Every keyword-monitoring tool eventually runs into the same problem: matching a word is easy, but a matched word doesn't tell you whether the person who wrote it is a buyer, a competitor's customer venting, or someone making an unrelated joke. Scoring is the layer that turns raw matches into something you can act on.
Relevance: does this thread actually relate to you
The first pass an AI model runs on every match checks genuine topical relevance — not just whether your keyword appeared, but whether the thread is actually about the kind of problem your product solves. A thread that mentions your product category in passing, as part of an unrelated story, scores low on relevance even if the keyword match is exact.
Intent: where is this person in their buying journey
Relevant threads then get classified into one of several intent stages: researching (early, general curiosity), tool-seeking (actively asking what to use), competitor mention (naming a tool you compete with, usually with a complaint), or pain-venting (describing a problem without naming a solution yet). High relevance combined with tool-seeking or a competitor mention is what gets flagged as a high-intent lead and pushed to the top of your feed — the other stages still surface, but as market signal rather than urgent leads.
Pain-point radar: what your market keeps repeating
Individual leads are useful, but a single complaint doesn't tell you if it's an outlier or a pattern. The pain-point radar clusters recurring complaints and feature requests across every thread MentionSpot has scored, so you can see, for example, that a dozen different people across six subreddits have independently complained about the same workflow gap. That's the kind of signal that's nearly impossible to catch by reading threads one at a time, and it feeds directly back into product and positioning decisions.
Competitor tracking: catching the unhappy customers
Competitor tracking runs the same clustering logic against every mention of the tools you compete with. When someone posts a pricing complaint, a missing-feature gripe, or an open "what should I switch to" question naming a competitor, it surfaces immediately rather than getting buried in general monitoring. Named competitor complaints tend to be the highest-conversion opportunity in the whole feed, because the person has already decided to look elsewhere — the only open question is where they land.
How scoring shapes your feed
Scoring is what makes the signal feed usable at volume: new matches arrive continuously, but only high-relevance, buying-stage threads get pushed as real-time alerts. Everything else — research-stage threads, general pain points, lower-relevance mentions — rolls into a daily digest instead of interrupting you throughout the day. Pain-point radar and competitor tracking are available on the Growth and Custom plans, alongside standard relevance and intent scoring on every tier.
FREQUENTLY ASKED QUESTIONS
Common questions
What intent stages does MentionSpot classify?
Every match is labeled as researching, actively tool-seeking, discussing a competitor, or venting a pain point. High relevance plus tool-seeking or a competitor mention is flagged as a high-intent lead.
What's the difference between relevance and intent?
Relevance checks whether a thread genuinely relates to your product, not just whether a keyword appears. Intent classifies where the poster is in a buying journey. A thread needs both — high relevance and buying-stage intent — to be flagged as a lead.
What is the pain-point radar?
It clusters recurring complaints and feature requests across all your monitored threads, so you can see which specific problems your market keeps repeating instead of reading one post at a time.
What is competitor tracking?
It surfaces every mention of the tools you compete with across your monitored subreddits and X keywords, so you can see when someone is unhappy or actively comparing options and step in with your own experience.
PUT IT INTO PRACTICE
See scored signals from your own market.
Tell us what you're building. We'll show you a sample of the leads and pain points we'd surface.
Get the 7-day passCONTINUE READING