Use cases

Turn real Reddit conversations into decisions.

One pipeline, many jobs. Define a claim, pull the threads where your audience already talks, let AI classify the signal, and read a ranked report you can act on.

Start a claim See a sample report

The shared pipeline

01Name the claimyour hypothesis

02Pull the threads~1,200 fetched

03AI classifies eachscored + tagged

04Read the ranked report≈ $0.34

Decide what to build

Pressure-test an idea against real demand before you commit.

FLAGSHIP

Validate your startup idea with evidence

Test a SaaS or startup idea against real demand before you build a line of code.

OUTPUT · pain + WTP per thread

Find the pain points customers never ticket

Surface the frustrations people vent everywhere except your inbox.

OUTPUT · pain-ranked threads

Find out if it’s just you — or everyone

Sanity-check your own experience against what people actually say.

OUTPUT · pain-ranked threads

Understand your market

Read the landscape, the rivals, and the trends in people’s own words.

See what people really say about competitors

Track how buyers compare tools honestly and exactly why they switch.

OUTPUT · tools named + quotes

Map the landscape before you bet

Map an entire space before you commit to a single direction.

OUTPUT · threads + tools named

Research a sector & catch trends early

Analyze any sector and spot emerging trends from real talk first.

OUTPUT · pain-ranked threads

Create with evidence

Write what your audience actually asks for — grounded, not guessed.

Write about what your audience asks

Build content around the questions your audience is genuinely asking.

OUTPUT · threads + key quotes

Write essays & threads backed by evidence

Draft essays and X threads grounded in real evidence, not vibes.

OUTPUT · key quotes, sourced

Validate what people actually say, not what you wish they would.

First claim free · about $0.34 per run after · no demo calls

Start a claim