AI Lead Qualification System: Automated Scoring & CRM Ingestion
šÆ Built an intelligent lead qualification and CRM ingestion engine that automatically scores inbound leads using AI, eliminating manual data entry and ensuring high-value prospects reach sales teams instantly.
š The Challenge
Sales teams waste hours sorting through low-quality form submissions and manually copying data into their CRM. Without instant data enrichment and lead scoring, high-intent prospects wait too long for a response ā directly hurting conversion rates and lowering pipeline efficiency.
āļø The Solution
I engineered an automated lead-triage middleware pipeline using Make to completely bridge the gap between prospect intent and sales execution.
The moment a prospect submits a Google Form, the system captures the webhook payload and writes the record to a Google Sheets database. The system then invokes OpenAI via API to parse, evaluate, and score the lead against specific ideal customer criteria. High-intent leads are dynamically fast-tracked directly into HubSpot CRM as structured contacts with AI-generated qualification notes.
Key Technical Infrastructure Built:
Instant Form Webhook Processing: Captures incoming lead payloads with zero lag or data drops
Algorithmic AI Lead Scoring: Configured semantic context prompts inside OpenAI to evaluate lead potential and output an objective numerical priority tier
HubSpot CRM API Sync: Built custom mapping architecture to safely create contacts, assign deal stages, and map fields without duplicates
Two-Way Database Lifecycle Logging: Updates the core Google Sheet in real-time with automated timestamps, processing states, and AI-generated qualification summaries
š Business Impact & Results
100% Manual Data Elimination: Completely removes manual contact creation and copying friction for sales reps
Instant Priority Mapping: Sales pipelines sorted by AI, allowing teams to call high-intent leads within seconds
Flawless Data Continuity: Centralizes clean operational data across internal spreadsheets and CRM pipelines automatically
AI Lead Qualification System: Automated Scoring & CRM Ingestion
šÆ Built an intelligent lead qualification and CRM ingestion engine that automatically scores...