Tag: Buyer Journeys

  • ChatGPT Thinking Mode Is Reshaping Brand Citations

    ChatGPT Thinking Mode Is Reshaping Brand Citations

    I see ChatGPT’s high-reasoning mode acting like a very different search surface for brand visibility. In a Semrush analysis with Kevin Indig, ChatGPT cited different domains than it did in minimal reasoning mode and ran nearly five times as many web searches before answering.

    By the numbers, the shift is hard to ignore. Only 25.6% of cited domains overlapped between minimal and high reasoning for the same prompts. That means nearly three in four sources changed when ChatGPT moved from Instant-style answers to Thinking-style answers.

    I also noticed that Thinking mode used more sources overall. Citation rates rose from 50% in minimal reasoning to 68% in high reasoning. When ChatGPT did cite sources, it used more of them too, increasing from 2.6 to 4.5 citations per response. Across the test set, high reasoning ran 1,130 web searches, compared with 245 for minimal reasoning.

    Reddit lost ground in high-reasoning answers. Reddit’s citation share dropped from 15% to 7% when high reasoning was turned on. User-generated content and review sites also declined, falling from 14.3% to 6%.

    At the same time, I saw more weight shift toward institutional and official sources. Government and academic sources rose from 1.9% to 8.8%, while official documentation and support pages grew from 12.4% to 17.5%.

    Comparison prompts drove the most search activity. At the comparison stage, high reasoning averaged 24 sub-queries per prompt, compared with 5.5 for minimal reasoning. Average citations also peaked there, reaching 9.8 per high-reasoning response versus 5.8 for minimal reasoning.

    For example, I would expect a CRM comparison to trigger separate searches for pricing, integrations, security, support pages, and documentation before ChatGPT forms its final answer.

    Early citations also appeared to last longer. High reasoning was more likely to carry a brand from early research into later buying questions. In four of the 20 journeys tested, a brand cited at the problem stage still appeared at the selection stage. Minimal reasoning showed no full-journey persistence, meaning no brand cited at the Problem stage survived through to the Selection stage of the same journey.

    I also found the domain reuse pattern important. High reasoning reused the same domains more often within a single answer, with the same domain appearing multiple times in 51 of 100 high-reasoning responses. Minimal reasoning did this in 26 of 100 responses.

    Finance saw the biggest citation jump. The lift varied by category, but finance had the largest increase, with citation rates rising 28 percentage points in high reasoning. Health and lifestyle rose 24 points, while B2B SaaS gained 16 points.

    Consumer tech barely moved, rising only 4 points. Even though high reasoning ran more sub-queries for consumer tech prompts than for any other category, it often landed on the same brands and sources as minimal reasoning.

    Why I care about this: content can appear in fast ChatGPT answers but disappear when users ask more complex questions. Visibility depends on whether my pages, documentation, and third-party references can surface across the smaller searches ChatGPT runs before it answers.

    About the data: Semrush and Indig tested 100 prompts across 20 buyer journeys in B2B SaaS, finance, consumer tech, and health and lifestyle. Each prompt ran once in minimal reasoning and once in high reasoning. The analysis tracked citation rate, cited sources, and fan-out queries.

    The report: Only 25% of cited sources overlap between ChatGPT’s different reasoning modes [Study]


    Inspired by this post on Search Engine Land.


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  • Unlock the Hidden SEO Strategy in Buyer Journeys

    Unlock the Hidden SEO Strategy in Buyer Journeys

    I realized that most content tends to meet users right where they are. When someone looks up “best MBA programs,” they typically get a list of MBA programs. But I’ve discovered that sometimes the most valuable content can challenge the very assumptions behind these queries. It’s about offering alternatives that users never knew they should explore.

    Taking the initiative to broaden user awareness beyond their typical path often gets overlooked in SEO and content marketing strategies. However, when done thoughtfully, it helps position my products and services to rank for a wider array of keywords while enlightening my audience about various solutions to their issues.

    Imagine someone searching for a certain degree, medication, certification, or product. They often seem to have settled on a solution without fully evaluating their problem. By crafting content that gently introduces alternatives like “apprenticeships vs. four-year degrees” or “herbal supplements vs. prescription options,” I find I can attract high-intent traffic and offer more value than just matching the initial intent.

    Allow me to share a roadmap on integrating this strategy into ongoing editorial processes.

    LLMs are already doing this

    I’ve noticed how LLMs and AI Overviews already employ a version of this strategy. After addressing a query, they often probe further, asking if you wish to delve deeper into the topic or learn about alternatives. Following this path with an LLM can guide users toward opportunities they hadn’t considered.

