We are using open-source AI models and APIs to run our client onboarding and data analysis. How do we prove to a buyer's technology due diligence team that we actually own this operational IP and that it represents a defensible asset?

Question

Tyler Smith · Accepted Answer

When your operations are powered by open-source AI and third-party APIs, a buyer's technology due diligence team will scrutinize where your proprietary IP actually lives. To prove you own a defensible asset, you must focus on the customized wrapping, data pipelines, and workflow integrations you have built.

First, clearly document your unique data pipelines. Your proprietary value is not the base AI model itself, but how you clean, structure, and feed your proprietary data into those models.

Show the buyer how your custom middleware, prompts, and database integrations are structured. This custom architecture is what makes the system unique to your business.

Second, ensure you have clear, written intellectual property agreements with all external developers and internal employees who built these integrations. A buyer's legal team will demand proof that all code, scripts, and databases are owned entirely by your corporate entity.

Finally, track the efficiency gains on your weekly Scorecard. Show the buyer how these AI integrations have reduced human labor hours and improved delivery speed. By demonstrating that your proprietary systems drive higher margins and cannot be easily replicated by a competitor starting from scratch, you transform a generic technological tool into a highly valuable, proprietary operational asset.