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OTW Signal
Track and improve how AI sees your brand.
Find out why AI recommends your competitors instead of you. A real visibility report, with every claim traced back to evidence. Free preview.
Hi everyone, Melinda here, founder of OTW Signal.
Everyone knows buyers now ask AI what to buy. The uncomfortable part is that you cannot manage what you cannot see, and AI answers are a black box. They change by phrasing, by model, by day, and they rarely cite sources you can audit. "Are we in the answer?" turns out to be a genuinely hard measurement problem, not a dashboard toggle.
OTW Signal is built for that problem. We run your category's real buying questions across the major assistants on a schedule, track whether you appear and how you are described, flag where competitors get recommended instead, and show whether it is moving. Think rank tracking, but for AI answers.
What surprised us in early accounts: brands that dominate Google search were often invisible in AI answers for the exact same queries, because the models lean on sources the brand never prioritized. Fixing that is a different playbook than SEO.
Still early and I would love your feedback, especially on which assistants and metrics matter most to you. Happy to dig into anything in the comments.
About OTW Signal on Product Hunt
“Track and improve how AI sees your brand.”
OTW Signal was submitted on Product Hunt and earned 4 upvotes and 1 comments, placing #150 on the daily leaderboard. Find out why AI recommends your competitors instead of you. A real visibility report, with every claim traced back to evidence. Free preview.
On the analytics side, OTW Signal competes within Analytics, Marketing, Artificial Intelligence and OpenAI Day — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how OTW Signal performed against the three products that launched closest to it on the same day.
Who hunted OTW Signal?
OTW Signal was hunted by Melinda Tongdee. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of OTW Signal including community comment highlights and product details, visit the product overview.
Melinda Tongdee