domain. The math doesn't work.

The Strategy That Actually Works: Find What Nobody Else Has

This is the blue ocean approach. Finding uncontested space rather than fighting in bloody red oceans.

Instead of asking "How can I make this better?" ask:

"What angle is nobody covering?"
"What expertise do I have that others don't?"
"What specific sub-topic or use case is underserved?"
"What format would work better than a traditional blog post?"

How to Find Your Blue Ocean

Analyze Existing Sources

Blue Ocean Differentiation Framework

Find Your Unique Position Instead of Competing Directly

1
Analyze Existing Sources
Search your target question and study what gets cited:
  • What topics do ALL top results cover?
  • What do they skip or gloss over?
  • What perspective do they take?
  • How recent is the information?
2
Decision Point: Can You Compete Directly?
Ask yourself: Do the top sources have much higher domain authority than you (DR 70+ vs your DR 40)?
  • If YES: Don't compete directly → Go to Step 3
  • If NO: You can compete on quality → Skip to Step 5
3
Identify Content Gaps
Look for what's missing in existing content:
  • Specific subtopics mentioned but not explored
  • Perspectives not represented (beginner, advanced, industry-specific)
  • Missing data, examples, or case studies
  • Outdated information that needs 2025 updates
  • Questions in comments that content doesn't answer
4
Find Your Blue Ocean Angle
Choose ONE differentiation strategy:
  • Niche Down: Target a specific demographic, industry, or use case
  • Original Data: Share proprietary research or unique insights
  • Alternative Format: Interactive tool, calculator, or comparison table
  • Unique Expertise: Your personal experience or professional knowledge
  • Adjacent Topic: Related subject with less competition (like Xanadu color)
5
Validate Your Strategy
Before committing, ask yourself:
  • Can I complete this sentence? "Unlike existing content which focuses on X, my content will Y because Z."
  • Do I have the expertise or resources to deliver on this angle?
  • Would someone specifically seek out my content for this unique perspective?
  • Can I produce content consistently in this positioning?
6
Create Your Differentiation Statement
Write it down in one sentence:
Template:
"Unlike [existing content] which focuses on [what they cover], my content will [your unique angle] because [your advantage]."
Example (Xanadu case):
"Unlike general community platform comparisons, my content will explore the Xanadu color's psychology for creative professionals because our platform was designed with this aesthetic philosophy."
⚠️ Common Mistakes to Avoid
  • Making only small semantic changes to existing content
  • Claiming differentiation you can't actually deliver
  • Choosing an angle so narrow it has no search volume
  • Competing on "more comprehensive" alone (you'll lose to high-DR sites)

If you're targeting Perplexity, search your question and look at what gets cited. If targeting ChatGPT, use Temporary Chat mode. Study:

  • What topics do all the top results cover?
  • What do they skip or gloss over?
  • What perspective do they take?
  • What format are they in?
  • How recent is the information?

Identify Content Gaps

Look for:

  • Specific subtopics mentioned briefly but not explored deeply
  • Perspectives not represented (beginner vs. advanced, industry-specific, demographic-specific)
  • Missing data, examples, or case studies
  • Outdated information that needs 2025 updates
  • Questions in comments or forums that the content doesn't answer

Use Your Unique Expertise

What do you know that others don't? This could be:

  • Personal experience with the problem
  • Professional expertise in a niche
  • Access to proprietary data or research
  • Unique methodology or framework
  • Case studies from real clients
  • Technical knowledge others lack

Think About Alternative Formats

Sometimes the differentiation isn't just the angle—it's the format:

  • Landing page with specific information instead of a blog post
  • Interactive tool or calculator
  • Comprehensive comparison table with unique criteria
  • Step by step template or checklist
  • Video walkthrough embedded with transcript
  • Original research or survey results

Real Example: The Xanadu Case Study

Let me share a concrete example of the blue ocean approach in action.

The Challenge:

My previous startup GoBrunch (a virtual event platform) wanted to rank for terms related to community platforms. But the keyword "community platforms" and related terms are dominated by high-authority sites like:

  • G2 (DR 90 plus)
  • Capterra (DR 90 plus)
  • TechCrunch articles
  • Established SaaS blogs

Writing yet another "Top 10 Community Platforms" article would be pointless. It would disappear into the noise.

