7 autonomous agents, one intelligent pipeline
LeadsLogix AI is built on the WAT (Workflows, Agent, Tools) architecture. 7 specialized agent types coordinate via a DAG scheduler to discover, crawl, extract, enrich, and verify B2B data -- each agent autonomous within its budget, all orchestrated as a single pipeline.
7 Agent Types
Each agent type specializes in one aspect of the intelligence pipeline. The Orchestrator coordinates execution order and manages dependencies.
Search Agent
Discovers companies via search engines, directories, and registries. Manages rate limiting and query rotation across SearXNG, Bing, Brave, DDG, Mojeek, Yahoo, and Google.
Crawl Agent
Executes 5-layer scraping hierarchy against company websites. Manages per-company budgets (15 pages, 3 browser renders, 120s) and adapts strategy based on website complexity.
Browser Agent
Controls Playwright browser instances for JavaScript-heavy sites. Singleton pool management, anti-detection measures, and budget-capped rendering.
Contact Agent
Extracts decision makers using 4-method parsing: JSON-LD structured data, team card detection, heuristic+proximity analysis, and LinkedIn X-ray search.
Social Agent
Discovers social media profiles across 8 platforms with cross-platform linking. Extracts follower counts, activity signals, and bio data.
Validation Agent
Runs 8-check email verification, entity resolution, deduplication, and confidence scoring. Ensures data quality before export.
Orchestrator Agent
DAG scheduler coordinates all agent types. Reactive execution: SEARCH -> CRAWL+EMAIL -> CONTACT+SOCIAL -> VALIDATION. Manages dependencies and parallelism.
DAG Execution Flow
Reactive DAG scheduler manages agent dependencies and parallelism
Stage 1 Stage 2 Stage 3 Stage 4
┌────────┠┌─────────┠┌──────────┠┌────────────â”
│ SEARCH │ ───> │ CRAWL │ ──────> │ CONTACT │ ───> │ VALIDATION │
│ Agent │ │ Agent │ │ Agent │ │ Agent │
└────────┘ └─────────┘ └──────────┘ └────────────┘
┌─────────┠┌──────────â”
│ EMAIL │ ──────> │ SOCIAL │
│ Agent │ │ Agent │
└─────────┘ └──────────┘
Sequential ───────────> Parallel ──────────> Parallel ──────> Final
(discover) (crawl + email) (contact + social) (verify)Workflows
Markdown SOPs define objectives, tool sequences, schemas, and error handling. Workflows are the source of truth for what the pipeline does and how.
Agent
Orchestrator layer reads workflows, validates inputs, selects scraping methods, and triggers enrichment. The agent never scrapes directly -- it delegates to tools.
Tools
Python and Node.js execution scripts that perform the actual work: scraping, parsing, extraction, verification. Each tool is stateless and independently testable.
AI agents that work while you sleep
7 autonomous agents coordinate to discover, enrich, and verify B2B data. Set your quality threshold and let the pipeline work until it's met.
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