Free AI moat test

What survives a better model?

A strong opinion is not the same as a documented advantage. Score each dimension, then declare the evidence behind it.

A connected customer, workflow and data loop illustrates durable business value.
ValuationAI Moat TestCIM LensCIM BuilderFinancing
01

Owned distribution

Can customers find you without one rented channel?

Look for: Repeatable direct, partner and referral acquisition; measured channel economics.

02

Workflow embeddedness

Does the business own a recurring job, not just produce a generic answer?

Look for: Repeated usage inside a customer workflow with demonstrated switching costs.

03

Data rights and feedback

Are your useful data and learning signals lawfully reusable and transferable?

Look for: Documented permissions, lineage, contract rights and feedback improving outcomes.

04

Retained demand

Do customers return after the novelty wears off?

Look for: Cohorts and repeat purchases across an appropriate observation window.

05

Delivery economics

Does contribution survive realistic AI, review and support costs?

Look for: Per-job costs, refunds, human review minutes and stress-tested provider pricing.

06

Independent operation

Can a new owner run it without the founder’s credentials or judgement?

Look for: Rights inventory, customer assignment, incident drill and an independent operator test.

Download the Owner Evidence Checklist Read the proposed review scope