The Traditional Approach:

Create a more comprehensive comparison article, add more features to the table, make it longer, add more screenshots. Compete directly with sites that have 10x the domain authority.

The Blue Ocean Strategy:

Instead of writing about community platforms broadly, write about the Xanadu color—a specific shade of blue-green that resonates with creative professionals.

Why This Worked:

  • Lower Difficulty: Keyword difficulty was below 10 (versus 60 plus for community platform terms)
  • Aligned with Audience: GoBrunch's target audience is creative professionals who care about aesthetics and color
  • Unique Angle: Nobody else was comprehensively covering Xanadu as a color choice for creative digital spaces
  • Expertise Fit: The platform could showcase how they implemented this color philosophy
  • Reduced Competition: Instead of competing with 1,000 articles about community platforms, there were maybe 10 decent articles about the Xanadu color

The Results:

  • Ranked in top 5 on Google
  • Cited in Perplexity results
  • Brought qualified traffic (creative professionals who care about design)
  • Established thought leadership in an unexpected area

The Lesson:

Don't fight where everyone else is fighting. Find the adjacent topic that serves your audience but has minimal competition.

Ways to Differentiate Your Content

Original Research or Data

  • Survey your customers
  • Analyze industry trends from your unique position
  • Compile data nobody else has access to
  • Share proprietary metrics or benchmarks

Unique Visual Content

  • Custom infographics with your methodology
  • Original diagrams or frameworks
  • Before and after case studies
  • Process visualizations
  • Interactive tools

Specific Use Case Focus

  • Industry-specific guides (e.g., "for real estate agents" not just "for businesses")
  • Demographic-specific content (e.g., "for single women" not just "for people")
  • Situation-specific solutions (e.g., "for people who don't respond to steroids")

Proprietary Methodology

  • Your unique framework or process
  • A system you've developed and tested
  • Step by step approach that's different from standard advice

Expert Interviews or Perspectives

  • Insights from practitioners in your field
  • Contrarian viewpoints backed by experience
  • Multiple expert perspectives synthesized

Interactive Tools or Calculators

  • ROI calculators
  • Assessment tools
  • Interactive decision trees
  • Comparison generators

Niche Sub-Topics

  • Go deep on one aspect rather than broad overview
  • Cover the 5% that others skip
  • Address edge cases or special circumstances

Content Format Considerations

Remember: sometimes it's not even a blog article. The best format depends on the query intent:

Landing Page: When people want specific product or service information
Blog Post: For how-to, explanatory, or educational content
Comparison Page: For evaluation and decision-making queries
Tool or Calculator: For quantitative problems
Checklist or Template: For process-oriented queries
Video plus Transcript: For visual learners and accessibility

Your Action Step

For your priority question, answer these:

  1. What are the top 3 to 5 sources currently cited?
  2. What do they all have in common (the "red ocean")?
  3. What gap or angle are they missing?
  4. What unique expertise or resource do I have?
  5. What would make my content impossible to ignore?

Write down your differentiation strategy in one sentence: "Unlike existing content which focuses on X, my content will Y because Z."

This sentence will guide everything you create in Step 7.


Step 7: Content Creation

Now you're ready to create content that actually ranks. You have your question, your differentiation strategy, and your research. This step is about execution.

Phase 1: Outline Development

Start with an outline before writing. This structure will keep you focused on your differentiation strategy.

Using AI to Create Your Outline

AI can be incredibly helpful here, but you need to be strategic about your prompt:

Bad prompt: "Create an outline for an article about treating scalp psoriasis"

Good prompt: "Create an outline for an article answering 'How to treat mild scalp psoriasis at home in 2025 for people who don't respond well to steroids.' The unique angle of this article is [your differentiation strategy]. The target audience is [your persona]. Include sections that address [specific gaps you identified]."

Critical: The AI must understand what makes your content different. If you don't communicate your unique angle, the AI will generate a generic outline that looks like everything else.

