JobSearchAIResearchSaaS

Colleague Pulse

Check what interviewers and teams actually say in public dev communities before you apply

Problem
Job seekers only see polished job descriptions and company websites, with no idea about the interviewer's technical taste, team culture, or how they talk about candidates. Public discussions from hiring teams and employees are scattered across dev communities and forums, making manual research painfully slow.
Solution
Enter a company name or role keyword and the tool gathers relevant public posts from dev communities, clusters themes and sentiment, and returns an interviewer profile, team vibe summary, and top complaint points—each with source links for verification.
Users
Mid-to-senior engineers job hunting, remote job seekers, candidates preparing for technical interviews
MVP
Company-name search only; scrape 2-3 public dev communities; LLM-based theme clustering and sentiment summary; every insight links to the original post; no login or paywall—sell single reports first.
Revenue
Pay-per-report or unlimited monthly subscription; later add a paid tier for company monitoring alerts
Why now
Public dev community discussions are abundant and LLM summarization is cheap; an indie dev can ship a focused lookup tool without enterprise compliance overhead

Source discussions · 3

  1. Reddit[r/SaaS] how long did it actually take you to land your first paying client from reddit?
  2. Reddit[r/SaaS] Solo dev here: how did you find your first problem worth building for?
  3. Reddit[r/SaaS] Open source Reddit lead finder
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