Ltap Research
Wednesday, August 19, 2026
Customer Journey Mapping
Prompt Strategy: Track your visibility in AI answers
Track your visibility in AI answers
Smart marketers don’t treat one ChatGPT answer as a ranking report. They track patterns across the questions that influence customer decisions.
AEO measurement is less tidy than traditional search reporting. AI answers can change with the platform, wording, context, location and date.
That does not make measurement impossible. It means you need a consistent method.
Choose a fixed set of commercially relevant questions and track:
Whether your brand appears
How accurately it is described
Whether it is mentioned, compared or recommended
Which competitors appear
Which sources are cited
Which pages receive AI referral traffic
Repeat the exercise monthly under similar conditions. Look for movement across the full set instead of reacting to one answer.
Try this prompt:
Help me create a simple monthly AEO tracking system.
Brand: [BRAND]
Website: [URL]
Category: [CATEGORY]
Audience: [AUDIENCE]
Market: [LOCATION]
Important customer questions: [PASTE QUESTIONS, IF AVAILABLE]
Create:
1. A balanced set of 10 questions covering discovery, recommendations, comparisons and purchase decisions
2. A tracking table with fields for platform, date, brand visibility, description accuracy, recommendation context, competitors, cited sources and notes
3. A simple scoring method that does not pretend AI answers have fixed rankings
4. Instructions for running the review consistently each month
5. A short list of website analytics and customer attribution signals to review alongside the answer audit
Explain what each metric can tell me and what it cannot prove.
The first audit gives you a snapshot. Consistent tracking shows whether anything is actually changing.
Prompt Strategy - Side Gig
Here’s exactly how I would do it, step by step. ⤵️
Step 1️⃣: Open Claude or ChatGPT — both have free options.
Enter this prompt:
“Create an outline for a 10–15 page guide about [your topic] for [your audience]. Give me a chapter-by-chapter structure with a one-sentence summary of what each section should include.”
Within a few minutes, you’ll have the structure for your guide ready to go.
Step 2️⃣: Start writing.
Take each section from your outline and use this prompt:
“Write a short, conversational section about [subtopic]. Keep the language simple, include one real-world example, and keep it under 250 words.”
Work through your guide one section at a time.
Once it’s finished, go back and rewrite/edit everything so it actually sounds like you.
Step 3️⃣: Give your guide a name.
Use this prompt:
“Give me 10 name ideas for a guide about [topic] for [audience]. Give me a mix of descriptive and punchy options, and avoid clichés.”
Pick the one you like best and move on.
Step 4️⃣: Open Canva.
Search for “ebook template.”
Choose a template you like, paste in your content, customize the colors and design to fit your style, then export the finished guide as a PDF.
Step 5️⃣: Upload your product to Stan Store or Pensight.
Choose your price — for example, $28 — and then use this prompt:
“Write a 4-sentence sales description for a product called [name] for [audience] that teaches [outcome]. Make it conversational and trustworthy without sounding hype-y.”
Paste in your description...
And you’re live.
One evening.
One digital product.
The potential to make sales while you sleep.
Prompt Strategy - Ask Claude to build a presenation -
Patrick Winston taught “How to Speak” at MIT once a year for 40 years. Still the best hour ever recorded on presenting.
Here are 3 powerful prompts to build a deck people remember.
1. Open so they stay
ROLE: Presentation strategist trained in Patrick Winston’s MIT framework.
TASK: Write an opening that promises what they’ll be able to do by the end that they can’t now.
STEPS: Ask for my topic, audience and core idea. Draft an opening built on that promise. State it inside 60 seconds. Cut all housekeeping.
RULES: Never open with a joke, the room hasn’t settled yet. Never “today I’ll be talking about.”
OUTPUT: A 90 second opening plus why each choice is there.
2. Eliminate your slide crimes
ROLE: Visual communication editor applying Winston’s slide principles.
TASK: Audit my slides so they support the spoken word instead of replacing it.
STEPS: Review my slides. Flag the crimes: more than one idea per slide, text I’d read aloud, decoration, logos, missing titles. Rewrite each with one headline and one visual idea.
RULES: Slides are for their eyes, my voice is for their ears. One idea per slide. Every slide needs a title.
OUTPUT: Before and after per slide plus which slides to delete entirely.
3. Make your ideas unforgettable
ROLE: Memory and rhetoric expert using Winston’s symbol, slogan and surprise method.
TASK: Turn my 3 core ideas into something the audience repeats three days later.
STEPS: For each: an 8 word slogan, a visual anchor, one surprising contrast.
RULES: Nothing abstract. No jargon. If I can’t say it as a slogan I don’t know it well enough yet.
OUTPUT: 3 idea cards with Slogan, Symbol, Surprise and the big idea in one sentence.
Save this before your next deck. Number 2 is the one that hurts.
Messaging Hierarchies
1 SKILL TO LEARN
A messaging hierarchy is a single-page document that tells your Creative team the exact messages they need to focus on for a specific campaign. It’s not everything your campaign could say. It’s everything your campaign needs to say based on what your audience cares about.
The ingredients for a messaging hierarchy are straight-forward. However, writing them requires careful consideration. Every word carries weight—needing to support your strategy and speak to your target audience.
Brand / Product: What brand or product this hierarchy is for.
The Strategy: The single idea that your Creative team must bring to life.
The Messaging Pillars: The core pillars that support that strategic idea. The amount needed depends on your campaign, but fewer is better. If you are seeing overlap in them, push them apart more or fold them into one.
Key Messages: The single line summation of what needs to be said for each pillar.
Reasons to Believe (RTBs): Tangible proof points that ladder back to each pillar
Tone of Voice (TOV): How campaign communications need to sound
Paid subscribers can access a reverse-engineered campaign messaging hierarchy for GAP’s recent viral Hailey Bieber collaboration at the end of this post
One thing to note is that you don’t always need to make one. They are really only useful if a campaign has multiple messages it needs to communicate (e.g. product benefits, products, etc.). If it’s a straight-forward campaign with one message and straight-forward RTBs, then I’d just make that clear when you brief in your creative teams.
For example, when McDonald’s runs a value-menu campaign, the key message is simple: you can get a lot of food for cheap. That doesn’t warrant a full messaging hierarchy. You’d just make the message clear in your creative brief.
1 ACTION TO TAKE
Pull up that Creative Brief you’ve been working on and drop in a messaging hierarchy slide at the end. Use the questions below to help as you construct your hierarchy:
Does everything ladder back to the strategy?
Are the key messages something the audience cares about?
Are the RTBs hyper-specific and something the Creative team could easily write about?
Is it clear? Is it short? If it’s super wordy, where can it be cut?
As you work through your own Messaging Hierarchies, I'd love to help. If you'd like feedback, join my monthly paid subscriber Office Hours. I'm always happy to offer advice on messaging hierarchies (or any other work challenges you're facing).