Journll Insights
AI-powered Reddit analytics that tells founders what the market actually wants.
Overview
Journll Insights is a market intelligence SaaS built for Gen Z founders who need to validate ideas before committing their time and money. The platform analyzes Reddit conversations at scale using AI — surfacing pain points, emerging trends, lead opportunities, and freelance gigs hiding in plain sight. We built the entire product from scratch: architecture, AI pipeline, dashboard, and landing page.
Services delivered
- Full-stack SaaS development
- AI / LLM integration pipeline
- Reddit API ingestion & analysis
- Subscription & billing (Stripe)
- Dashboard UI design & development
- Marketing landing page
- Community setup (Slack)
Key challenges
Reddit data at scale
Fetching, parsing, and scoring thousands of Reddit posts in near real-time required a robust ingestion pipeline with rate-limit handling, deduplication, and intelligent caching to stay responsive without burning API quota.
Signal vs. noise
Reddit is full of off-topic tangents and irrelevant content. We built custom LLM prompt chains to classify posts by intent — pain points, trends, leads, gigs — with confidence scoring so founders only see what matters.
Founder-first UX
Most analytics tools are built for enterprise teams. We designed the entire experience around the solo founder mindset: fast, opinionated defaults, no bloated dashboards — just the insight you need to decide whether to build.
Tech stack
What shipped
- Platform shipped and live at journllinsights.app
- AI analyzes Reddit conversations across targeted subreddits
- Features: pain point mining, trend detection, lead finding, freelance gig discovery
- Best-time-to-post feature to maximize reach for founders
- Subscription model live with Stripe billing
- Active founder community via Slack
Ready to build
something real?
Tell us what you're building. We'll tell you how we'd ship it — strategy, stack, timeline, and cost. No fluff.