AMEF: how to value and assess an AI-native company
In short: AMEF is the finance layer of our research. It looks at how capital, valuation and investment change when a company runs on checked, automated coordination instead of growing administrative headcount. It also gives investors a five-point due-diligence checklist for companies that claim an "AI-native" or "autonomous" operating model.
The question it answers: How should capital allocation, valuation and investment change when organizational coordination becomes algorithmic?
What the paper contributes.
| Idea | In plain language |
|---|---|
| A capital-efficiency measure | New recurring revenue generated per unit of compute, verification and core team. |
| Valuation | A business whose controls can be inspected carries less hidden management risk than one that relies on people to catch errors. |
| Fund economics | Lean companies need less capital, so they need smaller exits to return a fund. |
The five-point due-diligence checklist.
| What to check | The question to ask |
|---|---|
| 1. Verification vs drift | Are agent tasks bounded by checks that cannot be skipped? |
| 2. Margin at scale | Does gross margin hold when volume grows 10x? |
| 3. Model portability | Could the company switch AI model provider within 48 hours? |
| 4. Human gates | Are exceptions sent to a person before anything commits? |
| 5. Audit trail | Can past activity be verified in a record that cannot be altered? |
What the paper does not claim.
The valuation and fund analysis is a framework for reasoning, not investment advice or a forecast for any company.
Where it shows up.
Technical due diligence for AI-native investments on How We Work, and the "Investors and fund managers" audience on the homepage.
Autonomous Micro-Enterprise Finance (AMEF)
How to cite: Rajagopal, R. K. (2026). Autonomous Micro-Enterprise Finance (AMEF). Secular Labs AME Architecture Series. https://doi.org/10.5281/zenodo.22648618
Frequently asked
Do you offer due diligence?
Yes. We provide technical due diligence and architecture checks for funds and family offices, based on this checklist. Book a call.