Research brief
Tell the agent who to study and where to look.
Four inputs are enough for the first version: who, what question or pain, which Reddit communities, and known competitors.
Simulated completed run
The agent assembled an interview-ready evidence set.
For prototype purposes this run is already complete. The timeline shows the process the paid product would perform behind the scenes, while the counters reflect this specific evidence set.
Founders need interview-ready evidence, not another Reddit monitoring tool.
Across founder threads, the strongest pain is not finding more Reddit posts. It is turning noisy public conversations into specific pains, current workarounds, weak alternatives, and people worth interviewing.
Core problem
The pain is turning messy public conversations into clear product decisions.
Discovery should start from who we want to understand, then surface unprompted pain, current workarounds, weak alternatives, and specific people worth interviewing next.
Problems discovered
Ranked pains with inspectable quotes
Six pain clusters repeat across founder, SaaS, and marketing communities; the strongest signals combine emotional language with current workarounds.
Competitive analysis
Competitors prove demand, but do not solve the full research job.
F5Bot, GummySearch, Brand24, Reddit Pro, and outreach tools cover pieces of the workflow, but leave the evidence-to-interview loop open.
Recommendations / opportunities
Potential customers
Public posters who expressed the pains above.
These are public posters who named the exact pain and can be approached with a narrow, human-reviewed research ask.
Source ledger
Communities searched
The strongest source communities were founder-heavy spaces where people discussed validation, manual research, Reddit tooling, and anti-spam norms.