    ```json
{
  "alt": "Prompt asking what aspect you want to improve, with options like mood, anxiety, energy, and more.",
  "caption": "Identify your priority: Choose what you wish to improve from mood to hormonal symptoms for a tailored guide.",
  "description": "This image features a prompt titled 'Quick check so I can guide you better,' asking what the user hopes to improve immediately. Options listed include mood, anxiety, energy, focus, weight/appetite, sleep, and hormonal symptoms such as PMS and cycles. The prompt suggests providing a personalized recommendation based on the user's choice, including advice on adding, swapping, or removing elements. Interactive icons are visible for user feedback. Keywords: mood, anxiety, energy, focus, sleep improvement."
}
```

    For example, I was searching for mood and stress supplements. While LLMs and AI are not replacements for medical advice (always consult with a healthcare provider before altering diet or supplements), they offered some intriguing suggestions. By entering what I was already taking into ChatGPT, it not only provided feedback but also posed additional questions, enhancing the discussion.

    Through our back-and-forth, the AI went beyond general advice, offering modifications I hadn’t thought to ask about, integrating details like my caffeine habits into its suggestions.

    This approach allows me to guide audiences towards solutions they might not have initially considered.

    How to Identify Beneficial Queries

    When optimizing for “mood and stress supplements,” I try to think beyond the obvious. Many might be searching for such products because they feel overwhelmed. They may be seeking ways to cope during a stressful period. From there, I can extend my keyword research to discover topics about stress relief and produce content that presents additional methods for stress management.

    ```json
{
  "alt": "Comparison of three supplement options: ashwagandha, L-theanine, and magnesium timing with details on doses and usage.",
  "caption": "Explore simpler and safer alternatives: Ashwagandha, L-theanine, and magnesium timing, each with unique benefits for better wellness.",
  "description": "This image presents three supplement options for improved wellness: Option A: Ashwagandha (125-300 mg, root-only, nighttime), emphasizes simplicity without blends. Option B: L-theanine (100-200 mg, afternoon or evening) complements caffeine reduction. Option C: Magnesium with a focus on nighttime intake (glycinate or threonate) to ease irritability. These alternatives offer simpler and safer approaches to health management, perfect for search inquiries about natural supplements."
}
```

    Conversely, a user might begin their quest believing meditation or nature walks are the solutions for their stress and mood improvement. Yet, they might be unaware of mood supplements. So, while it’s wise for a supplement company to cultivate content regarding mood and stress products, it’s also prudent to explore other solutions for user problems.

    Embedding product suggestions within broader articles about sleep and stress can introduce readers to options they hadn’t initially thought about.

    Structuring Content Around Alternative Solutions

    Quality and value are what I prioritize when crafting this kind of content. When users encounter valuable information, they tend to stay engaged longer, explore related links, and perceive my content as a reliable resource.

    The goal is to rank for the primary intent while skillfully introducing my unique solutions. Beyond text, other ways to guide users include:

    ```json
{
  "alt": "The CapmatchOne logo with a gradient circle and bold text.",
  "caption": "Discover innovation with the CapmatchOne logo, featuring sleek typography and a modern gradient circle.",
  "description": "The CapmatchOne logo features bold, modern typography coupled with a gradient circle, symbolizing connection and innovation. The sleek design conveys a sense of progress and creativity. This image can be used for branding or promotional purposes, appealing to audiences interested in innovative solutions and forward-thinking designs."
}
```
    • Free templates or tools, even alongside paid offerings.
    • User stories that depict varied experiences.
    • Educational events like webinars or workshops tying into my offerings.

    The key is to ensure product mentions feel natural rather than forced into promotional content. When done subtly, such mentions can shift user perceptions and expand their problem-solving landscape.


    Keyword and SERP Signals that Signify Openness

    I’ve come to recognize when users might be open to journey-interrupting options by identifying keywords suggesting they’re still in the research phase versus ready to make a purchase.

    Branded Terms

    Someone searching [“brand name” buy] is usually more intent on purchasing compared to those exploring [“brand name” reviews] or [“brand name” competitors], which signal ongoing research.

    Industry ‘Widetail’ Queries

    I coined the term “widetail” queries to cover a broad array of searches that fall within the same user journey. For instance, a user needing their lawn mowed might search numerous related topics, each a piece of the broader issue.

    ```json
{
  "alt": "Text on lifestyle factors affecting sleep, like diet, activity, smoking, and stress management.",
  "caption": "Explore how lifestyle choices like diet and activity level can impact your sleep quality and mental health.",
  "description": "The image contains detailed information on lifestyle factors affecting sleep, such as diet, activity level, smoking, and alcohol or drug use. It suggests additional influences on mental health, including living environment and stress management. The text also covers supplements that support sleep, mentioning their potential benefits without detailing specific ingredients. Keywords: sleep quality, mental health, lifestyle factors, diet, activity level, supplements."
}
```
    • “Robot lawnmower price”
    • “Lawn service near me”
    • “How often to cut grass?”

    By thinking beyond straightforward service offerings and tapping into these peripheral queries, I capture more of those in the early stages of their journey.

    When Ethical Guardrails Are Needed

    While discussing supplements, it’s crucial to approach this strategy responsibly. Especially in areas like healthcare, careers, or finance, it’s my duty to ensure content doesn’t falsely position a product as a solution to serious issues. FDA and FTC guidelines are there to protect users from misleading claims and to ensure safety.

    Interrupting Buyer Journeys at the Right Time

    Consider the lawn care example again; multiple funnels can direct toward the goal of alleviating lawn maintenance burdens. Each query is a part of the user’s overarching journey. By broadening the scope of content, I appear not just during basic comparison searches but also amidst tangential research paths.

    Strategically expanding content helps catch the attention of those not expecting it, increasing search traffic, leads, and creating a loyal audience pleased to discover my brand.


    Inspired by this post on Search Engine Land.


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