Why Google Search to Generative AI is a Paradigm Shift

Google Search has conditioned us to type short, cryptic queries.

Greg Twemlow
5 min readJun 30, 2024

I know you’re thinking, “Not another article about Prompting AI”. Sigh. However, this article is different because it highlights an essential paradigm shift in how you engage with AI.

AI Tips published in XperientialXchange are the copyright of Greg Twemlow

The Essential Difference Between Google Search and Generative AI

Imagine you’re about to significantly transition from the familiar, straightforward use of Google Search to the nuanced and intricate world of Generative AI. This shift isn’t simply changing tools; it’s a fundamental change in how we interact with technology. Let me guide you through this transformation.

Understanding the Need for Context

Generative AI requires a rich tapestry of Context to generate accurate and valuable responses. Unlike traditional search engines, which thrive on brief, keyword-based queries, AI benefits immensely from detailed prompts. Consider it the difference between asking for a quick fact and engaging in a deep, meaningful conversation.

Moving from Short to Long Prompts

Google Search has conditioned us to type short, often cryptic queries. However, we need to craft context-rich, detailed prompts to harness the full power of generative AI. These prompts should encompass all relevant information, providing a clear and multifaceted view of the topic.

Engaging in Dialogue

Generative AI isn’t just about answering questions; it’s designed for interactive dialogues. Picture your interactions as ongoing conversations where each input builds on the previous ones, refining the AI’s understanding and enhancing the quality of responses.

AI is Not Google Search

Here’s a crucial point: AI is not Google Search.

While Google Search provides informational results that require the user to synthesize and interpret to gain knowledge, AI responds to well-formulated prompts with knowledge you can leverage. This distinction is vital and reinforces why AI prompts must be highly contextual. A detailed prompt allows AI to deliver nuanced and insightful responses, transforming raw information into actionable knowledge.

Crafting Effective AI Prompts

  • Clarity and Specificity: Ensure your Prompt clearly outlines the topic, including specific details and instructions.
  • Background Information: Provide contextual background to help the AI grasp the setting and nuances.
  • Detailed Instructions: Offer precise directions on the elements or aspects you want the AI to focus on.
  • Incorporation of Multiple Elements: Include various related aspects to give a comprehensive view.
  • Encourage Creativity: Allow room for imaginative and exploratory responses.
  • Avoid Ambiguities: Use unambiguous language to prevent misinterpretation.

Examples of Effective Long Prompts

Consider these examples to understand the structure and effectiveness of detailed prompts:

  1. Structured Prompts: Combining rules or guidelines with specific questions or scenarios enhances clarity and Context.
  2. Show-Me vs. Tell-Me Approach: Use illustrative examples to complement detailed instructions, ensuring the AI grasps the holistic picture.

Managing Context Windows

A crucial aspect of using Generative AI effectively is understanding the context window — the amount of text the AI can process simultaneously. Think of it as the AI’s attention span. Just like us, AI can only handle a certain amount of information before it starts to lose track. Most users won’t encounter this limitation, but staying within the token limits ensures the AI can process all the provided information.

Adapting Prompt Strategies

Transitioning from Google’s brief search queries to AI’s need for detailed Context marks a significant shift. Here’s how you can adapt:

  • Experiment with Prompt Length: Test short and long prompts to see which works best for different scenarios.
  • Focus on Clarity: Ensure prompts are clear and specific, avoiding ambiguous language.
  • Provide Comprehensive Context: Include necessary background information and multiple elements to guide the AI effectively.
  • Be Mindful of Context Windows: Stay within token limits to ensure the AI can process all the provided information.
  • Encourage Exploration: Use prompts that invite creative and detailed responses, enhancing the interactive experience.

Example Use-Case: Prompts for “Engaging Meaningfully with Customers”

Experiment with Prompt Length

  • Short Prompt: “What are some ways to engage meaningfully with customers in a new project?”
  • Long Prompt: “I am starting a new project to find innovative ways to meaningfully engage with our customers. Our company operates in retail, focusing on sustainable and eco-friendly products. Could you provide detailed strategies, including digital and in-person engagement methods, examples of successful customer engagement campaigns in similar industries, and potential challenges we might face?”

Focus on Clarity

  • Prompt: “We are a retail company specializing in eco-friendly products. Our goal is to enhance customer engagement through personalized interactions and community-building activities. Can you suggest specific digital tools and in-person events to help us achieve this, and explain why they would be effective?”

Provide Comprehensive Context

  • Prompt: “Our company, GreenRetail, sells eco-friendly products and has a diverse customer base interested in sustainability. We want to launch a new project to improve customer engagement. Please provide a detailed plan that includes the following elements: understanding customer demographics, leveraging social media platforms, organizing community events, and creating personalized marketing content. Include examples of successful initiatives from other companies and potential metrics for measuring success.”

Be Mindful of Context Windows

  • Prompt: “We need a strategy to engage our customers better. Here’s a brief overview: We are a mid-sized retail company focusing on sustainable products. Our target audience is primarily young adults aged 18–35 who are environmentally conscious. We’ve noticed declining repeat customers and want to improve retention through better engagement. Could you suggest some effective strategies?”

Encourage Exploration

  • Prompt: “Imagine you are the marketing director for a retail company selling eco-friendly products. Your task is to develop innovative and meaningful ways to engage customers online and offline. Think creatively and suggest a mix of traditional and unconventional methods, including social media campaigns, interactive workshops, and community-driven initiatives. How would you implement these strategies and measure their success?”

Summary: Use the S.L.I.C.E. Approach to Prompting

Short:

  • Direct and specific, asking for clear, concise answers.

Long:

  • Provide detailed Context and background, guiding the AI to deliver comprehensive and nuanced responses.

Insightful:

  • Ensure the prompts are straightforward, avoiding vague or ambiguous language.

Contextual:

  • Include all relevant information to help the AI understand the full scope of the project.

Explorative:

  • Encourage creative thinking and innovative solutions, allowing the AI to explore various possibilities.

These examples show how to tailor Prompts to elicit meaningful, detailed, and contextually rich responses.

The essential shift from brief Google Search queries to comprehensive AI Prompts is critical to unlocking more accurate and insightful interactions, transforming how you engage with AI technology and turn raw information into actionable knowledge.

About the author: Greg Twemlow, Founder of XperientialAI©.

Greg Twemlow, Founder of XperientialAI©

Greg Twemlow: Sharing what I’ve learned from my career of 35 years as a citizen of the world, parent, corporate executive, entrepreneur, and CEO of XperientialAI, focused on experiential learning for maximum impact with AI. Contact Greg: greg@xperientialAI.com

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Greg Twemlow
Greg Twemlow

Written by Greg Twemlow

Innovate, Learn, and Lead with AI© | Pioneering AI-Enhanced Educational Strategies | Champion of Lifelong Learning & Student Success in the GenAI Era

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