Validation

The product is not built yet. The discovery work is.

Discovery to date

50+

Discovery interviews completed

136

Survey responses completed

11

In-depth discovery conversations

FreQNC discovery data · pre-MVP. These figures reflect research depth, not customer results.

What comes next

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Start

Design partner work will begin with one real AI-assisted workflow.

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Check

FreQNC will trace whether the work received a meaningful review.

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Compare

Repeated checks will show where review is thinning out.

FreQNC is pre-MVP. These are planned design-partner steps, not deployed product claims.

Follow the build

Watch this get built in public.

Research findings, product decisions and what changes when the market disagrees.

Roughly monthly. No pitch, no product announcements.