Stage 1
DiscoverDiscover
Weekly RSS discovery hunts for new high-value communities using curated intent and niche keywords.
Private opportunity intelligence
Turn scattered demand into a private qualified signal stream.
Opportunity Radar is a self-hosted workflow and dashboard product for finding real opportunities faster. It discovers promising sources, filters noisy posts, validates employer intent, and routes the best matches into a private operator workspace built for action instead of browsing.
Cadence
3h
Live monitoring loop for validated sources
Routing
2+
Telegram and structured review destinations
Shape
Dual
Public-safe story, private operator dashboard
Signal console
Workflow preview
private
Source intake
Reddit RSSFounder communitiesJob boards
Qualification engine
Keyword and intent scoring
Confidence aging and source health
AI job validation
Action-aware routing
Destinations
Telegram alerts
Fast response for top matches
Review workspace
Human triage and history
Workflow overview
One workflow, two radar loops, one private system.
The current implementation is already more than a scraper. It discovers strong communities, monitors them repeatedly, classifies actual opportunity intent, and prepares everything for a more serious data-backed app.
Stage 2
ScoreScore
Rules scoring measures hiring intent, pain signals, build relevance, freshness, and quality before expensive checks.
Stage 3
ValidateValidate
AI classification only steps in after the first pass strips noise, self-promo, and weak speculative posts.
Stage 4
RouteRoute
Urgent matches move to alerts while the rest become structured records inside a private operator workspace.
System structure
Designed as a private operations surface, not a public feed.
The landing page exists to explain the machine. The protected app exists to work with real opportunities. That boundary is part of the product design, not a temporary decision.
Discovery radar
Finds candidate communities from keyword-driven Reddit searches, then keeps only the sources that continue producing signal.
Monitoring radar
Revisits validated sources every three hours, cleans raw posts, and extracts the most actionable opportunities.
Private review layer
Holds the real opportunities, score breakdowns, review actions, run history, and owner-managed access.
Infrastructure
Built around the stack you already run.
Automation core
n8n on Docker
Schedules, scraping, branching, AI classification, and routing live in the workflow engine you already run.
Edge and delivery
Nginx on Oracle VPS
Handles the app entry point cleanly while keeping your self-hosted setup aligned with the rest of the stack.
Storage path
Postgres-first direction
Google Sheets works for transition, but the product is being shaped around structured relational records.
Alerting
Telegram and review queue
High-confidence results can trigger fast action without exposing the full opportunity stream publicly.
Roadmap
Built for the next layer, not just the current feed.
The Reddit workflow is version one of the source engine. The real target is a normalized intelligence system where new adapters can plug in without changing how the dashboard thinks.
More source adapters beyond Reddit
Cross-source deduplication by fingerprint
Source reputation and freshness weighting
Explainable score breakdown inside each lead
Owner-controlled access for trusted collaborators
A dense premium dashboard instead of a generic admin panel
Access model
Open homepage. Closed intelligence layer.
The experience stays visible, but the opportunities stay private. Approved users can log in, review leads, inspect scoring, and monitor runs. Everyone else only sees the system story and request path.