Lead Discovery EngineBuilt by sadok

Stop searching for clients. Let us find them for you.

A self-hosted intelligence system built for operators. We discover closed communities, validate high-intent opportunities using AI, and route the most profitable matches to a private command center.

The Pipeline

One workflow. Continuous extraction.

Discover

Continuous deep-web discovery hunts for high-value founder and developer communities based on intent keywords.

Score

Multi-layered scoring engine measures exact hiring intent, technical relevance, freshness, and post quality.

Validate

Proprietary AI classification aggressively strips self-promo, noise, and speculative posts before human review.

Route

Urgent enterprise matches route instantly to alerts; the rest become structured records in your private hub.

Architecture

Built strictly for private operations.

The public interface exists solely to explain the engine. The protected layers are designed exclusively to isolate, analyze, and act on raw opportunity data without public exposure.

Discovery Engine

Dynamically identifies and tracks candidate communities, keeping only the sources that consistently produce real signal.

Monitoring Loop

Revisits validated sources every three hours. Cleans raw streams and extracts high-confidence actionable opportunities.

Private Command Center

A secure, owner-controlled environment holding real opportunities, detailed AI scoring breakdowns, and run history.

Stack & Security

Automation core

n8n Engine

Schedules, branching, and routing live in a hardened workflow.

Edge delivery

Optimized Node

Handles the protected entry point while keeping the self-hosted setup clean.

Storage layer

PostgreSQL

Built from day one around structured, relational enterprise records.

Rapid alerting

Encrypted Queues

High-confidence leads bypass the dashboard for immediate action.

Evolution Track

What we are building next

Advanced source adapters beyond standard networks
Cross-platform identity deduplication via fingerprinting
Dynamic source reputation and decay weighting
Explainable, token-level AI score breakdowns per lead
Granular access controls for trusted external collaborators

Closed intelligence.

Access is strictly owner-approved. Request a secure account to review leads, inspect AI scoring, and act on live signals.