Q
Quant Labs
Methodology

We selectively evaluate companies where hands-on technical evaluation can materially improve the investment decision.

Not every inquiry gets a full evaluation, and not every evaluation looks the same. What's constant is the framework below — the same eight stages, applied to every claim we test, whether it's a robotics company's manipulation benchmark or a quantum team's error-correction numbers.

The Framework

Claim to investment decision

1

Claim

State exactly what's being asserted, precisely enough that it could turn out to be false.

2

Evidence

Gather what's already been shown — company claims, public data, prior results — and note how independently checkable each piece is.

3

Test

Design a test, or a verification protocol, that could actually contradict the claim.

4

Benchmark

Compare results against a stated baseline or reference figure, not just the claim in isolation.

5

Stress Test

Push past the conditions under which the claim was originally demonstrated.

6

Result

State plainly what held up and what didn't.

7

Remaining Risk

Name what still isn't known, even after testing.

8

Investment Decision

Feed the finding into the call on whether — and how much — to invest.

Expert Network

When a claim exceeds what we can test in-house

Some technical claims — a novel qubit modality, a proprietary training method, a manufacturing process outside our own test rigs — exceed what our core team can independently verify alone. In those cases, we bring in named domain experts as part of the evaluation, scoped to the specific claim in question, rather than stretching our in-house team past what it can rigorously assess.

Operating Model

Scoped, Not Standing

Outside expertise is brought in per-claim, not maintained as a standing bench. The goal is a qualified second opinion on the specific technical question at hand — not a broader advisory relationship.

What the framework looks like per sector

See it applied

Read a real technical evaluation, or reach out if you're building, investing, or want to bring specialized expertise to a diligence question.