This is the second of our real-matches case studies (the first covered a personal finance platform). This one is interesting for a single stat, so let's lead with it: for this product, 97% of everything ThreadSnoop found came from semantic search— 608 of 627 matches were threads that never contained a single one of the product's 20 keywords.
The product is a calm, browser-based task manager — quick capture, no elaborate system to maintain. Real product, real discovery run; as always, the posts below are actual Reddit threads, lightly trimmed, with no usernames and no links.
Why keywords barely fire in this market
Think about who needs a low-friction task manager: people drowning in dropped commitments. Now think about what they type into Reddit. It isn't “task management app” — people who'd search that are already in a tools rabbit hole. The ones in pain write things like this:
I keep forgetting little things I agree to during the day. Any system that actually works?
I don't really struggle with focus. My issue is smaller. During calls, Slack, and email I say yes to random stuff like "I'll send that tonight" or "I'll look at this tomorrow." Then the day just keeps going and I forget until someone pings me later. I've tried to-do apps. The problem is I al—
Knowledge worker with real, present pain capturing in-the-moment commitments; tried to-do apps but found them too friction-heavy. Strong ICP fit.
HOW DO I STOP MISSING THINGS AT WORK???
I SERIOUSLY NEED HELP!!! I work remote. I write assignments down and bold and capitalize, but I forget that I even made a to-do list, so I think I have no assignments. My boss even made a to-do list, but it doesn't help and they don't always update it…
Remote worker with severe, present pain from missing tasks and failed systems; actively seeking help but no budget signals yet.
I've quit every to-do app I've tried. Trying to figure out the actual breaking point — what was yours?
I've installed Things, Todoist, Apple Reminders, Notion, Clear… and abandoned every one within a few weeks. Trying to work out the real reason so I stop repeating it… tasks pile up, the list turns into something I avoid opening because it just makes me feel behind, and then I'm back to whatever's in front of me — sticky notes, browser tabs, memory.
Knowledge worker burned by multiple to-do apps, actively seeking why they fail and implicitly open to a new approach; high ICP fit, research mode rather than purchase readiness.
Would love to know where you categorise your tasks?
Never-ending list and idea holder here! I have a couple of small businesses, as well as a young baby, and general life. I'm a serial "oh I'll send that to myself on WhatsApp"-er. So I have a WhatsApp chat FILLED with years of ideas or things to do, for all different areas of life…
Knowledge worker with scattered tasks across WhatsApp/notes, actively seeking a quick-capture system; pain is real but mild.
Not one of those contains a product-category keyword worth alerting on. “Forgetting little things I agree to,” “a WhatsApp chat filled with years of to-dos” — this is how demand actually talks. ThreadSnoop caught them because it matches threads against the problems the product solves, by meaning, not against a word list (mechanism explained here).
Reading the scores like a founder
- The ADHD post has 95% problem severity— the highest in this whole discovery run — and the take still notes “no budget signals yet.” That's the right reply brief: lead with genuine help, not a pitch. Severity tells you the door is open; intent tells you what tone to walk through it with.
- The “quit every to-do app” thread is a positioning goldmine scored honestly at research-mode intent: the author is articulating exactly the failure this product was built around. A founder replying there isn't selling — they're comparing notes with their ideal customer.
- All four are above-the-bar finds from a 627-match run. The queue showed these first because it sorts by score, and the weak-tier gate kept the hundreds of below-bar matches from ever costing the founder a click.
Try the same experiment on your product
Every product has its own version of “I keep forgetting things I agreed to” — the way your customers describe your problem without your vocabulary. Join the waitlist, and once you're in, ThreadSnoop runs this exact discovery pipeline on your communities, scores what it finds, and shows you the queue. If the semantic column surfaces threads you'd never have searched for, you'll know within days.
Frequently asked questions
Are these real Reddit posts?
Yes — actual posts found by ThreadSnoop's live pipeline for a real task-manager product, shown with the pipeline's actual scores and reasoning. Quotes are lightly trimmed; usernames and links are deliberately omitted, and the product is described but not named.
Is a 97% semantic ratio typical?
No — it's a property of markets where the pain is described in everyday language. Products with precise technical vocabularies see keywords carry more of the weight (the personal-finance case study ran roughly 70% semantic). The consistent finding is that either method alone misses real customers.
What does ThreadSnoop actually match against, if not keywords?
During setup it writes down the problems your product solves, phrased the way a real person would complain about them. Every new post in your communities is compared against those problem statements by meaning (using embeddings), so "I keep forgetting things I agreed to" matches a task-capture tool despite sharing no keywords with it.
Find the threads your keywords can't see
Join the waitlist, and once you're in, ThreadSnoop runs both discovery methods on your communities and shows you the queue, semantic finds included.
Free during pre-launch — just your email to join, a product URL is optional.