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Headshot
AI-augmented OSINT and lead intelligence platform
- Role
Overview
An AI-augmented OSINT and lead intelligence platform engineered to autonomously discover, validate, enrich and investigate business prospects from a simple niche plus location query.
It combines multi-source discovery, web intelligence, entity resolution, adaptive investigation planning, automated deep-link execution, Arabic and Franco-Arabic intelligence, evidence-based scoring and AI-assisted reasoning into a single investigation workflow.
Architecture
Capabilities
Adaptive investigation engine
Identifies intelligence gaps, evaluates techniques by value, cost and reliability, selects the next action, executes it, and updates investigation state.
Autonomous deep-link intelligence
Generates and executes investigation paths rather than presenting static links. Verified chains include crt.sh to subdomains to derived probes.
Entity resolution and intelligence graph
Connects organisations, domains, people, emails, phones, social profiles, technologies, locations and infrastructure while maintaining provenance and confidence.
Arabic and Franco-Arabic intelligence
Arabic normalisation, transliteration, phonetic matching, regional variants, and Franco-Arabic inputs such as m7amed and 3abdallah.
Evidence-based lead scoring
Weighs contactability, ICP fit, pain signals, decision-makers, social presence, source quality and corroborating evidence.
False-positive detection
Explicitly rejects irrelevant businesses, duplicate entities, unrelated locations, noisy directories, misleading matches and unsupported relationships.
AI safety and graceful degradation
Validates structured AI responses and falls back to deterministic behaviour during provider failures, rate limits, malformed responses or unavailable models.
Non-obvious techniques
DMARC rua intelligence, certificate organisation searches, security.txt, urlscan intelligence, sitemap analysis and infrastructure attribution.
Stack
- Python
- OSINT
- Web Scraping
- Playwright
- REST APIs
- SQLite
- Async Processing
- Entity Resolution
- Information Retrieval
- NLP
- Arabic NLP
- Transliteration
- Generative AI
- AI Provider Abstraction
- Knowledge Retrieval
- Adaptive Planning
- Evidence Graphs
- Lead Scoring
- Automation