Omsome Scout · Early access

Find what is worth building.

Ask one question about a market. Scout reads everywhere people talk—communities, reviews, forums, issue trackers—and returns a ranked set of product opportunities. Each one arrives with its evidence attached.

One question in · ranked opportunities out · every claim linked to source

The evidence is public. Nobody can read it all.

Every product team asks the same question: what should we build next? The answer is already written down—in complaints, workarounds, two-star reviews, feature requests, and “is there a tool that…” threads—scattered across thousands of conversations nobody has time to read.

So teams guess, or they ask a chatbot that guesses for them. Scout does the reading instead: it collects the conversation, quantifies the patterns, and shows its work.

Three steps. Minutes, not months.

A scout is a research project compressed into minutes—planned, sourced, classified, clustered, and ranked while you pour a coffee.

01

Ask

Describe a space, paste a competitor’s URL or app, or point at your own product. That is the entire setup—no source configuration, no query language.

02

We mine the conversation

Scout reads communities, review platforms, repositories, and forums at once. Every signal is classified—complaint, unmet need, workaround, money signal—then clustered into patterns.

03

Opportunities, with receipts

A ranked report, scored on demand, velocity, intensity, and gap—the math shown, never a mystic number. Every claim links back to a real post, review, or issue.

Anywhere people talk about what isn’t working.

RedditCandid consumer pain, community by community
App Store reviewsWhat incumbents’ customers keep repeating
Hacker NewsBuilder and B2B frustration, fully searchable
GitHubFeature requests with demand counts attached
YouTubeComments under reviews and how-to videos
Stack ExchangeRecurring questions nobody has productized
Product HuntWhat’s launching and how people react
TrustpilotService complaints at category scale
BlueskyThe open social firehose
Search demand“X alternative” volume that sizes the pattern

Sourced responsibly—attribution preserved, deletions honored, authors anonymized.

“Meal planning apps”—8 opportunities.

Run in 4 minutes 12 seconds · 3,127 signals read · 741 relevant · 5 sources. Here are the top three.

Plans collapse the moment real life interferes

Every incumbent plans forward-only. Skip one meal and users rebuild the week by hand—the single most repeated complaint across sources.

214 signalstrend ↑ rising12% money signals
87D 92 · V 78 · I 84 · G 88

Grocery lists ignore what’s already in the pantry

Users keep parallel inventory spreadsheets because no planner subtracts what they own before writing the shopping list.

178 signalstrend → steady9% money signals
81D 84 · V 71 · I 79 · G 85

Family taste conflicts have no tooling

“One kid won’t eat X, my partner is low-carb”—households negotiate menus manually. Fast-growing theme with thin competition.

121 signalstrend ↑ accelerating
74D 68 · V 82 · I 77 · G 70

A report you can question.

Every opportunity takes follow-up questions—who exactly is complaining, what would an MVP look like, which incumbent comes closest. Answers come from your scout’s collected evidence, receipts attached.

And when the evidence isn’t there, Scout says so—and offers to go collect it. It never answers from thin air.

Always on watch

The internet keeps talking. Your scout keeps listening.

Every scout keeps watching. It re-runs its research on schedule and sends only the delta—what grew, what cooled, what’s newly emerging—so a market never surprises you twice.

Receipts, not vibes.

AI does the reading—retrieval, classification, clustering. It is never the source. Every opportunity shows its score breakdown, and every claim links to a real post, review, or issue you can open yourself. If the evidence isn’t there, neither is the opportunity.

Early access

Run your market before someone else does.

Omsome Scout is in early access. Your first scout is on us—tell us the market you’re exploring and we’ll deploy it with you.

Request access