Phase 2: Writing the Content

You can use AI to draft sections, but here's the non-negotiable rule: your unique expertise and perspective must shine through.

AI should assist, not replace, your knowledge. Think of it this way:

  • AI provides structure and helps articulate ideas
  • You provide the insights, experience, and expertise
  • The combination is what wins citations

Phase 3: Mandatory Elements (Based on Research)

Our research into AI citation patterns shows that certain elements consistently improve your chances of being cited. Include all of these:

✅ Fresh Date at the Beginning

Add either:

  • Publication date: "Published: November 18, 2025"
  • Last updated: "Last Updated: November 18, 2025"
  • Or both

Place this prominently near the title. AI engines especially Perplxity use freshness as a ranking signal, especially for queries with year indicators.

✅ Clear H1 Tag

Your main title should be in an H1 tag. Make it match the question you're targeting:

  • If the question is "How to treat mild scalp psoriasis at home in 2025 for people who don't respond well to steroids?"
  • Your H1 could be: "How to Treat Mild Scalp Psoriasis at Home: A 2025 Guide for Steroid Non-Responders"

✅ Strategic H2 Structure

Break your content into clear sections with descriptive H2 headings. AI engines parse structure to understand content hierarchy.

Good H2 examples:

  • "Why Standard Steroid Treatments Don't Work for Everyone"
  • "5 Evidence-Based Home Remedies for Mild Scalp Psoriasis"
  • "Creating Your Personalized Treatment Protocol"

Bad H2 examples:

  • "Introduction"
  • "Methods"
  • "More Information"

✅ Bullet Points for Scannability

Use bullet points to break up dense information. AI engines can more easily parse and cite specific points when they're formatted as lists.

Use bullets for:

  • Lists of options or alternatives
  • Step-by-step processes
  • Key takeaways
  • Feature comparisons
  • Pros and cons

✅ FAQ Section

Include a dedicated FAQ section answering related questions. This serves multiple purposes:

  • Captures long-tail variations of your main question
  • Provides quotable, citation-friendly snippets
  • Improves content comprehensiveness
  • Signals expertise through anticipating questions

✅ TL;DR for Question-Format Titles

If your title is a question, add a TL;DR (Too Long; Didn't Read) summary at the top, right after the title and date.

This gives AI engines a concise, citation-ready answer to extract.

Phase 4: Visual Elements - The HTML Advantage

This is where you can create a significant competitive advantage. Most content creators still export charts from Excel as PNG files. You're going to do something smarter.

Why HTML Visualizations Beat Traditional Images

When you embed a table or chart as an image:

  • AI engines can't read the data
  • Search engines can't index the information
  • The text isn't searchable
  • Users can't copy or interact with data
  • Mobile responsiveness is limited

When you use HTML visualizations:

  • Searchable: Text in HTML is readable by AI engines
  • Indexable: Search engines can parse and understand the data
  • Accessible: Screen readers and AI can access the information
  • Responsive: Automatically adapts to different screen sizes
  • Lightweight: Faster page load times than images
  • Editable: Easy to update without graphic design tools

The Game-Changing Shift

Instead of: Creating a comparison table in Excel, taking a screenshot, uploading as PNG

Do this: Ask AI to create an HTML visualization you can embed directly

How to Create HTML Visualizations

Step 1: Describe What You Want

Be specific about the data and format. Example prompts:

"Create an HTML table comparing these 5 CRM platforms: [list platforms]. Include columns for pricing, key features, best for (use case), and pros/cons. Make it visually appealing with CSS styling that I can preview."

"Generate an interactive HTML comparison chart for these project management tools with sortable columns for price, team size, and key features."

"Build an HTML timeline visualization showing the evolution of AI search engines from 2023-2025, with major milestones for ChatGPT, Perplexity, Gemini, Claude, and Grok."

Step 2: Request HTML Format

Always specify you want HTML that you can preview and embed. ChatGPT and Claude can both generate complete HTML with CSS styling.

