Who Owns AI-Generated Intellectual Property? A Thought Experiment
- Faisal Awartani

- Jan 8
- 2 min read
By Dr. Faisal Awartani (CEO)

Consider the following intellectual property scenario:
· IP₁ (V₁) represents an original intellectual product created and owned by Person P₁(e.g., a research paper, dataset, model, or proprietary report).
· IP₂ (V₂) represents a distinct intellectual product created and owned by Person P₂.
Each intellectual product can be abstracted as a knowledge vector:
V1=(x1,x2,x3) , V2=(y1,y2,y3)
Now, a third party, Person P₃, does not simply copy IP₁ or IP₂, but instead designs an intentional generative process (for example, through a GPT-based workflow) and produces a new intellectual product:
V3=w1*V1+w2*V2 , Where w1> 0, w2>0, w1+w2=1,
That is w1, w2 are the weights of the newly produced linear combination V3. Which is considered, from linear algebra perspective, a new element in the vector space of knowledge.
The result, IP₃ (V₃):
· Did not exist before
· Is not a replica of IP₁ or IP₂
· And becomes more valuable than either IP₁ or IP₂ for a specific scientific, commercial, or policy audience
The core question: Who owns IP₃?
Think of w₁ and w₂ as:
· Prompt engineering
· Model orchestration
· Fine-tuning decisions
· Editorial judgment
In AI-assisted scientific research, these weights represent human intellectual contribution, not automation.
My own position (open to debate):
If IP₃ results from a deliberate, creative, and non-trivial generative process, then ownership should lie primarily with the person who designed that process, not merely the owners of the source intellectual products.
Open Intellectual Challenge
This is not a theoretical puzzle. It directly affects:
· Authorship of AI-assisted scientific papers
· Ownership of GPT-generated reports and models
· Citation norms and academic integrity
· Innovation rights in data science and AI
Anyone who offers a clear, rigorous, and persuasive argument, legal, ethical, or methodological, will receive the Insights Prize for Innovation.



Good day my friend,
Because of this constraint w1 + w2 =1
This means that V3 totally depends on the first two factors, which means, the third inventor only reproduced the previous work by combining them. If I where him/she I would have cooperated with ip1 and ip2.
However, in the existing case, IP3 owns it, but it looks like what happened with Scientist Tesla(alla yer7amo).
This answer comes assuming that AI is just a tool like other programming softwares.