The Originality Test
Why This Matters: James and the Competitive Moat
James was confident about Draft 2. He'd tracked every interaction. He knew exactly what came from him and what came from AI. The Creation Log proved it.
"I'm ready for the next exercise," he said. "What's the originality test?"
"Simple question," Emma said. "If you handed the original problem to an AI tool with no context, no prior conversation, none of your Draft 1 thinking, would it produce something similar to your Draft 2?"
James frowned. "It shouldn't. I contributed sixty percent of the ideas. My framing, my implementation approach, my domain knowledge from operations."
"Prove it."
"How?"
"Open a fresh conversation. Give the AI only the problem statement. No Draft 1, no Draft 2, no Creation Log. Ask it to solve the problem from scratch. Then compare its independent solution to yours."
James thought about this. It sounded like a product differentiation test. At his old company, whenever someone proposed a new service offering, the VP would ask: "What stops a competitor from building this in six months?" If the answer was "nothing," the offering had no moat. If the answer pointed to proprietary knowledge, relationships, or unique process expertise, it had a defensible position.
"Okay, so basically this is a competitive moat analysis. But for thinking."
"If you like. The overlap between your solution and AI's independent solution tells you which ideas were likely AI-driven, even if you thought they were yours. The divergence, the parts AI wouldn't produce on its own, that's your creative value."
James hesitated. "What if there's a lot of overlap?"
"Then you learned something important about where your contribution actually lives."
Exercise 3: The Originality Test
Layers Used: Layer 5 (Divergence Test)
James is about to test whether his Draft 2 contains anything AI could not have produced alone. So are you.
Run the Divergence Test
Open a fresh AI conversation with no prior context. Give the AI only the problem statement. Ask it to solve the problem from scratch. Then compare its independent solution to your Draft 2. The overlap reveals which ideas were likely AI-driven. The divergence reveals your creative value.
Your Draft 2 (from Exercise 2). The AI-generated independent solution (produced without seeing your work). A Divergence Analysis (200-300 words) identifying: where your solution and AI's solution overlap (these are likely AI-driven ideas), where they diverge (these are your original contributions), and what your solution has that AI's does not (this is your unique creative value).
I want to test the originality of my solution. Here is the original problem ONLY (ignore everything I have submitted before in this conversation):
Generate your best solution to this problem without any prior context from me.
[GET RESPONSE, THEN FOLLOW UP:]
Now here is my solution that I developed through a combination of independent thinking and AI collaboration:
Please: (1) Calculate the divergence: what percentage of my solution overlaps with yours vs. is genuinely different? (2) Identify the 3 most original elements of my solution -- ideas you would not have generated independently. (3) Identify elements of my solution that are nearly identical to your independent version -- these likely came from AI, not from me. (4) Rate the overall originality of my contribution from 1-10. (5) What is the single most creative idea in my solution?
Finally, complete the Thinking Score Card for this exercise: Independent Thinking (1-10), Critical Evaluation (1-10), Reasoning Depth (1-10), Originality (1-10), Self-Awareness (1-10). For each score, give a one-sentence justification.
Discuss with an AI. Question your scores.
Come back when you have your BEST evaluation.
What Happened With James
James read the AI's independent solution alongside his Draft 2. Some of the overlap made him wince. The stakeholder engagement strategy, the phased rollout timeline, the measurement framework: the AI had produced something startlingly similar without ever seeing his work.
But then he found the divergences.
His solution connected food waste patterns to seasonal employment cycles in the community. The AI hadn't made that connection. His implementation plan used an existing church basement network as distribution hubs, something that came from his years coordinating supplier logistics in neighborhoods like the one described. The AI's version proposed building new infrastructure.
"The parts that overlap," he said to Emma, "those are the ideas I thought were mine but were actually... predictable. Any smart system with enough training data would arrive at the same conclusions."
"And the parts that don't overlap?"
"Those came from experience. Things I noticed because I'd lived something similar. Not because I'm smarter than the AI, but because I'd been in rooms the AI hasn't."
Emma nodded. "Now you know where your value is. Not in generating ideas AI can generate faster. In bringing context AI doesn't have. In making connections that require living in the world, not just reading about it."
James circled the divergent sections with a pen. They weren't the majority of his draft. But they were the parts that made his solution specific to a real place with real people, not a generic framework that could apply to any city on Earth.
The Lesson Learned
The originality test answers a question most people avoid: could AI have produced this without me? The overlap is not failure; it shows you which ideas are predictable. The divergence is where your creative value lives, in the context, experience, and connections that come from living in the world rather than reading about it.