Step 3: Preview and Refine

The AI will generate code. You can ask it to make the visualization:

  • More colorful
  • Mobile-responsive
  • Sortable or interactive
  • Matching your brand colors
  • Include hover effects

Step 4: Copy and Embed

Once you're happy with the preview:

  1. Copy the generated HTML code
  2. Paste directly into your blog's HTML editor
  3. The styling is included, so it works immediately

Types of HTML Visualizations to Use

Comparison Tables
Perfect for: Product comparisons, feature matrices, pricing tiers, tool evaluations

Timeline Graphics
Perfect for: Historical context, process steps, development stages, roadmaps

Feature Matrices
Perfect for: Detailed product comparisons, capability assessments, decision-making

Pricing Calculators
Perfect for: Cost comparisons, ROI demonstrations, budget planning

Interactive Checklists
Perfect for: Step-by-step guides, implementation plans, assessment tools

Progress Indicators
Perfect for: Maturity models, skill assessments, implementation stages

Infographic-Style Layouts
Perfect for: Statistics, data points, key takeaways, visual summaries

Example Prompt and Result

Your Prompt to AI:
"Create an HTML comparison table for 5 email marketing platforms: Mailchimp, ConvertKit, ActiveCampaign, Klaviyo, and Sendinblue. Include columns for: Starting Price, Best For (use case), Key Features (3-4 bullets), and Free Tier (yes/no with limits). Make it visually clean with alternating row colors, responsive design, and hover effects. I want to be able to preview and embed this directly."

What You'll Get:
A complete HTML table with CSS styling that you can immediately embed in your article. The AI handles all the formatting, making it look professional without any design work on your part.

Screenshot of Claude.ai generating an HTML template for a blog article with code preview

Using Claude.ai to generate an HTML template for a blog article

Phase 5: Internal Linking

Don't forget to link to your other relevant content. Internal links:

  • Provide additional context for readers
  • Help AI engines understand your content ecosystem
  • Distribute authority across your site
  • Encourage deeper engagement

Best practices:

  • Link naturally within the content, not just at the end
  • Use descriptive anchor text (not "click here")
  • Link to 2-5 related articles
  • Ensure links are contextually relevant

Example: "For more on building community engagement, see our guide to [creating meaningful virtual events]."

Quality Checklist Before Publishing

Before you hit publish, verify:

  • Fresh date is prominently displayed
  • H1 matches your target question
  • H2 structure is clear and descriptive
  • Bullet points break up dense sections
  • FAQ section addresses related questions
  • TL;DR provided (if title is a question)
  • At least one HTML visualization included
  • Internal links to related content (2-5 links)
  • Differentiation strategy is clearly evident
  • Your unique expertise shines through
  • Mobile-responsive formatting
  • No spelling or grammar errors

Step 8: Submission & Distribution

You've created your masterpiece. Now you need to make sure search engines and AI platforms know it exists.

Submit to Search Engines

Don't wait for search engines to eventually discover your content. Proactively submit it.

1. Google Search Console

Steps:

  1. Log into Google Search Console
  2. Navigate to "URL Inspection" in the left sidebar
  3. Enter your new article's URL
  4. Click "Request Indexing"

Google will typically index within 24-48 hours for new content on established sites. New sites may take longer.

2. Bing Webmaster Tools

Don't skip Bing. While it has less search volume than Google, sometimes it's easier to rank on and feeds into other platforms.

Steps:

  1. Log into Bing Webmaster Tools
  2. Navigate to "URL Submission"
  3. Enter your URL
  4. Submit

Bing often indexes faster than Google for new content.

3. Perplexity Pages (If You're a Subscriber)

This is a unique opportunity for Perplexity optimization.

If you're a Perplexity Pro subscriber, you can create Perplexity Pages—essentially summaries that link back to your full content.

