Agentic Lead Gen
Autonomous B2B lead generation
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Autonomous AI agents
that discover, enrich, and
close B2B leads
Five specialized AI agents work autonomously to find companies, enrich profiles, discover decision-maker contacts, and craft personalized outreach. Your agents work 24/7 so you don't have to.
- 50,000+
- pages discovered autonomous crawl agents (RL + UCB1)
- 300+
- leads qualified multi-agent enrichment pipeline
- 92%
- contact accuracy AI-verified email + LinkedIn
- 24x7
- agent uptime fully autonomous, zero manual work
From raw web pages to qualified B2B leads -- seven autonomous modules, zero cloud dependencies. Hover each stage to explore.
System Overview
SQLite WAL + LanceDB HNSW + ChromaDB hybrid storage in ~15 GB footprint
RL Crawler
DQN agent with 448-dim state + UCB1 multi-armed bandit explores 820 domains, achieving 3× harvest rate
NER Extraction
BERT-base-cased + spaCy + BERTopic extract entities at 92.3% F1, processing ~100 pages/sec
Entity Resolution
Siamese 128-dim embeddings with SQLite CTEs deduplicate in <1ms ANN queries
Lead Scoring
XGBoost 50% + LogReg 25% + RF 25% ensemble scores leads with 89.7% precision
Report Generation
Local LLM agent + SQLite/ChromaDB RAG generates reports with 97% factual accuracy in 10-30s
Evaluation
SHAP explanations + cascade error tracking monitor pipeline health -- keeping accuracy at scale (CER ~0.15)
System Overview
SQLite WAL + LanceDB HNSW + ChromaDB hybrid storage in ~15 GB footprint
RL Crawler
DQN agent with 448-dim state + UCB1 multi-armed bandit explores 820 domains, achieving 3× harvest rate
NER Extraction
BERT-base-cased + spaCy + BERTopic extract entities at 92.3% F1, processing ~100 pages/sec
Entity Resolution
Siamese 128-dim embeddings with SQLite CTEs deduplicate in <1ms ANN queries
Lead Scoring
XGBoost 50% + LogReg 25% + RF 25% ensemble scores leads with 89.7% precision
Report Generation
Local LLM agent + SQLite/ChromaDB RAG generates reports with 97% factual accuracy in 10-30s
Evaluation
SHAP explanations + cascade error tracking monitor pipeline health -- keeping accuracy at scale (CER ~0.15)
Every Agentic Lead Gen metric is measured from real pipeline runs, backed by 35 cited papers. See BENCHMARKS.md for methodology.
- $1,500
- annual cost local inference — no cloud GPU bills
- 92%
- NER F1 score BERT-base + spaCy extraction
- 300
- pages to leads 50K pages → 300 leads (99.4% reduction)
- 15%
- harvest rate 3× baseline via RL crawler
- 1ms
- ANN latency siamese 128-dim entity resolution
- 89%
- scoring precision 89.7% precision / 86.5% recall
- 97%
- factual accuracy RAG report generation via ollama
- 182ms
- per-lead latency end-to-end without LLM step
core capabilities
Three systems that make cloud CRMs obsolete
Cloud CRMs are optimized for their margins, not your pipeline. Agentic Lead Gen reverses that -- autonomous agents on your hardware, working 24/7.
RL-powered crawling
DQN with 448-dimensional state space and UCB1 multi-armed bandit learns which domains yield the best leads. Not keyword matching -- reinforcement learning that gets smarter every cycle.
448-dim state encodes page structure, link density, and domain history
UCB1 bandit balances exploration vs exploitation across 820 domains
Ensemble scoring
XGBoost 50%, logistic regression 25%, random forest 25%. Each model catches what the others miss -- with SHAP explanations and conformal prediction on every score.
SHAP explanations show why each lead scored high or low
Conformal prediction gives calibrated confidence intervals
Local-first privacy
SQLite graph + LanceDB vectors + ChromaDB embeddings -- all local. No API calls to score leads. Runs entirely on commodity hardware at $1,500/year vs $5,400-13,200 for cloud.
Zero data leaves your infrastructure during scoring
Full pipeline with all indexes in ~15 GB footprint
Ready to deploy Agentic Lead Gen?
Autonomous agents. 300 qualified leads per cycle. Fully local. 35 cited papers.
architecture
storage
hybrid graph + vector + document store
ML / RL
RL crawling + ensemble scoring
generation
local LLM report generation
evaluation
cascade error tracking + drift detection
Stop managing pipelines.
Let agents do it.
Deploy once, run forever. Your agents discover, enrich, score, and deliver qualified B2B leads around the clock — for $1,500/year total cost.
one email per month. new agents, benchmarks, and autonomy upgrades. unsubscribe anytime.