Hi Product Hunt — I’m Sarah, founder of ModularDot.

I built it because “AI visibility” is often sold through black-box scores and promises nobody can honestly guarantee. I wanted something smaller and inspectable: show exactly where a public website makes buyers or answer engines guess, then turn meaningful gaps into changes a real team can publish.

What you can try today:

- a free 16-check deterministic scan—no signup, no API keys, nothing stored;

- per-check evidence and a public scoring method;

- two owned production references: LossyInfo moved 62→98 and NostalgAI 49→98 under the same v2 method;

- a $149 founding Fix Pack with a page-gap map, three publish-ready answer blocks, corrected JSON-LD, and before/after evidence.

Important disclosure: LossyInfo, NostalgAI, and ModularDot are all operated by me. LossyInfo and NostalgAI are owned production reference implementations—not external customer results. The score measures observable public inputs—not rankings, citations, traffic, or revenue.

I’d especially value feedback on one question: after running the scan, is the evidence specific enough to tell whether your site is genuinely unclear—or whether the deterministic scanner simply missed valid wording?