Steps:

  1. Create a Perplexity Page summarizing your article
  2. Include key points and insights
  3. Link to your full article for "more details"
  4. This increases your visibility within the Perplexity ecosystem

Benefits:

  • Your content gets exposure directly in Perplexity
  • You're establishing authority on the topic
  • Creates an additional pathway for citations
  • Signals to Perplexity that you're creating valuable content

Distribution Beyond Search Engines

While not strictly part of GEO, consider:

Social Media: Share your article on relevant platforms where your audience spends time
Email Newsletter: Send to your subscribers if you have a list
Relevant Communities: Share in niche forums, Slack groups, or Reddit (following community rules)
LinkedIn: Particularly effective for B2B content

The more initial engagement your content gets, the stronger the signal to both search engines and AI platforms that it's valuable.


Step 9: Build Authority Through Backlinks (Optional)

Backlinks remain a factor in GEO, but their importance varies significantly by AI engine. Let's be realistic about what's achievable.

Why Backlinks Still Matter

Backlinks signal to AI engines that other sources consider your content credible and valuable. They're essentially votes of confidence from other websites.

However, the impact is different across platforms:

ChatGPT/SearchGPT: Tends to rely more heavily on established domains with strong backlink profiles. If you're targeting ChatGPT, backlinks matter more.

Perplexity: Actively diversifies sources and gives opportunities to quality content from newer or lower-authority sites. Backlinks help, but they're not make-or-break.

The Research: Our analysis of AI citation patterns shows that Perplexity actively diversifies while ChatGPT demonstrates a stronger preference for high-authority domains. (Read more in our AI Citation Patterns 2025 Analysis)

The Reality Check: This Is Challenging

I won't lie to you: getting backlinks is hard. Cold outreach to third-party websites has a low success rate. Most sites won't link to you just because you asked nicely and many of them might ask you to pay.

Strategies That Actually Work

1. Leverage Existing Relationships

The easiest backlinks come from people who already know and trust you:

  • Business partners
  • Customers or clients (case studies)
  • Professional network contacts
  • Past collaborators
  • Industry peers

2. Guest Posting on Relevant Sites

If you can afford, write valuable content for other publications in your industry, and include a contextual link back to your article.

Keys to success:

  • Choose sites your target audience actually reads
  • Pitch useful article ideas, not thinly veiled ads
  • Include the link naturally within the content, not just author bio
  • Focus on 1-2 high-quality publications, not dozens of low-quality ones

Avoid:

  • Buying links (can harm your rankings)
  • Participating in link schemes or exchanges
  • Spammy blog comment links
  • Low-quality directory submissions
  • Irrelevant guest posting just for the link
  • Aggressive outreach campaigns that damage relationships

Remember: One quality backlink from a relevant, respected source is worth more than 100 low-quality links from random blogs.

If you secure 1-2 quality backlinks within 3 months, you're doing well.

The Bottom Line

Don't obsess over backlinks at the expense of creating great content. In the GEO landscape, particularly for Perplexity, differentiation often trumps domain authority.

For more on this principle, see our article on Differentiation vs Optimization in AI Rankings.


Step 10: Monitor Performance

GEO is a long-term strategy, and monitoring your performance is how you learn what works and double down on success.

Setting Realistic Timeline Expectations

First, manage your expectations:

First results: 1-2 months minimum
Meaningful traction: 3-6 months
Significant impact: 6-18 months

Free Method: Google Search Console

If you're on a budget, Google Search Console (GSC) is your best friend. It's completely free and provides valuable insights.

What to track in GSC:

  1. Impressions: How many times your page appeared in search results
  2. Clicks: How many people actually clicked through
  3. Position: Your average ranking position
  4. Queries: What search terms triggered your content

Advanced Monitoring Tools

For more sophisticated tracking—especially for AI-specific citations—consider these tools: Savannabay, Profound, Relens, Baby, Rank

Investment consideration: These tools typically cost $50-$500/month depending on features. Start with Google Search Console if budget is tight, then upgrade as you see traction.

Key Metrics to Track

Beyond basic analytics, focus on these GEO-specific metrics:

1. Citation Rate

What it is: Are you being mentioned/cited at all in AI responses to your target questions?

How to track:

  • Manual testing (Temporary Chat mode)
  • AI monitoring tools
  • Regular queries of your target questions

What to look for: Percentage of your target questions where you get cited

2. Market Share Per Q&A Set

What it is: For a given question, what percentage of the time are you cited versus competitors?

