December 22, 2025

The 'Good Enough' Test: Naming Your AI Product for Impact

Naming your AI product is crucial for success. Use the 'Good Enough' test to find a name that resonates, is memorable, and positions your product effectively. This framework guides you through the process, ensuring your AI tool stands out in a crowded market.

The 'Good Enough' Test: Naming Your AI Product for Impact

Naming your AI product can feel like a Herculean task. You want something memorable, catchy, and representative of its capabilities. But perfectionism can be paralyzing. This is where the 'Good Enough' test comes in – a practical framework for finding a name that works without endless agonizing. It's about finding a name that is 'good enough' to launch, iterate on, and build your brand around. This article will guide you through this process.

Think of your AI tool's name as its first impression. A great name can spark curiosity and interest. A poor name can sink your product before it even launches.

This framework focuses on balancing creativity with practicality, ensuring your AI product name contributes to its success. Let's dive in.

The 'Good Enough' Naming Framework

The 'Good Enough' naming framework is built on three key pillars: Relevance, Memorability, and Availability. Each pillar helps you assess potential names and move closer to a decision.

1. Relevance: Does the Name Reflect the Product?

  • Functionality: Does the name hint at what the AI tool does? For example, a tool that summarizes text might include words like "Summarize," "Digest," or "Abstract."
  • Target Audience: Does the name resonate with your intended users? A name targeting developers might be different from one targeting marketing professionals.
  • Core Value Proposition: Does the name allude to the primary benefit your AI tool offers? For instance, a tool promising increased efficiency might incorporate words like "Boost," "Streamline," or "Accelerate."

Action: Brainstorm a list of keywords related to your AI tool's functionality, target audience, and core value proposition. These keywords will be the building blocks for your name.

2. Memorability: Will the Name Stick?

  • Simplicity: Is the name easy to pronounce and spell? Avoid overly complex or obscure words.
  • Uniqueness: Does the name stand out from the competition? Conduct thorough research to ensure your chosen name isn't already in use or too similar to existing products.
  • Catchiness: Does the name have a memorable quality? Consider using alliteration, rhyme, or a clever wordplay.

Action: Test your potential names on a small group of people. Ask them to recall the names after a short delay. The names that are most easily remembered are the best candidates.

3. Availability: Can You Actually Use It?

  • Trademark Search: Is the name trademarked by another company in your industry? Conduct a thorough trademark search to avoid potential legal issues.
  • Domain Name: Is the corresponding domain name available? A matching domain name is crucial for building a strong online presence.
  • Social Media Handles: Are the social media handles available on the platforms where your target audience is most active?

Action: Perform a trademark search, check domain name availability, and check social media handle availability for each potential name. This step is crucial to prevent legal issues and ensure brand consistency.

Examples of AI Product Names (and Why They Work)

  • Otter.ai: This name is simple, memorable, and hints at the tool's functionality (audio transcription). The association with the animal "otter" also makes it more endearing and memorable. It is an AI meeting assistant that can take notes for you.
  • Jasper.ai: This name is short, punchy, and has a modern feel. It doesn't explicitly state the function, but it's memorable and brandable. It is an AI tool used for writing content.
  • Grammarly: This name is straightforward and clearly communicates the tool's purpose (grammar checking). It's also easy to spell and remember. It is an AI tool that checks the grammar of writing.

These examples demonstrate that a 'good enough' name doesn't need to be perfect. It simply needs to be relevant, memorable, and available.

Common Naming Pitfalls to Avoid

  • Overly Technical Jargon: Avoid using overly complex or technical terms that your target audience may not understand.
  • Generic Names: Don't choose a name that is too generic or similar to existing products. You want your AI tool to stand out.
  • Limiting Names: Avoid names that are too specific and may limit your product's future growth or expansion. For example, if your AI tool currently focuses on text summarization but you plan to add other features in the future, avoid a name that solely focuses on summarization. Consider Acquire or Build? Choosing the Right Path for Your AI Tool to help plan for future features.
  • Difficult to Pronounce or Spell: Names that are hard to pronounce or spell are difficult to remember and share.

Step-by-Step Implementation Guide: Naming Your AI Product

Here's how you can use the 'Good Enough' test to name your AI product:

  1. Brainstorming Session: Start by brainstorming a list of potential names. Consider your AI tool's functionality, target audience, and core value proposition. Use the keywords you identified in the "Relevance" section as a starting point.
  2. Relevance Check: Evaluate each name based on its relevance. Does it accurately reflect your AI tool's purpose and benefits?
  3. Memorability Test: Test each name on a small group of people. Ask them to recall the names after a short delay. Note which ones are easiest to remember. Think about applying Guerrilla Marketing for AI Tools: Finding Your First 100 Users by collecting initial responses and impressions.
  4. Availability Verification: Check the trademark status, domain name availability, and social media handle availability for each name.
  5. Refinement and Selection: Based on the relevance, memorability, and availability scores, refine your list of potential names. Select the name that best meets all three criteria. Remember, it doesn't have to be perfect; it just needs to be 'good enough' to start with. You can always rebrand later if needed. Tools like AI writing assistants can help you brainstorm and refine your names. Keep an eye on your budget and understand AI Tool Pricing: Strategies to Value Your Product and Maximize Revenue.
  6. Test your AI tool. Does the tool give you a feeling of AI Tool Overload: Simplify Your Workflow and Reclaim Your Focus? If so, maybe it's not the right tool for you.

By following these steps, you can confidently choose a name that sets your AI product up for success. Remember that even the most recognizable brands started with a 'good enough' name, and evolved over time. Don't let perfection be the enemy of progress!

Actionable Asset: Naming Checklist

Here's a checklist to help you apply the 'Good Enough' test:

  • Brainstorm potential names.
  • Check for relevance to functionality.
  • Check for relevance to target audience.
  • Check for relevance to value proposition.
  • Test memorability on a small group.
  • Verify trademark availability.
  • Verify domain name availability.
  • Verify social media handle availability.
  • Refine and select the best name.

Recommended Tools

Core AI tools to consider

Here's a simple starter stack that works for anyone exploring AI tools and productivity.

General-purpose AI assistant

Assistant

Handle research, outlining, and brainstorming so you're never starting from a blank page.

Notes → tasks converter

Productivity

Turn messy notes and transcripts into clean action lists you can execute on.

Lightweight automation hub

Automation

Connect your key apps and automate repetitive tasks without hiring a developer.

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