You will get Autonomous AI Agent: Scraping & Semantic Lead Qualification
Project details
Stop chasing raw data. Start closing AI-qualified opportunities.
Most systems fail because they deliver "noise." I build Autonomous AI Lead Engines that don't just scrape—they think. By combining expert extraction with intelligent classification, I deliver a pipeline that acts as your first-tier sales researcher.
What sets this project apart:
• Hybrid Semantic Scoring: My model balances Semantic Alignment (contextual fit via Gemini/Llama) with Boolean match precision to ensure every lead perfectly fits your ICP.
• AIOps "Self-Healing" Architecture: Built in n8n, my systems include a "Watchdog" layer. If a site changes or an API hangs, the system detects and alerts for recovery, ensuring 99.9% uptime.
• XHR & API Bypass: I extract data from background requests that simple scrapers miss, providing access to "hidden" high-value data points.
• No Vendor Lock-in: You receive the full n8n JSON blueprints and database structures. You own the infrastructure 100%.
Scale your outreach with a system that prioritizes precision over volume.
Most systems fail because they deliver "noise." I build Autonomous AI Lead Engines that don't just scrape—they think. By combining expert extraction with intelligent classification, I deliver a pipeline that acts as your first-tier sales researcher.
What sets this project apart:
• Hybrid Semantic Scoring: My model balances Semantic Alignment (contextual fit via Gemini/Llama) with Boolean match precision to ensure every lead perfectly fits your ICP.
• AIOps "Self-Healing" Architecture: Built in n8n, my systems include a "Watchdog" layer. If a site changes or an API hangs, the system detects and alerts for recovery, ensuring 99.9% uptime.
• XHR & API Bypass: I extract data from background requests that simple scrapers miss, providing access to "hidden" high-value data points.
• No Vendor Lock-in: You receive the full n8n JSON blueprints and database structures. You own the infrastructure 100%.
Scale your outreach with a system that prioritizes precision over volume.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Regression Analysis, Transformer ModelAI Applications
AI-Enhanced Classification, AIOps, Natural Language Generation, Natural Language Understanding, Sentiment AnalysisAI Development Language
PythonAI Tools
Azure OpenAI, GitHub Copilot, Hugging Face, NVIDIA AI PlatformAI Models
BERT, ChatGPT, GPT-4, LLaMA, WhisperWhat's included
| Service Tiers |
Starter
$185
|
Standard
$495
|
Advanced
$1,250
|
|---|---|---|---|
| Delivery Time | 3 days | 6 days | 12 days |
Number of Revisions | 1 | 2 | 3 |
AI Model Integration | - | ||
Batch Normalization | - | - | - |
Database Integration | - | ||
Detailed Code Comments | |||
Image Upscaling | - | - | - |
MLOps | - | - | |
Model Deployment | |||
Model Documentation | - | ||
Model Monitoring | - | - | |
Model Testing & Optimization | - | - | - |
Model Tuning | - | - | - |
Natural Language Processing | - | ||
NLP Tokenization | - | - | - |
Pre-Training | - | - | - |
Prompt Engineering | - | ||
Setup File | |||
Source Code |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$75 - $400
Additional Source Site
(+ 2 Days)
+$150
N8n Self-Hosting Setup
(+ 1 Day)
+$250
30-Day AIOps Support
+$400Frequently asked questions
About David
AI Orchestrator | n8n & Supabase Expert | Autonomous Lead Generation
Mlada Boleslav, Czech Republic - 7:45 pm local time
Core Results (Updated April 2026):
📉 79% Noise Reduction: Autonomous filtering of low-value leads.
🚀 Top 7% Extraction: Isolating high-match opportunities via semantic scoring.
⏳ 2.5 Hours Saved Daily: Complete end-to-end GTM automation.
Stack: n8n (Orchestration), Supabase (pgvector/Postgres), Gemini 3.0/Llama 4, Docker.
My logic focuses on "Double-Lock" stability—ensuring your data ingestion survives UI changes and API shifts through XHR interception and JS-hydration bypassing.
Steps for completing your project
After purchasing the project, send requirements so David can start the project.
Delivery time starts when David receives requirements from you.
David works on your project following the steps below.
Revisions may occur after the delivery date.
Environment Setup & Source Ingestion
I configure the n8n infrastructure and build the primary extraction logic (XHR-bypass or API). This ensures a stable, raw data stream from your target sources into our processing environment.
AI Logic & Hybrid Semantic Calibration
I integrate the LLM (Gemini/Llama) and calibrate the hybrid weighted scoring model. We test the "Ideal Lead" criteria against real data to ensure the AI qualifies leads with high precision.