Example: If the question "How to treat mild scalp psoriasis at home" gets asked 100 times and you're cited 35 times, your market share is 35%.

What to look for: Growing market share over time

3. Market Share Growth

What it is: Is your citation frequency increasing month-over-month?

How to track: Compare market share across time periods:

  • Week 1-4 vs Week 5-8
  • Month 1 vs Month 2 vs Month 3

What to look for: Upward trend indicating improving performance

4. Cluster Performance Analysis

What it is: Analyzing all related Q&A sets as a group

Components:

  • Volume for the topic cluster
  • Difficulty across related questions
  • Your market share across the entire cluster
  • Identification of high-opportunity questions you're missing

Why it matters: One article might target multiple related questions. Understanding cluster performance helps you identify content gaps and expansion opportunities.

5. Market Share Per LLM

What it is: Your performance broken down by AI engine

Track separately:

  • ChatGPT citation rate
  • Perplexity citation rate
  • Gemini citation rate
  • Claude citation rate
  • Grok citation rate

Why it matters: You might perform well in Perplexity but poorly in ChatGPT. This tells you where to focus optimization efforts.

Savannabay dashboard screenshot showing market share analysis and cluster performance charts

Example of GEO tool for monitoring AI citations


Common Mistakes to Avoid

You now have a complete framework for GEO success. But before you start executing, let's address the three mistakes that derail most GEO efforts.

Mistake #1: Semantic Copying Instead of Strategic Differentiation

What it looks like:

  • Reading the top-cited article and rewriting it in your own words
  • Making minor semantic changes but keeping the same structure and points
  • Adding a few extra paragraphs and calling it "more comprehensive"
  • Using synonyms but covering identical ground

Why it fails:
AI engines don't reward slightly different versions of existing content. If your article is semantically similar to what's already ranking—same points, same angle, same structure—you're competing directly with established, high-authority sources.

You will lose that fight.

The fix:
Return to Step 6 and genuinely find a differentiation strategy. Ask:

  • What perspective is completely missing?
  • What sub-topic deserves its own deep dive?
  • What can I add from my unique experience that nobody else has?
  • What format would serve this information better?

Real example of the difference:

Semantic copy (wrong): Everyone writes about "10 best project management tools" → You write "Top 12 project management software solutions for teams"

Strategic differentiation (right): Everyone writes general comparisons → You write "Project management tools for creative agencies that bill hourly: Time-tracking integration comparison"

The second approach targets a specific niche with a specific need that general comparisons don't adequately address.

Mistake #2: Chasing Low-Volume Keywords

What it looks like:

  • Getting excited about difficulty 5 keywords without checking volume
  • Targeting hyper-specific questions that 10 people per year ask
  • Writing content for keywords with 0-50 monthly searches
  • Prioritizing "easy wins" that don't move the needle

Why it fails:
Content creation takes real time and effort. Even with AI assistance, research, writing, editing, creating visualizations, and promotion require hours of work.

If you invest 5 hours into content that targets a keyword with 20 monthly searches, even capturing 100% market share nets you 20 visits per month. That's 240 visits per year for 5 hours of work.

The math doesn't work. I've spent a lot of time writing quality content that nobody has seen because the search volume was minimum.


Frequently Asked Questions

Q: How long does it take to see results from GEO?

A: Expect 1-2 months for initial results and 6-18 months for meaningful traction. Just like SEO, GEO is fundamentally a long-term strategy that rewards consistency and patience.


Q: Do I need a high domain authority to rank in AI results?

A: Not necessarily, but it helps. Our research shows that differentiation strategy often matters more than domain authority. A well-positioned article on a lower-DR site with unique insights can outperform generic content from high-DR sites.

Here's the nuance:

For ChatGPT/SearchGPT: Domain authority carries more weight. These platforms tend to rely more on established, high-authority sources.

For Perplexity: Actively diversifies sources and gives opportunities to quality content from newer or lower-authority sites. A DR 30 site with genuinely unique insights can outrank a DR 70 site with generic content.


