Module · What do you know that rivals do not?

The Proprietary Moat Audit

The durable value in AI comes from teaching it something your competitors cannot buy off the shelf. That means a real knowledge advantage, captured as data, deepening over time, and instrumented so it keeps growing. This module tests whether your moat is real and compounding, or just a story you tell.

Question 1 of 5 · The advantage is real

Can you name something your company knows that your competitors do not?

Vague claims about experience or relationships do not count. A real advantage is specific and articulable: a failure mode you have seen ten thousand times, a process others get wrong, a dataset only you have accumulated.

Question 2 of 5 · Captured as data

Is that knowledge captured as data, or does it live only in people's heads?

Knowledge trapped in experts cannot train a model and walks out the door at retirement. Captured knowledge, decisions and outcomes and edge cases recorded over time, is the only kind AI can learn from and competitors cannot poach.

Question 3 of 5 · Deepening, not static

Is your knowledge advantage widening over time, or slowly being caught?

A static advantage is a depreciating one: competitors and vendors close gaps every year. A compounding advantage gets deeper the more you operate, because every case you handle adds to what only you know.

Question 4 of 5 · The source is instrumented

Do you instrument the process that generates your advantage, so it keeps producing data?

The advantage is not the data you have; it is the process that keeps producing it. If that process is not instrumented, the moat stops filling the moment your current data ages out.

Question 5 of 5 · Competitors cannot buy it

Could a competitor replicate your advantage by buying a tool or a dataset?

The test of a moat is whether money closes it. If a vendor sells the same model to your rivals, or the data is purchasable, what you have is table stakes, not a moat.

For the statistics · one click each

Three questions for the public picture

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Could a competitor replicate your main advantage within a year?

Yes, easily

Yes, with effort

Only with difficulty

We are not sure

Where does your most valuable know-how live today?

In people's heads

In documents

In systems and data

Nowhere durable

We do not know

Is your competitive knowledge advantage widening or narrowing?

Widening

Holding steady

Narrowing

Already gone

We are not sure

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