Gauge now can tell you exactly how AI models talk about your brand. When put in a head-to-head against your competitors, who wins? In what ways are AI models bad-mouthing your brand? Talking up your competitors? Gauge analyzes the results of these questions to tell you the exact positives and negatives surfaced. Beyond that, Gauge can actually trace the source of negativity back to its original destination - whether it be a competitor website, a social post, or something else.
Hi product hunt! This was truly borne out of the needs from our users.
It's one thing to know whether or not you're mentioned in an AI answer. Once you have that, the more important question becomes "how am I talked about?"
We built sentiment to solve this. Gauge runs an analysis across all tracked prompts and answers to find exactly what positives and negatives are being surfaced about you and your brand.
We hope you give it a try and let us know your thoughts!!
Happy customer here. Been using Gauge for a few months and was able to meet our goals around AI presence. Very responsive and helpful team, and great pace of innovation around new features and capabilities. Sentiment looks great - will give it a try
Measuring how a brand is perceived by LLMs is basically a new form of sentiment intelligence — and I'd argue the financial world needs an equivalent for prediction markets. Polymarket trader behavior is leaking macro signal all the time, and most finance teams still aren't watching it. That's actually the problem we're tackling with PolyMind (https://polyminds.netlify.app/) — AI-powered alerts on large Polymarket trades as a real-time signal layer. Curious if you're seeing Gauge Sentiment used by finance or risk teams, or if it's still mostly marketing today?
If AI becomes the interface, then brand narrative inside models is the real battleground.
About Gauge Sentiment on Product Hunt
“How is your brand perceived by AI?”
Gauge Sentiment launched on Product Hunt on April 21st, 2026 and earned 107 upvotes and 4 comments, placing #14 on the daily leaderboard. Gauge now can tell you exactly how AI models talk about your brand. When put in a head-to-head against your competitors, who wins? In what ways are AI models bad-mouthing your brand? Talking up your competitors? Gauge analyzes the results of these questions to tell you the exact positives and negatives surfaced. Beyond that, Gauge can actually trace the source of negativity back to its original destination - whether it be a competitor website, a social post, or something else.
Gauge Sentiment was featured in Marketing (463k followers) and Artificial Intelligence (466.9k followers) on Product Hunt. Together, these topics include over 159.6k products, making this a competitive space to launch in.
Who hunted Gauge Sentiment?
Gauge Sentiment was hunted by Caelean. 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.
Want to see how Gauge Sentiment stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Caelean