Q: Can I use AI to write my entire article?

A: Yes, you can use AI to write your article, but here's the critical distinction: your unique expertise and perspective are what win citations.

What AI cannot do:

  • Provide your unique insights and experience
  • Share proprietary data or original research
  • Offer the specific expertise that differentiates your content
  • Create the strategic positioning that wins in competitive spaces
  • Orchastrate the content and the pace of the story

The core value, unique angle and expertise must come from you.


Q: How important are backlinks for GEO?

A: Backlinks still matter, but their impact varies significantly by AI engine. Our research shows important differences:

Perplexity actively diversifies sources, giving opportunities to newer or lower-authority sites with quality content. While backlinks help, they're not make-or-break. A well-differentiated article on a site with few backlinks can still get cited if it offers unique value.

ChatGPT (especially via SearchGPT) tends to rely more on established domains with strong backlink profiles. If you're targeting ChatGPT, backlinks carry more weight in your overall strategy. For more detailed analysis, see our research on AI Citation Patterns.

The practical strategy:

  1. Focus on creating differentiated content first (Steps 1-7)
  2. Publish and submit to search engines (Step 8)
  3. Then pursue 1-2 quality backlinks per article, but keep in mind it's not easy at all.

Overall, don't let lack of backlinks stop you from publishing.


Q: What's the difference between GEO and traditional SEO?

A: They're very similar and share the same core principles—especially E-E-A-T (Experience, Expertise, Authoritativeness, Trustworthiness). The strategy is essentially the same these days, particularly because Google already answers questions with AI-generated overviews. SEO traditionally is based on keyword research and monitoring while GEO is based on questions.

The main differences:

1. Monitoring and Metrics

  • Traditional SEO: Track rankings (position 1-10), clicks, impressions
  • GEO: Track citations, market share per Q&A set, performance across AI engines

2. Citation vs. Ranking

  • Traditional SEO: Goal is to rank #1 for a keyword
  • GEO: Goal is to be cited in AI responses (can be cited even if not #1 in traditional search)

The core similarities:

  • Both focus on quality, authoritative content
  • Both value E-E-A-T signals
  • Both benefit from good technical SEO (fast loading, mobile-friendly)
  • Both require understanding user intent
  • Both reward original, valuable content over thin content

Q: Is it worth adding the year (like "2025") to my content?

A: Absolutely. Year-specific content creates multiple advantages:

Triggers SearchGPT: When users include a year in their query (e.g., "best CRM in 2025"), ChatGPT often activates SearchGPT to pull current information rather than relying solely on training data.

Signals Freshness: AI engines favor recent content, especially for topics where information changes. Adding the year makes it crystal clear your content is current.

Matches User Intent: People asking year-specific questions want up-to-date information, not content from 2022. Your title and fresh date signal you're providing exactly what they need.


Q: Should I focus on one AI engine or try to rank in all of them?

A: Focus on one primary AI engine (ChatGPT or Perplexity recommended), but your content will likely impact multiple engines.

Don't: Try to win in all five engines at the same time from day one. You'll spread yourself too thin and won't understand what's actually working.


Q: How much should I invest in GEO tools and monitoring?

A: Start free, then upgrade based on results and ROI.

Month 1-3 (Free tier):

  • Google Search Console (free)
  • Manual testing via Temporary Chat (free)
  • Spreadsheet tracking (free)
  • Total cost: $0

Month 4-6 (If seeing traction):

  • Continue free tools
  • Add one monitoring tool trial (Savannabay, Baby)
  • Evaluate if the insights justify the cost
  • Total cost: $0-50/month

Month 7-12 (If showing ROI):

  • Invest in one comprehensive monitoring tool ($50-200/month)
  • Consider keyword research tool subscription if not already using (Ahrefs/SEMrush: $100-200/month)
  • Total cost: $150-400/month

Ready to start using this framework? Begin with Step 1 and let us know your results.

Last Updated: November 21, 2025

Richard Lowenthal is founder of Savannabay and AI search & GEO specialist

Part of Febracorp LLC Family

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ST Petersburg, FL 33702

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